{
  "date_generated_for": "2026-01-30",
  "ai_news_elizaos_discord_md_2026-01-29": {
    "filename": "2026-01-29.md",
    "content": "# elizaOS Discord - 2026-01-29\n\n## Overall Discussion Highlights\n\n### Token Economics and Migration Concerns\n\nThe community raised significant concerns about token utility and distribution following the ai16z to elizaos migration. Key issues included:\n\n- **Token Allocation Controversy**: Community members questioned the 40% team allocation after a 1:10 token increase, where the community received only 6 tokens while the team received 40%\n- **Migration Technical Issues**: Users reported 98% losses when attempting to swap ElizaOS tokens on the ETH chain back to ETH or USDT due to zero liquidity\n- **Utility Clarification**: Odilitime clarified that the token serves as the accepted currency in their products, provides gas fees for Jeju, and includes buy-back mechanisms from credit card rail revenue\n- **Migration Rationale**: The migration from ai16z to elizaos was necessary for rebranding and multichain accessibility\n\n### AI Routing and Framework Development\n\nDorianD led an extensive exploration of AI model routing systems, proposing the creation of \"ElizaRouter\":\n\n- **Existing Solutions Identified**: RouteLLM (Python-based for prompt complexity analysis), Latitude.so (prompt engineering platform), and MasRouter (multi-agent system management)\n- **Proposed Architecture**: Distributed routing mechanism where receiving nodes select optimal nodes with time decay for Quality of Service\n- **Model Evaluation**: Small open-source models considered include Microsoft Phi-4 Mini (3.8B-14B), Qwen2.5/Qwen3 (1.5B-7B), Mistral 7B, and DeepSeek-Coder for code-specific tasks\n- **Implementation Plan**: Rewrite existing routing frameworks to Rust or TypeScript\n\n### Social Media Integration Development\n\nThe core development team discussed implementing social media connection functionality:\n\n- **Connection Page Feature**: Sam announced plans to build a connection page where users can link social accounts before being redirected back to the bot\n- **Composio Integration**: The team explored using Composio, an open-source tool for authentication and social integrations\n- **Existing Resources**: Stan revealed he had created a Composio plugin months earlier and offered to share it along with an RFC document containing implementation ideas\n\n### Critical Bug in Eliza Framework\n\nVictor Creed identified a significant bug in Eliza 1.7.2 affecting action callback execution:\n\n- **Expected Behavior**: Callbacks should send messages sequentially: (1) initial feedback, (2) structured return text, (3) detailed callback message\n- **Actual Behavior**: Messages are sent in reverse order with the detailed callback first, then initial feedback, and the structured return message is completely omitted\n- **Impact**: Affects custom plugins using `plugin-sql`, `plugin-openai`, and `plugin-bootstrap`\n- **Status**: Remains unresolved with no community solutions provided\n\n### Market Analysis\n\nDorianD provided cryptocurrency market outlook suggesting the market is entering the final phase of a bear market, with an estimated 6 months until bottom, followed by 6-12 months of sideways movement, with potential recovery activity beginning in 2027.\n\n## Key Questions & Answers\n\n**Q: Why should anyone buy elizaos token?** (asked by gby)  \n**A:** Token is the currency accepted in products including gas for Jeju, with credit card revenue going into buy backs (answered by Odilitime)\n\n**Q: Why was the migration from ai16z to elizaos necessary?** (asked by gby)  \n**A:** Had to rebrand the token and wanted to go multichain for easier access (answered by Odilitime)\n\n**Q: What is the actual use case for the token beyond Jeju gas fees?** (asked by gby)  \n**A:** Currency accepted in products, gas for Jeju, and buy-back mechanisms from credit card rails (answered by Odilitime)\n\n**Q: Why did hyperscape and babylon get their own tokens instead of using elizaos token?** (asked by g)  \n**A:** They're on-chain tokens for the currency in those games (answered by Odilitime)\n\n**Q: How to fix \"Cannot find module '@elizaos/plugin-web-search'\" error after plugin installation?** (asked by DigitalDiva)  \n**A:** Edit the project's package.json to include proper module resolution, try installing with bun (answered by Odilitime)\n\n**Q: Should we use Composio for our authentication needs?** (asked by sam)  \n**A:** Stan shared that he created a plugin months ago and is writing an RFC with ideas on it (answered by Stan \u26a1)\n\n**Q: Is your question regarding swaps on eth facing slippage or is it a migration question?** (asked by Kenk)  \n**A:** It's about 98% loss when converting ElizaOS tokens back to ETH or USDT (answered by Sarthak)\n\n**Q: How to bridge & migrate ElizaOS tokens from ETH chain when liquidity went zero?** (asked by Sarthak)  \n**A:** Check the migration channel for instructions (answered by MDMnvest)\n\n### Unanswered Questions\n\n- Are the wallets holding 40% of the supply known and do they have a vesting schedule? (asked by Jayzen)\n- Why did team get 40% when it is open source after the 1:10 token increase? (asked by averma)\n- What existing frameworks are available for AI model routing based on prompt complexity? (asked by DorianD)\n- What small open-source models are best for routing decisions? (asked by DorianD)\n- Why are action callbacks in Eliza 1.7.2 executing in reverse order compared to documentation? (asked by Victor Creed)\n\n## Community Help & Collaboration\n\n**Stan \u26a1 \u2192 sam**  \nContext: Sam was exploring Composio for social authentication implementation  \nResolution: Stan shared his existing Composio plugin repository (github.com/standujar/plugin-composio) and offered to share an RFC document with implementation ideas\n\n**MDMnvest \u2192 Sarthak**  \nContext: ElizaOS tokens on ETH chain showing zero liquidity and unable to migrate  \nResolution: Directed to migration channel for assistance\n\n**Kenk \u2192 Sarthak**  \nContext: Unclear whether issue was slippage or migration related  \nResolution: Helped clarify the specific problem (98% loss on conversion)\n\n**Odilitime \u2192 DigitalDiva**  \nContext: Plugin web-search installation failing with module resolution error  \nResolution: Suggested editing package.json and trying bun installation, directed to dev-support channel\n\n**Chiko \u2192 joaointech**  \nContext: Looking for smart contract developers  \nResolution: Directed to private DM conversation\n\n## Action Items\n\n### Technical\n\n- **Fix callback execution order bug in Eliza 1.7.2** where messages are sent in reverse order and structured return text is omitted (Mentioned by: Victor Creed)\n- **Fix module resolution for @elizaos/plugin-web-search plugin installation** (Mentioned by: DigitalDiva)\n- **Work on connection page for social media integration** with redirect flow back to bot (Mentioned by: sam)\n- **Review Stan's existing Composio plugin** at github.com/standujar/plugin-composio (Mentioned by: Stan \u26a1)\n- **Rewrite existing routing frameworks** (RouteLLM, Latitude.so, MasRouter) to Rust or TypeScript (Mentioned by: DorianD)\n\n### Feature\n\n- **Create ElizaRouter with distributed node selection** and time decay for QoS (Mentioned by: DorianD)\n- **Implement routing system using small models** like Phi-4 Mini, Qwen2.5, or Mistral 7B for prompt complexity analysis (Mentioned by: DorianD)\n- **Evaluate Composio for in-chat authentication implementation** (Mentioned by: sam)\n\n### Documentation\n\n- **Provide clear migration instructions** for ETH chain ElizaOS tokens with zero liquidity (Mentioned by: Sarthak)\n- **Clarify token utility beyond Jeju gas fees** and explain buy-back mechanisms (Mentioned by: gby)\n- **Disclose wallet addresses holding 40% supply** and vesting schedule (Mentioned by: Jayzen)\n- **Explain token distribution rationale** after 1:10 increase where community got 6 and team got 40% (Mentioned by: averma)\n- **Complete and share RFC document** about Composio implementation ideas (Mentioned by: Stan \u26a1)"
  },
  "ai_news_elizaos_discord_md_2026-01-28": {
    "filename": "2026-01-28.md",
    "content": "# elizaOS Discord - 2026-01-28\n\n## Overall Discussion Highlights\n\n### AI Agent Architecture & Development\n\nThe development team made significant progress on core infrastructure improvements. **jin** successfully merged MCP (Model Context Protocol) support and implemented dynamic tracking systems for GitHub repositories and Discord channels. This system automatically monitors active/inactive repos and new/archived channels, moving toward a self-maintaining configuration. The team emphasized improving developer onboarding by creating a bootstrapping skill that connects agents to knowledge repositories, documentation, and GitHub activity data, enabling agents to self-troubleshoot.\n\n**DorianD** proposed building a small local model for intelligent request routing between available models based on complexity, cost, and load parameters. The current system alternates between small/large model selections from providers, but more sophisticated routing could optimize performance and costs.\n\nThe **clawdbot** project was analyzed as a successful pattern, highlighting useful features including markdown-based configuration files (BOOTSTRAP.md, SOUL.md), skills integration, and structured home directories. The consensus was that good documentation combined with skills can significantly improve agent performance.\n\n### Technical Infrastructure & Tooling\n\n**Embedding Provider Issues**: Multiple users reported problems with OpenRouter embeddings in the knowledge plugin, with only OpenAI working reliably. **Odilitime** clarified that Ollama, OpenAI, and OpenRouter are supported options, with plans to move embeddings completely to plugins in version 2.x.\n\n**Development Tools**: **sedano.npc** reported issues with Cursor's AUTO mode breaking applications after 8+ hours of troubleshooting. **Odilitime** recommended using Composer 1 instead, which resolved deployment issues instantly.\n\n**SSE Streaming**: Users encountered MIME_TYPE_MISMATCH errors when setting up SSE streaming. **Chucknorris** recommended switching from SSE to socket.io for better results, with issues traced to incorrect backend deployment configuration.\n\n**Git Workflow**: **Odilitime** provided comprehensive guidance on basic Git operations, explaining commit vs pull request workflows, staging files, and branch management for OSS contributions.\n\n### Standards & Tokenization\n\n**satsbased** announced the upcoming ERC-8004 mainnet launch on Ethereum, scheduled for the week. This standard enables agent identity and reputation tracking onchain, allowing verification of whether AI agents are legitimate or \"larps\" (fake). The implementation aims to bring trustless tokenization to AI agents, positioned as a significant development for the ecosystem.\n\n### Community Concerns & Governance\n\n**DorianD** raised serious concerns about a \"hot potato\" style FOMO dapp, identifying it as a variation of the Bitcoin Potato game where developers receive vestings of the participation coin, allowing them to profit from sales while having unlimited supply to reset the game without cost. He warned of potential legal risks including lawsuits from participants and government investigation for illegal gambling operations, emphasizing the need for truly decentralized agents to avoid legal liability.\n\nThe conversation shifted to constructive feedback about the ElizaOS Twitter presence. **DorianD** recommended that the @elizaos account adopt more personality and \"soul\" similar to successful AI personas like clawd.atg.eth and pippin, rather than appearing dry and corporate. **Odilitime** responded positively, mentioning they're building a Twitter agent that could fulfill this role.\n\n### Migration & Ecosystem\n\nMultiple users reported that the migration site failed to detect ai16z tokens in Phantom wallets. **Hexx** clarified that ai16z migrated to ElizaOS, and holders from before the November snapshot at 11:40 UTC should use the migration portal to convert tokens. Concerns were raised about token value proposition for investors.\n\n**timcoucou** proposed building a network similar to fetch.ai where members have AI avatars that automatically discover each other through similarity matching, conduct autonomous discussions, and send reports when interesting opportunities arise.\n\n### Plugin Development\n\n**Stan** made progress on the plugin-n8n-workflow (30% complete with regular commits) and coordinated OAuth specifications with team members. **Odilitime** identified a compatibility issue where plugin-anthropic 1.x doesn't work with the develop branch and later curated type fixes for a PR.\n\n### Documentation & Knowledge Management\n\n**sayonara** established a PR workflow for documentation updates through the elizaOS/docs repository. The team discussed renaming the elizaos.github.io repository, debating names like \"leaders.elizaos.ai\" or \"leaderboard\" but ultimately deciding against ranking implications in favor of showcasing contributor competencies and codebase evolution. **jin** emphasized treating documentation as code and prompt engineering, with knowledge bundled like game manuals.\n\n## Key Questions & Answers\n\n**Q: What's the difference between commit and pull request?**  \nA: Commit is like save changes. Pull request is when working on someone else's OSS repo - you have to fork first. For your own repo, commit and push is sufficient. *(answered by Odilitime)*\n\n**Q: Does OpenRouter embedding work with the knowledge plugin?**  \nA: It kept giving errors; only OpenAI has worked so far. *(answered by YogaFlame)*\n\n**Q: Are we forced to use OpenAI for embeddings now?**  \nA: Ollama, OpenAI, or OpenRouter are supported. Version 2.x will drop embeddings in runtime and move it completely to plugins. *(answered by Odilitime)*\n\n**Q: How do I fix MIME_TYPE_MISMATCH error with SSE streaming?**  \nA: Need to explore routes and understand how Eliza server handles SSE. Switching to socket.io is much better than SSE. *(answered by Chucknorris | ONYX P9 NODE RENT)*\n\n**Q: Does SEARCH_KNOWLEDGE action summarize doc fragments before returning?**  \nA: No summarization, it's just a query to fragments returning three most similar. You can easily build custom action to prepare queries and make summaries. *(answered by 0xbbjoker)*\n\n**Q: Should I use Cursor AUTO mode or Composer?**  \nA: Don't use AUTO. Composer 1 is better than AUTO and lower cost. *(answered by Odilitime)*\n\n**Q: What happened to ai16z?**  \nA: Ai16z migrated to ElizaOS. If holding Ai16z before snapshot time 11:40 UTC November, migrate through the migration portal. *(answered by Hexx \ud83c\udf10)*\n\n**Q: Are you still the go to person for eliza.how?**  \nA: You can send PR to https://github.com/elizaOS/docs and I will merge. *(answered by sayonara)*\n\n**Q: What should we name the repository - leaders.elizaos.ai or leaderboard?**  \nA: Neither - don't want it perceived as ranking people, philosophy is to see who is doing what and track codebase changes, will write an article to clarify. *(answered by jin)*\n\n**Q: Does ElizaOS multiplex between models based on request complexity?**  \nA: No, we have small/large model selection from a provider but just alternate between those two. *(answered by Odilitime)*\n\n**Q: What is the connection between the FOMO dapp and the Bitcoin Potato game?**  \nA: The developer picked a variation of \"hot potato\" mechanism, similar to the original Bitcoin Potato game from the GitHub repository ripper234/Bitcoin-Potato. *(answered by DorianD)*\n\n**Q: What legal risks does the developer face?**  \nA: Potential lawsuits from participants and government investigation for illegal gambling, with possibility of profit clawback from gambling commissions. *(answered by DorianD)*\n\n## Community Help & Collaboration\n\n**Odilitime** provided extensive Git workflow guidance to **Irie_Rubz**, explaining commit vs pull request workflows, staging processes, and confirming successful pushing to main branch.\n\n**Chucknorris | ONYX P9 NODE RENT** helped **sedano.npc** resolve MIME_TYPE_MISMATCH errors with SSE streaming by recommending a switch from SSE to socket.io for better performance.\n\n**0xbbjoker** assisted **Victor Creed** in understanding that SEARCH_KNOWLEDGE action doesn't summarize results, and suggested building custom actions with LLM queries and summaries.\n\n**Odilitime** helped **sedano.npc** resolve Cursor AUTO mode issues that broke the application after 8+ hours of troubleshooting by recommending Composer 1, which fixed redeployment instantly.\n\n**jin** helped the community understand embedding requirements by clarifying that Ollama, OpenAI, and OpenRouter are all supported, with v2.x moving embeddings to plugins.\n\n**Hexx \ud83c\udf10** assisted **Watcoinerist** by explaining the ai16z to ElizaOS migration and providing instructions for holders before the November snapshot.\n\n**sayonara** directed **Kenk** to send PRs to https://github.com/elizaOS/docs for documentation updates and tutorial publishing.\n\n**DorianD** provided constructive feedback to the ElizaOS team about improving Twitter presence by adopting more personality and soul similar to successful AI personas.\n\n**satsbased** shared detailed positioning strategy with **MATTIOBOY \ud83c\udde6\ud83c\uddfa**, including hyperscape, ERC-8004 launch expectations, and ecosystem tracking approach.\n\n## Action Items\n\n### Technical\n\n- Fix plugin-anthropic 1.x compatibility with develop branch *(Odilitime)*\n- Open PR with curated type fixes *(Odilitime)*\n- Complete plugin-n8n-workflow development (currently 30% done) *(Stan \u26a1)*\n- Implement OAuth specifications in coordination with team members *(Stan \u26a1)*\n- Implement monthly workflow to review and update config based on active/inactive repos *(jin)*\n- Test OpenRouter embeddings to verify if issues persist across different users *(jin)*\n- Investigate and fix OpenRouter embedding errors in knowledge plugin *(YogaFlame)*\n- Complete plugin-autonomous to reduce costs of running multiple agents experiencing same messages *(Odilitime)*\n- Integrate Eliza work into ONYX project (relatively heavy work) *(Chucknorris | ONYX P9 NODE RENT)*\n- Create custom SEARCH_KNOWLEDGE action with LLM query preparation and summarization *(0xbbjoker)*\n- Investigate and fix migration site not detecting ai16z tokens in Phantom wallet *(ai16zbags, Never Broke Again (NBA))*\n- Monitor ERC-8004 mainnet launch on Ethereum for agent identity and reputation onchain verification *(satsbased)*\n- Ensure AI agents are fully decentralized to avoid legal liability for operators *(DorianD)*\n\n### Feature\n\n- Build Twitter agent with engaging personality for ElizaOS account *(Odilitime)*\n- Implement Eliza AI personality on X.com/elizaos account incorporating projective anime elements and soul similar to clawd.atg.eth *(DorianD)*\n- Build small local model for intelligent request routing between available models based on complexity, cost, and load *(DorianD)*\n- Implement more skills integration following clawdbot patterns *(jin)*\n- Build network where AI avatars meet through similarity searching with automatic discussion reports *(timcoucou)*\n- Create bootstrapping skill that connects to docs, knowledge repo, ai-news and hiscores *(jin)*\n- Implement automatic download of latest knowledge as part of default new user experience after connecting API key or local gateway *(jin)*\n- Rename elizaos.github.io repository to better reflect purpose *(jin)*\n- Build AI avatar network with automatic similarity matching, autonomous discussions, and meeting pre-qualification system similar to fetch.ai *(timcoucou)*\n\n### Documentation\n\n- Move quick start higher up in docs at https://docs.elizaos.ai/llms.txt *(jin)*\n- Write article clarifying philosophy behind the hiscores/tracking system *(jin)*\n- Publish 8004-related plugin tutorial *(Kenk)*\n- Clarify token value proposition for investors *(Taco)*"
  },
  "ai_news_elizaos_discord_md_2026-01-27": {
    "filename": "2026-01-27.md",
    "content": "# elizaOS Discord - 2026-01-27\n\n## Overall Discussion Highlights\n\n### Strategic Direction & Product Development\n\nThe ElizaOS team is executing a multi-product strategy with several initiatives in parallel development: Babylon, Hyperscape, Cloud, OTC desk, and Eliza Anime. The core philosophy involves iterating on multiple products until one achieves viral success, then rewarding long-term ElizaOS holders through airdrops (with HYPE and BABY cited as examples). The Babylon airdrop for ElizaOS holders is confirmed in principle, though specific details remain unfinalized, with consideration being given to rewarding long-term holders specifically.\n\n### Major Technical Pivot: AI Agent Platform with Workflow Automation\n\nThe core development team is pivoting from hardware-focused development to building an AI agent platform called \"Eliza\" that performs automated tasks. The most significant technical decision involves integrating n8n workflow automation with Eliza v2.0.0 (published to npm as @elizaos/core@next) to enable dynamic workflow creation through natural language.\n\n**Architecture Decision:** The team is adopting n8n plugin architecture as the primary approach for workflow automation instead of building native plugins for each service. A three-layer architecture has been proposed:\n- **Layer 3:** AI Workflow Generator\n- **Layer 2:** Workflow Engine with TaskService/cron\n- **Layer 1:** OAuth Gateway for multi-tenant credentials\n\n**Implementation Strategy:** The team identified that 95% of users want AI-powered workflow builders rather than extensive auto-coding capabilities. The focus is on connecting services like Gmail, Calendar, Notion, and Linear with conditional logic. The approach involves creating pre-built common workflows, then using Claude Opus to generate new ones based on closest matches, marking them as experimental and debugging with users before adding to the library.\n\n**Eliza v2.0.0 Features:** The new version includes computer use and browser use capabilities based on working open source implementations. The team is leveraging n8n-intelligence (open source) to enable agents to create workflows conversationally.\n\n### Knowledge Plugin Issues & Cost Optimization\n\nTwo critical technical issues emerged around the Knowledge plugin:\n\n**Configuration Errors:** Users encountered validation errors with EMBEDDING_PROVIDER receiving 'openrouter' when only 'openai' | 'google' are valid enum values. The root cause was identified as incorrectly setting openrouter as the embedding provider instead of openai.\n\n**Cost Optimization:** A significant cost issue was discovered where the Knowledge plugin with OpenAI was generating extremely high costs ($0.03-0.04 per query, tens of thousands of tokens) for simple requests on small markdown documents. The issue was traced to contextual embeddings being enabled (CTX_KNOWLEDGE_ENABLED=true). A minimal configuration solution using OPENROUTER_EMBEDDING_MODEL with openai/text-embedding-3-small was demonstrated, successfully embedding a 3.1MB PDF with 517 chunks at reasonable cost.\n\n### Development Priorities & Timeline\n\n**Immediate Priority:** End-of-week deadline for top-of-funnel: landing page \u2192 poke integration \u2192 agent conversation. The agent personality needs to be \"funny, spunky, and spicy\" but not mean.\n\n**Parallel Development Tracks:**\n- Sam: SMS/iMessage plugins and cloud platform integration\n- Stan: Mail/calendar plugins and n8n plugin development with OAuth support\n- Odilitime: plugin-pim (Personal Information Manager) using entity/component architecture and memories\n\nThe team is exploring n8n capabilities first before continuing plugin development to understand limitations and determine optimal tool selection.\n\n### Model Preferences & Technical Discussions\n\nStrong preference was expressed for Opus 4.5 model among developers. Discussions also covered mapping human decision patterns into agent logic, particularly for trading and high-pressure decisions, with insights that agents excel at processing large amounts of context from multiple sources to provide insights.\n\n### Community Concerns\n\nCommunity members raised questions about token price performance, airdrop eligibility (including whether trading on Solana DEXs counts and if tokens need to be moved off Kraken), and ETH chain token liquidity issues. Concerns were also expressed about restoring ElizaOS's memetic value through community effort.\n\n## Key Questions & Answers\n\n**Q: Will Babylon be 100% airdrop for ElizaOS holders?**  \nA: That's the idea but details aren't finalized yet, may include other requirements, want to reward long term holders *(answered by Odilitime)*\n\n**Q: How do I fix the \"Invalid enum value\" error for EMBEDDING_PROVIDER when it receives 'openrouter'?**  \nA: Change your embedding provider from openrouter to openai *(answered by DigitalDiva)*\n\n**Q: Why is the knowledge plugin extremely expensive with OpenAI - tens of thousands tokens per simple request ($0.03-0.04 per query)?**  \nA: You're using contextual embeddings (CTX_KNOWLEDGE_ENABLED=true) which increases costs significantly; use minimum config without contextual embeddings *(answered by 0xbbjoker)*\n\n**Q: Is Eliza v2.0.0 available for testing?**  \nA: Yes, published to \"next\" - install with npm install @elizaos/core@next *(answered by s)*\n\n**Q: Should we build native plugins or use n8n?**  \nA: After OAuth, n8n plugin would be slickest - can validate workflows by credentials needed and create stuff for users on the fly *(answered by s)*\n\n**Q: How do we test dynamically generated workflows?**  \nA: Pre-create common workflows, use Opus to generate new ones based on closest matches, mark as experimental, debug with users, review/fix on backend, add fixed versions to library *(answered by s)*\n\n**Q: What's the main user need - autocoding or workflows?**  \nA: 95% want AI workflow builder, only few nerds want autocoding - people want to connect email/notion/calendar/linear with if statements *(answered by s)*\n\n**Q: Should we stop Twilio/BLOOIO work and focus on n8n?**  \nA: n8n is for workflows, still need cloud runtime for iMessage/WhatsApp chat clients - should prioritize n8n first to understand limits before continuing plugins *(answered by Stan \u26a1 and Odilitime)*\n\n**Q: Is n8n-intelligence open sourced?**  \nA: Yes *(answered by s)*\n\n**Q: Can we pass plugin credentials to n8n?**  \nA: Yes, credentials from plugins like plugin-gmail can be passed to n8n for workflow access *(answered by Stan \u26a1)*\n\n**Q: Should I move my ElizaOS off of Kraken to get airdrops?**  \nA: No airdrop details have been announced, stay tuned for official announcement *(answered by Hexx \ud83c\udf10)*\n\n**Q: Why can't DegenAI track PumpFun tokens and smart wallets with the best ROI?**  \nA: Spartan has been focused on autonomous trading which is a big problem to solve; Otaku can likely do what you're talking about *(answered by Kenk)*\n\n**Q: How do people think about mapping human decision patterns into agent logic, especially for trading or high pressure decisions?**  \nA: Agents are very good at taking in large amounts of context from multiple sources and providing insight, mapping human logic afterwards is interesting *(answered by Kenk)*\n\n## Community Help & Collaboration\n\n**DigitalDiva \u2192 YogaFlame:** Identified that openrouter should not be used as embedding provider and advised changing to openai to resolve \"Invalid enum value\" error for EMBEDDING_PROVIDER.\n\n**0xbbjoker \u2192 Tyrone:** Provided comprehensive solution for extremely high Knowledge plugin costs by explaining that CTX_KNOWLEDGE_ENABLED=true causes higher costs and sharing minimal configuration example with 3.1MB PDF costing much less.\n\n**Odilitime \u2192 Tyrone:** Directed to 0xbbjoker as the plugin-knowledge expert and offered to test latest version for cost optimization.\n\n**s \u2192 sam:** Confirmed Eliza v2.0.0 is working and provided npm install command for @elizaos/core@next for testing new features.\n\n**s \u2192 Stan \u26a1 and sam:** Proposed n8n plugin approach with prefab workflows and dynamic generation strategy to resolve architecture decision for service integrations.\n\n**Stan \u26a1 \u2192 ziflie:** Explained goal to create dynamic workflows with n8n-plugin that can create actions/providers based on user wants and reuse existing plugins.\n\n**s \u2192 ziflie:** Directed to focus on top of funnel first - lander \u2192 poke \u2192 agent conversation, then add features incrementally.\n\n**s \u2192 Stan \u26a1:** Shared n8n-intelligence and n8n-workflow-builder GitHub repositories as solutions for finding workflow builder tools.\n\n**Borko \u2192 Team:** Created n8n cloud account and sent invites to Shaw, Stan and Sam for proper access.\n\n**Odilitime \u2192 Team:** Clarified that plugin credentials (like gmail) should be passable to n8n for workflow access.\n\n**Odilitime \u2192 crypto:** Confirmed intention to airdrop Babylon to ElizaOS holders but details not finalized, considering rewarding long-term holders.\n\n**Kenk \u2192 web3buidl:** Explained agents excel at processing large context from multiple sources for insights when mapping human decision patterns into agent logic.\n\n**Kenk \u2192 MATTIOBOY \ud83c\udde6\ud83c\uddfa:** Clarified Spartan focuses on autonomous trading, suggested Otaku has PumpFun token tracking capabilities.\n\n**Hexx \ud83c\udf10 \u2192 Wes:** Clarified no airdrop details announced yet, advised waiting for official announcement regarding moving ElizaOS off Kraken.\n\n**Maff || Hourglass \u231b \u2192 CRYPTONIAN:** Attempted to help with ETH chain token swapping issues by asking which chain to swap to.\n\n**Kenk \u2192 DigitalDiva:** Encouraged asking questions publicly in the channel rather than DMing about integrating ElizaOS AI agents.\n\n## Action Items\n\n### Technical\n\n- Test Eliza v2.0.0 with computer use and browser use capabilities *(sam)*\n- Develop SMS and iMessage plugin and integrate with cloud platform for clawdbot/poke app *(sam)*\n- Build mail/calendar plugins *(Stan \u26a1)*\n- Implement n8n plugin with OAuth support for dynamic workflow creation *(Stan \u26a1)*\n- Create validation/testing system for workflows based on required credentials *(s)*\n- Build pre-fabricated n8n workflows for common actions (check email, send email, etc.) *(s)*\n- Implement workflow review and fix system on backend to help users and add to library *(s)*\n- Complete landing page \u2192 poke integration \u2192 agent conversation funnel by end of week *(s)*\n- Integrate n8n-intelligence into Eliza agent for conversational workflow creation *(s)*\n- Set up n8n hosted cloud instance with proper scaling (workers) *(Stan \u26a1)*\n- Implement three-layer architecture: AI Workflow Generator, Workflow Engine with TaskService/cron, OAuth Gateway *(Stan \u26a1)*\n- Continue development of plugin-pim with entity/component architecture *(Odilitime)*\n- Implement credential passing from plugins to n8n workflows *(Odilitime)*\n- Test n8n capabilities and limitations before continuing plugin development *(Odilitime)*\n- Fix Knowledge plugin example configuration documentation to reflect correct EMBEDDING_PROVIDER enum values *(YogaFlame)*\n- Test latest version of plugin-knowledge for cost optimization *(Odilitime)*\n- Address ETH chain token liquidity issues and exchange support *(CRYPTONIAN)*\n\n### Feature\n\n- Continue development on multiple products (Babylon, Hyperscape, Cloud, OTC desk, Eliza Anime) until one achieves viral success *(Seppmos)*\n- Implement airdrop strategy to reward long-term ElizaOS holders when products succeed *(Seppmos)*\n- Enable natural language plugin/skill addition through chat interface *(Agent Joshua \u20b1 | TEE)*\n- Make Eliza personality funny, spunky, and spicy (not mean like poke bouncer) *(s)*\n- Build interface for any chat app to integrate with Eliza *(Agent Joshua \u20b1 | TEE)*\n- Implement PumpFun token tracking and smart wallet ROI monitoring capabilities *(MATTIOBOY \ud83c\udde6\ud83c\uddfa)*\n- Restore ElizaOS memetic value through community initiatives *(satsbased)*\n\n### Documentation\n\n- Update Knowledge plugin documentation to clarify cost implications of contextual embeddings (CTX_KNOWLEDGE_ENABLED=true) *(Tyrone)*\n- Document reference to ctx-embeddings.ts for understanding contextual embeddings behavior *(0xbbjoker)*\n- Create starter plan for n8n workflow implementation and share with team *(Stan \u26a1)*\n- Finalize and announce official Babylon airdrop details including eligibility requirements and long-term holder rewards *(Odilitime)*\n- Provide official announcement on airdrop details for community *(Hexx \ud83c\udf10)*\n- Clarify regular update schedule and communication channels for team developments *(Rainman)*\n\n### Investigation\n\n- Investigate OpenAI-compatible chat completions endpoint integration for ElizaOS AI agents supporting OpenAI JSON API, OpenRouter, and Kobold API *(DigitalDiva)*"
  },
  "ai_news_elizaos_daily_json_2026-01-29": {
    "filename": "2026-01-29.json",
    "content": {
      "type": "elizaosDailySummary",
      "title": "Daily Report - 2026-01-29",
      "categories": {
        "title": "ElizaOS Development Updates and Community Discussions - January 29, 2026",
        "content": [
          {
            "text": "Market sentiment discussion in the partners channel indicated expectations of entering the worst phase of a bear market, with predictions of 6 months until bottom followed by 6-12 months of sideways action. Some activity is expected to emerge in 2027.",
            "sources": "https://discord.com/channels/1253563208833433701/1301363808421543988",
            "memes": {
              "url": "https://cdn.elizaos.news/imgflip/aiqz29.jpg",
              "summary": "Activity expected in 2027."
            },
            "posters": "https://cdn.elizaos.news/posters/1769735079970-twoakm.png"
          },
          {
            "text": "Development team explored AI routing solutions for optimizing model selection based on query complexity. Discussion included RouteLLM, Latitude.so, and MasRouter frameworks. Suggested small models for routing include Microsoft Phi-4 Mini, Qwen2.5, Mistral 7B, and DeepSeek-Coder. Proposal made to create an ElizaRouter system where receiving nodes pick the best node with time decay for quality of service. Action callback patterns in Eliza 1.7.2 were discussed, with issues around message ordering when using callbacks. A YouTube interview about agentic coding with the creator of Clawd was shared, highlighting insights on shipping code at scale. Creative idea proposed for collecting training data for robotics companies through viral social media challenges involving household tasks.",
            "sources": "https://discord.com/channels/1253563208833433701/1300025221834739744",
            "images": "https://cdn.elizaos.news/elizaos-media/embed-thumbnail-1466455836405792811_a1983f0c.jpg",
            "videos": "https://cdn.elizaos.news/elizaos-media/8lf7hmq_rgy-start-2582_4305b623.mp4",
            "memes": {
              "url": "https://cdn.elizaos.news/imgflip/aiqz3t.jpg",
              "summary": "Viral challenges train household robots."
            }
          },
          {
            "text": "Core development team discussed integration of Composio, a platform offering 100+ integrations for AI agents via function calling. The team identified that Composio already provides in-chat authentication functionality they were planning to build. A developer shared an existing plugin-composio they created months ago and announced plans to write an RFC with implementation ideas. Work continued on user authentication flow where users connect social accounts and redirect back to the bot.",
            "sources": "https://discord.com/channels/1253563208833433701/1377726087789940836",
            "images": [
              "https://cdn.elizaos.news/elizaos-media/embed-thumbnail-1466336052154470541_2dac5e4b.jpg",
              "https://cdn.elizaos.news/elizaos-media/composio_dc0a504e.jpg",
              "https://cdn.elizaos.news/elizaos-media/og-title-authentication_f9047b5a.jpg",
              "https://cdn.elizaos.news/elizaos-media/og-title-in-chat-20authentication_7a3cc439.jpg",
              "https://cdn.elizaos.news/elizaos-media/plugin-composio_8f1ed7ca.jpg"
            ],
            "memes": {
              "url": "https://cdn.elizaos.news/imgflip/aiqz48.jpg",
              "summary": "Developer created plugin months ago."
            }
          },
          {
            "text": "General discussion channel saw significant debate about token utility and value proposition. Community members expressed frustration about lack of clear use cases for the ElizaOS token, with concerns raised about the migration process where holders received 6 tokens for every 10 during the 1:10 increase, questioning where the remaining 40% went. Long-term holders reported significant losses, with one citing a 20,000+ investment now worth 1,600. Team leadership clarified that the token serves as currency in their products including gas fees for Jeju, with credit card payment rails also planned where some revenue goes into buybacks. The migration from ai16z to ElizaOS was explained as necessary for rebranding and multichain accessibility. Discussion also covered separate game tokens for Hyperscape and Babylon as in-game currencies. Technical support was provided for web-search plugin installation issues.",
            "sources": "https://discord.com/channels/1253563208833433701/1253563209462448241",
            "images": "https://cdn.elizaos.news/elizaos-media/embed-image-1466511101415129395_d92ed894.jpg",
            "memes": {
              "url": "https://cdn.elizaos.news/imgflip/aiqz4g.jpg",
              "summary": "Holders got 6 tokens for 10."
            }
          }
        ],
        "topic": "discordrawdata"
      },
      "date": 1769644800
    }
  },
  "ai_news_elizaos_daily_md_2026-01-29": {
    "filename": "2026-01-29.md",
    "content": "## Market Sentiment and Predictions\n\n- Partners channel discussed market expectations of entering the worst phase of a bear market\n- Predictions include 6 months until bottom followed by 6-12 months of sideways action\n- Activity expected to emerge in 2027\n\n## AI Routing and Development Solutions\n\n- Development team explored AI routing solutions for optimizing model selection based on query complexity\n- Frameworks discussed included RouteLLM, Latitude.so, and MasRouter\n- Small models identified for routing: Microsoft Phi-4 Mini, Qwen2.5, Mistral 7B, and DeepSeek-Coder\n- Proposal created for ElizaRouter system where receiving nodes pick the best node with time decay for quality of service\n- Action callback patterns in Eliza 1.7.2 were discussed\n- YouTube interview shared about agentic coding with the creator of Clawd, highlighting insights on shipping code at scale\n- Creative idea proposed for collecting training data for robotics companies through viral social media challenges involving household tasks\n\n## Composio Integration\n\n- Core development team discussed integration of Composio platform offering 100+ integrations for AI agents via function calling\n- Team identified that Composio already provides in-chat authentication functionality\n- Developer shared existing plugin-composio created months ago\n- Plans announced to write an RFC with implementation ideas\n- Work continued on user authentication flow where users connect social accounts and redirect back to the bot\n\n## Token Utility and Migration Clarification\n\n- Team leadership clarified token serves as currency in products including gas fees for Jeju\n- Credit card payment rails planned with some revenue going into buybacks\n- Migration from ai16z to ElizaOS explained as necessary for rebranding and multichain accessibility\n- Separate game tokens confirmed for Hyperscape and Babylon as in-game currencies\n- Technical support provided for web-search plugin installation issues"
  },
  "ai_news_elizaos_daily_discord_json_2026-01-29": {
    "filename": "2026-01-29.json",
    "content": {
      "server": "elizaOS",
      "title": "elizaOS Discord - 2026-01-29",
      "date": 1769644800,
      "stats": {
        "totalMessages": 81,
        "totalUsers": 29
      },
      "categories": [
        {
          "channelId": "1301363808421543988",
          "channelName": "\ud83e\udd47-partners",
          "summary": "# Discord Channel Analysis: \ud83e\udd47-partners\n\n## 1. Summary\n\nThis chat segment contains minimal technical discussion. The conversation consists of three brief messages over approximately 9 hours. Broccolex shared a link to a DefiLlama tweet/post without additional context. DorianD provided market analysis commentary, suggesting the crypto market is entering the final phase of a bear market with an estimated 6 months until bottom, followed by 6-12 months of sideways movement, with potential recovery activity beginning in 2027. \ud835\udd2d\ud835\udd29\ud835\udd1e\ud835\udd31\ud835\udd1e \ud835\udd11\ud835\udd2c \ud835\udd09\ud835\udd1e\ud835\udd2d \ud835\udd1e\ud835\udd2f\ud835\udd20 made a single-word acknowledgment. No technical implementations, problem-solving, or concrete solutions were discussed in this segment.\n\n## 2. FAQ\n\nNo significant technical questions with meaningful responses were present in this chat segment.\n\n## 3. Help Interactions\n\nNo help interactions occurred in this chat segment.\n\n## 4. Action Items\n\nNo action items were identified in this chat segment.",
          "messageCount": 5,
          "userCount": 3
        },
        {
          "channelId": "1300025221834739744",
          "channelName": "\ud83d\udcac-coders",
          "summary": "# Discord Channel Analysis: \ud83d\udcac-coders\n\n## 1. Summary\n\nThe channel discussion covered several technical topics, primarily focused on AI routing systems and action callback patterns in Eliza framework.\n\n**DorianD** initiated a discussion about AI model routing frameworks, identifying existing solutions like RouteLLM (Python-based for prompt complexity analysis), Latitude.so (prompt engineering platform), and MasRouter (multi-agent system management). They proposed creating an \"ElizaRouter\" with a distributed routing mechanism where receiving nodes select optimal nodes with time decay for Quality of Service. Small open-source models were evaluated for routing purposes, including Microsoft Phi-4 Mini (3.8B-14B), Qwen2.5/Qwen3 (1.5B-7B), Mistral 7B, and DeepSeek-Coder for code-specific tasks.\n\n**Victor Creed** reported a critical bug in Eliza 1.7.2 regarding action callback execution order. The documented callback pattern should send messages sequentially: (1) initial feedback, (2) structured return text, (3) detailed callback message. However, the actual behavior reverses the order, sending the detailed callback first, then initial feedback, and omitting the structured return message entirely. This issue affects custom plugins using `plugin-sql`, `plugin-openai`, and `plugin-bootstrap`. The problem remains unresolved as no community members provided solutions.\n\n**Supreem** shared an interview about agentic coding systems. **DorianD** later proposed an unconventional idea about collecting training data for robotics through viral social media challenges similar to TikTok dance trends, focusing on household tasks like sweeping, mopping, and ironing.\n\n## 2. FAQ\n\nQ: What existing frameworks are available for AI model routing based on prompt complexity? (asked by DorianD) A: Unanswered (self-documented: RouteLLM for Python-based routing, Latitude.so for prompt engineering, MasRouter for multi-agent systems)\n\nQ: What small open-source models are best for routing decisions? (asked by DorianD) A: Unanswered (self-documented: Microsoft Phi-4 Mini, Qwen2.5/Qwen3, Mistral 7B, DeepSeek-Coder)\n\nQ: Why are action callbacks in Eliza 1.7.2 executing in reverse order compared to documentation? (asked by Victor Creed) A: Unanswered\n\nQ: Are there smart contract developers available? (asked by joaointech) A: Chiko responded via DM\n\n## 3. Help Interactions\n\nHelper: Chiko | Helpee: joaointech | Context: Looking for smart contract developers | Resolution: Directed to private DM conversation\n\n## 4. Action Items\n\nType: Feature | Description: Create ElizaRouter with distributed node selection and time decay for QoS | Mentioned By: DorianD\n\nType: Technical | Description: Fix callback execution order bug in Eliza 1.7.2 where messages are sent in reverse order and structured return text is omitted | Mentioned By: Victor Creed\n\nType: Technical | Description: Rewrite existing routing frameworks (RouteLLM, Latitude.so, MasRouter) to Rust or TypeScript | Mentioned By: DorianD\n\nType: Feature | Description: Implement routing system using small models like Phi-4 Mini, Qwen2.5, or Mistral 7B for prompt complexity analysis | Mentioned By: DorianD",
          "messageCount": 15,
          "userCount": 8
        },
        {
          "channelId": "1377726087789940836",
          "channelName": "core-devs",
          "summary": "# Discord Chat Analysis - core-devs Channel\n\n## 1. Summary\n\nThe discussion centered on implementing social media connection functionality with user redirection flows. Sam announced plans to work on the \"ahead direction\" feature, building a connection page where users can link their social accounts before being redirected back to the bot, following Shaw's previous suggestion.\n\nThe team explored using Composio, an open-source tool for handling authentication and social integrations. Sam identified Composio as a potentially valuable solution, specifically highlighting its in-chat authentication capabilities that align with their current development needs. Stan revealed he had already created a Composio plugin months earlier and offered to share it with the team for reference. Stan also mentioned he's drafting an RFC (Request for Comments) document with related ideas that he plans to share. Kenk shared a resource about Hightouch's long-running agent harness implementation, though this wasn't discussed further in the segment.\n\n## 2. FAQ\n\nQ: Should we use Composio for our authentication needs? (asked by sam) A: Stan shared that he created a plugin months ago and is writing an RFC with ideas on it (answered by Stan \u26a1)\n\n## 3. Help Interactions\n\nHelper: Stan \u26a1 | Helpee: sam | Context: Sam was exploring Composio for social authentication implementation | Resolution: Stan shared his existing Composio plugin repository and offered to share an RFC document with implementation ideas\n\n## 4. Action Items\n\nType: Technical | Description: Work on connection page for social media integration with redirect flow back to bot | Mentioned By: sam\nType: Technical | Description: Review Stan's existing Composio plugin at github.com/standujar/plugin-composio | Mentioned By: Stan \u26a1\nType: Documentation | Description: Complete and share RFC document about Composio implementation ideas | Mentioned By: Stan \u26a1\nType: Feature | Description: Evaluate Composio for in-chat authentication implementation | Mentioned By: sam",
          "messageCount": 11,
          "userCount": 3
        },
        {
          "channelId": "1253563209462448241",
          "channelName": "\ud83d\udcac-discussion",
          "summary": "# Discord Chat Analysis for \ud83d\udcac-discussion\n\n## 1. Summary\n\nThe discussion centered on two main technical issues and significant token-related concerns. \n\n**Technical Issues:**\nDigitalDiva encountered a plugin installation error with @elizaos/plugin-web-search, receiving a \"Cannot find module\" error after attempting installation. Odilitime suggested editing the project's package.json to include proper module resolution and directed them to use bun for installation and the appropriate support channel for further assistance.\n\nSarthak faced a token migration issue with ElizaOS tokens on ETH chain showing 98% loss when attempting to swap back to ETH or USDT due to zero liquidity. Kenk attempted to clarify whether this was a slippage or migration question, and MDMnvest directed them to the migration channel.\n\n**Token Economics Discussion:**\nA significant portion of the chat involved critical questions about token utility and team allocation. Key concerns raised by averma, gby, and Jayzen included: the 40% token allocation to the team after a 1:10 token increase (where community received only 6 while team got 40%), lack of clear use cases for the token, airdrops depleting community liquidity, and the token hitting all-time lows. \n\nOdilitime defended the project stating the migration from ai16z to elizaos was necessary for rebranding and multichain accessibility. He clarified that the token's primary utility includes being the accepted currency in their products, gas fees for Jeju, and buy-back mechanisms from credit card rail revenue. However, community members expressed dissatisfaction with the lack of concrete utility beyond Jeju gas fees.\n\n## 2. FAQ\n\nQ: How to bridge & migrate ElizaOS tokens from ETH chain when liquidity went zero? (asked by Sarthak) A: Check the migration channel for instructions (answered by MDMnvest)\n\nQ: Is your question regarding swaps on eth facing slippage or is it a migration question? (asked by Kenk) A: It's about 98% loss when converting ElizaOS tokens back to ETH or USDT (answered by Sarthak)\n\nQ: How to fix \"Cannot find module '@elizaos/plugin-web-search'\" error after plugin installation? (asked by DigitalDiva) A: Edit the project's package.json to include proper module resolution, try installing with bun (answered by Odilitime)\n\nQ: Are the wallets holding 40% of the supply known and do they have a vesting schedule? (asked by Jayzen) A: Unanswered\n\nQ: Why did team get 40% when it is open source after the 1:10 token increase? (asked by averma) A: Unanswered\n\nQ: Why should anyone buy elizaos token? (asked by gby) A: Token is the currency accepted in products including gas for Jeju, with credit card revenue going into buy backs (answered by Odilitime)\n\nQ: Why did hyperscape and babylon get their own tokens instead of using elizaos token? (asked by g) A: They're on-chain tokens for the currency in those games (answered by Odilitime)\n\nQ: What is the actual use case for the token beyond Jeju gas fees? (asked by gby) A: Currency accepted in products, gas for Jeju, and buy-back mechanisms from credit card rails (answered by Odilitime)\n\nQ: Why was the migration from ai16z to elizaos necessary? (asked by gby) A: Had to rebrand the token and wanted to go multichain for easier access (answered by Odilitime)\n\n## 3. Help Interactions\n\nHelper: MDMnvest | Helpee: Sarthak | Context: ElizaOS tokens on ETH chain showing zero liquidity and unable to migrate | Resolution: Directed to migration channel for assistance\n\nHelper: Kenk | Helpee: Sarthak | Context: Unclear whether issue was slippage or migration related | Resolution: Helped clarify the specific problem (98% loss on conversion)\n\nHelper: Odilitime | Helpee: DigitalDiva | Context: Plugin web-search installation failing with module resolution error | Resolution: Suggested editing package.json and trying bun installation, directed to dev-support channel\n\n## 4. Action Items\n\nType: Documentation | Description: Provide clear migration instructions for ETH chain ElizaOS tokens with zero liquidity | Mentioned By: Sarthak\n\nType: Technical | Description: Fix module resolution for @elizaos/plugin-web-search plugin installation | Mentioned By: DigitalDiva\n\nType: Documentation | Description: Clarify token utility beyond Jeju gas fees and explain buy-back mechanisms | Mentioned By: gby\n\nType: Documentation | Description: Disclose wallet addresses holding 40% supply and vesting schedule | Mentioned By: Jayzen\n\nType: Documentation | Description: Explain token distribution rationale after 1:10 increase where community got 6 and team got 40% | Mentioned By: averma",
          "messageCount": 50,
          "userCount": 17
        }
      ]
    }
  },
  "ai_news_elizaos_daily_discord_md_2026-01-29": {
    "filename": "2026-01-29.md",
    "content": "# elizaOS Discord - 2026-01-29\n\n## Overall Discussion Highlights\n\n### Token Economics and Migration Concerns\n\nThe community raised significant concerns about token utility and distribution following the ai16z to elizaos migration. Key issues included:\n\n- **Token Allocation Controversy**: Community members questioned the 40% team allocation after a 1:10 token increase, where the community received only 6 tokens while the team received 40%\n- **Migration Technical Issues**: Users reported 98% losses when attempting to swap ElizaOS tokens on the ETH chain back to ETH or USDT due to zero liquidity\n- **Utility Clarification**: Odilitime clarified that the token serves as the accepted currency in their products, provides gas fees for Jeju, and includes buy-back mechanisms from credit card rail revenue\n- **Migration Rationale**: The migration from ai16z to elizaos was necessary for rebranding and multichain accessibility\n\n### AI Routing and Framework Development\n\nDorianD led an extensive exploration of AI model routing systems, proposing the creation of \"ElizaRouter\":\n\n- **Existing Solutions Identified**: RouteLLM (Python-based for prompt complexity analysis), Latitude.so (prompt engineering platform), and MasRouter (multi-agent system management)\n- **Proposed Architecture**: Distributed routing mechanism where receiving nodes select optimal nodes with time decay for Quality of Service\n- **Model Evaluation**: Small open-source models considered include Microsoft Phi-4 Mini (3.8B-14B), Qwen2.5/Qwen3 (1.5B-7B), Mistral 7B, and DeepSeek-Coder for code-specific tasks\n- **Implementation Plan**: Rewrite existing routing frameworks to Rust or TypeScript\n\n### Social Media Integration Development\n\nThe core development team discussed implementing social media connection functionality:\n\n- **Connection Page Feature**: Sam announced plans to build a connection page where users can link social accounts before being redirected back to the bot\n- **Composio Integration**: The team explored using Composio, an open-source tool for authentication and social integrations\n- **Existing Resources**: Stan revealed he had created a Composio plugin months earlier and offered to share it along with an RFC document containing implementation ideas\n\n### Critical Bug in Eliza Framework\n\nVictor Creed identified a significant bug in Eliza 1.7.2 affecting action callback execution:\n\n- **Expected Behavior**: Callbacks should send messages sequentially: (1) initial feedback, (2) structured return text, (3) detailed callback message\n- **Actual Behavior**: Messages are sent in reverse order with the detailed callback first, then initial feedback, and the structured return message is completely omitted\n- **Impact**: Affects custom plugins using `plugin-sql`, `plugin-openai`, and `plugin-bootstrap`\n- **Status**: Remains unresolved with no community solutions provided\n\n### Market Analysis\n\nDorianD provided cryptocurrency market outlook suggesting the market is entering the final phase of a bear market, with an estimated 6 months until bottom, followed by 6-12 months of sideways movement, with potential recovery activity beginning in 2027.\n\n## Key Questions & Answers\n\n**Q: Why should anyone buy elizaos token?** (asked by gby)  \n**A:** Token is the currency accepted in products including gas for Jeju, with credit card revenue going into buy backs (answered by Odilitime)\n\n**Q: Why was the migration from ai16z to elizaos necessary?** (asked by gby)  \n**A:** Had to rebrand the token and wanted to go multichain for easier access (answered by Odilitime)\n\n**Q: What is the actual use case for the token beyond Jeju gas fees?** (asked by gby)  \n**A:** Currency accepted in products, gas for Jeju, and buy-back mechanisms from credit card rails (answered by Odilitime)\n\n**Q: Why did hyperscape and babylon get their own tokens instead of using elizaos token?** (asked by g)  \n**A:** They're on-chain tokens for the currency in those games (answered by Odilitime)\n\n**Q: How to fix \"Cannot find module '@elizaos/plugin-web-search'\" error after plugin installation?** (asked by DigitalDiva)  \n**A:** Edit the project's package.json to include proper module resolution, try installing with bun (answered by Odilitime)\n\n**Q: Should we use Composio for our authentication needs?** (asked by sam)  \n**A:** Stan shared that he created a plugin months ago and is writing an RFC with ideas on it (answered by Stan \u26a1)\n\n**Q: Is your question regarding swaps on eth facing slippage or is it a migration question?** (asked by Kenk)  \n**A:** It's about 98% loss when converting ElizaOS tokens back to ETH or USDT (answered by Sarthak)\n\n**Q: How to bridge & migrate ElizaOS tokens from ETH chain when liquidity went zero?** (asked by Sarthak)  \n**A:** Check the migration channel for instructions (answered by MDMnvest)\n\n### Unanswered Questions\n\n- Are the wallets holding 40% of the supply known and do they have a vesting schedule? (asked by Jayzen)\n- Why did team get 40% when it is open source after the 1:10 token increase? (asked by averma)\n- What existing frameworks are available for AI model routing based on prompt complexity? (asked by DorianD)\n- What small open-source models are best for routing decisions? (asked by DorianD)\n- Why are action callbacks in Eliza 1.7.2 executing in reverse order compared to documentation? (asked by Victor Creed)\n\n## Community Help & Collaboration\n\n**Stan \u26a1 \u2192 sam**  \nContext: Sam was exploring Composio for social authentication implementation  \nResolution: Stan shared his existing Composio plugin repository (github.com/standujar/plugin-composio) and offered to share an RFC document with implementation ideas\n\n**MDMnvest \u2192 Sarthak**  \nContext: ElizaOS tokens on ETH chain showing zero liquidity and unable to migrate  \nResolution: Directed to migration channel for assistance\n\n**Kenk \u2192 Sarthak**  \nContext: Unclear whether issue was slippage or migration related  \nResolution: Helped clarify the specific problem (98% loss on conversion)\n\n**Odilitime \u2192 DigitalDiva**  \nContext: Plugin web-search installation failing with module resolution error  \nResolution: Suggested editing package.json and trying bun installation, directed to dev-support channel\n\n**Chiko \u2192 joaointech**  \nContext: Looking for smart contract developers  \nResolution: Directed to private DM conversation\n\n## Action Items\n\n### Technical\n\n- **Fix callback execution order bug in Eliza 1.7.2** where messages are sent in reverse order and structured return text is omitted (Mentioned by: Victor Creed)\n- **Fix module resolution for @elizaos/plugin-web-search plugin installation** (Mentioned by: DigitalDiva)\n- **Work on connection page for social media integration** with redirect flow back to bot (Mentioned by: sam)\n- **Review Stan's existing Composio plugin** at github.com/standujar/plugin-composio (Mentioned by: Stan \u26a1)\n- **Rewrite existing routing frameworks** (RouteLLM, Latitude.so, MasRouter) to Rust or TypeScript (Mentioned by: DorianD)\n\n### Feature\n\n- **Create ElizaRouter with distributed node selection** and time decay for QoS (Mentioned by: DorianD)\n- **Implement routing system using small models** like Phi-4 Mini, Qwen2.5, or Mistral 7B for prompt complexity analysis (Mentioned by: DorianD)\n- **Evaluate Composio for in-chat authentication implementation** (Mentioned by: sam)\n\n### Documentation\n\n- **Provide clear migration instructions** for ETH chain ElizaOS tokens with zero liquidity (Mentioned by: Sarthak)\n- **Clarify token utility beyond Jeju gas fees** and explain buy-back mechanisms (Mentioned by: gby)\n- **Disclose wallet addresses holding 40% supply** and vesting schedule (Mentioned by: Jayzen)\n- **Explain token distribution rationale** after 1:10 increase where community got 6 and team got 40% (Mentioned by: averma)\n- **Complete and share RFC document** about Composio implementation ideas (Mentioned by: Stan \u26a1)"
  },
  "github_summaries_daily_2026-01-30": {
    "filename": "2026-01-30.md",
    "error": "File not found"
  },
  "github_summaries_week_latest_2026-01-25.md": {
    "filename": "2026-01-25.md",
    "content": "# Overall Project Weekly Summary (Jan 25 - 31, 2026)\n\nThis week, ElizaOS focused on stabilizing the developer experience and laying the groundwork for a more powerful, consumer-ready AI application ecosystem. By resolving critical setup blockers and expanding how agents interact with the world\u2014through better security, code execution, and automation\u2014the project is moving from a framework toward a comprehensive service platform.\n\n## Executive Summary\nThe team successfully restored the project's \"front door\" by fixing a critical bug that prevented new developers from starting projects. With the foundation stabilized, the focus shifted to strategic expansion, including the development of a new \"Eliza App\" and the integration of advanced automation tools like N8N to make AI agents more capable in professional environments.\n\n### Key Strategic Initiatives & Outcomes\n\n**Restoring and Improving the Developer Onboarding Experience**\n*Goal: To ensure that anyone wanting to build with ElizaOS can get started in minutes without technical errors.*\n*   Fixed a major \"Project Generation\" failure that was blocking new users from creating projects, restoring the primary entry point for the community ([elizaos/eliza](https://github.com/elizaos/eliza)).\n*   Updated all official guides to use the correct installation commands, ensuring new developers have a smooth, error-free setup process ([elizaos/docs](https://github.com/elizaos/docs)).\n\n**Expanding Agent Capabilities and Intelligence**\n*Goal: To give AI agents the tools they need to perform complex tasks, like writing code or managing business workflows.*\n*   Launched a \"Code Execution\" plugin that allows agents to write and run their own code natively to solve problems ([elizaos/eliza](https://github.com/elizaos/eliza)).\n*   Introduced \"Broker Authentication\" for Twitter, allowing for more secure and professional automated social media management ([elizaos-plugins/plugin-twitter](https://github.com/elizaos-plugins/plugin-twitter)).\n*   Began integrating the N8N workflow engine, which will allow agents to connect to thousands of different business apps and automate complex sequences of tasks ([elizaos/eliza](https://github.com/elizaos/eliza)).\n\n**Strengthening Project Infrastructure and Security**\n*Goal: To make the ElizaOS ecosystem more secure, transparent, and easier to manage as it grows to hundreds of sub-projects.*\n*   Established a formal security protocol to ensure vulnerabilities can be reported and fixed safely ([elizaos/eliza](https://github.com/elizaos/eliza)).\n*   Deployed a new analytics system to track and monitor the health of over 300 different code repositories within the ElizaOS organization ([elizaos/elizaos.github.io](https://github.com/elizaos/elizaos.github.io)).\n*   Modernized the core web framework and database tools to improve performance and keep the platform secure against modern threats ([elizaos/elizaos.github.io](https://github.com/elizaos/elizaos.github.io)).\n\n### Cross-Repository Coordination\nThis week featured a highly synchronized effort to fix a critical system failure that spanned multiple parts of the project:\n*   **The \"Create\" Command Fix**: When the command to start a new project broke, it required a three-pronged solution. The core team fixed the underlying code in [elizaos/eliza](https://github.com/elizaos/eliza), the plugin team verified the fix in [elizaos-plugins/plugin-twitter](https://github.com/elizaos-plugins/plugin-twitter), and the documentation team updated the user guides in [elizaos/docs](https://github.com/elizaos/docs). This coordinated effort ensured that the fix was not just implemented, but also communicated clearly to the community.\n\n---\n\n## Repository Spotlights\n\n### elizaos/eliza\n*   **Restored Project Creation**: Resolved a critical failure in the `elizaos create` command ([#6388](https://github.com/elizaos/eliza/issues/6388)) and updated internal pathing to prevent future environment errors ([#6389](https://github.com/elizaos/eliza/pull/6389)).\n*   **New Agent Tools**: Finalized the **GitHub Plugin** for repository management ([#6406](https://github.com/elizaos/eliza/issues/6406)) and the **Code Execution Plugin** ([#6408](https://github.com/elizaos/eliza/issues/6408)).\n*   **Strategic Planning**: Initiated research for the \"Eliza App\" by analyzing market competitors ([#6394](https://github.com/elizaos/eliza/issues/6394)) and began planning for multi-platform messaging (WhatsApp, Telegram) via a new webhook service ([#6429](https://github.com/elizaos/eliza/issues/6429)).\n*   **Security & Reliability**: Created a formal `SECURITY.md` for vulnerability reporting ([#6428](https://github.com/elizaos/eliza/pull/6428)) and resolved a block on AI inference by topping up gateway credits ([#6393](https://github.com/elizaos/eliza/issues/6393)).\n\n### elizaos-plugins/plugin-twitter\n*   **Enhanced Security**: Implemented a new \"Broker Authentication\" mode to support enterprise-grade automated workflows ([#47](https://github.com/elizaos-plugins/plugin-twitter/pull/47)).\n*   **Ecosystem Stability**: Actively participated in the cross-repo troubleshooting of the CLI initialization failure ([#6388](https://github.com/elizaos-plugins/plugin-twitter/issues/6388)).\n\n### elizaos/docs\n*   **Onboarding Fix**: Corrected the installation instructions to use the new scoped `@elizaos/cli` package, which was the root cause of project generation failures ([#83](https://github.com/elizaos/docs/pull/83)).\n*   **Community Support**: Validated workarounds provided by community contributors to ensure users remained unblocked during the transition.\n\n### elizaos/elizaos.github.io\n*   **Advanced Analytics**: Launched a new GitHub Analytics server to provide deep insights into contributor data and repository health ([#238](https://github.com/elizaos/elizaos.github.io/pull/238)).\n*   **Repository Visibility**: Updated the tracking pipeline to ensure all 300+ organization repositories are visible and monitored in the project dashboard ([#231](https://github.com/elizaos/elizaos.github.io/pull/231)).\n*   **Tech Stack Modernization**: Upgraded the core framework to Next.js 16.1.4 and updated several critical utility libraries to improve speed and security ([#236](https://github.com/elizaos/elizaos.github.io/pull/236), [#237](https://github.com/elizaos/elizaos.github.io/pull/237))."
  },
  "github_summaries_month_latest_2026-01-01.md": {
    "filename": "2026-01-01.md",
    "content": "# Overall Project Monthly Summary (January 2026)\n\n## Executive Summary (2-3 sentences)\nJanuary marked a pivotal month of strategic planning, as we defined a clear and ambitious roadmap for the next phase of ElizaOS. This effort focused on building a robust public agent ecosystem and enhancing the user experience, all while delivering key backend performance improvements to ensure the platform remains fast and reliable.\n\n### Key Strategic Initiatives & Outcomes\n\n-   **Defining the Next Generation of Public Agents**\n    The strategic focus this month was on laying the groundwork for a vibrant, open ecosystem where users can discover, share, and build upon AI agents. This initiative is central to our mission of fostering decentralized and collaborative intelligence.\n    -   A comprehensive roadmap was established in [elizaos/eliza](https://github.com/elizaos/eliza) to create a public agent discovery platform ([#6302](https://github.com/elizaos/eliza/issues/6302)), allow users to fork and customize existing agents ([#6305](https://github.com/elizaos/eliza/issues/6305)), and enable knowledge sharing between them ([#6303](https://github.com/elizaos/eliza/issues/6303)).\n\n-   **Improving Platform Performance and Reliability**\n    To support future growth and ensure a smooth user experience, we prioritized work on optimizing our core infrastructure. A faster, more stable platform is essential for agent performance and user retention.\n    -   The core message service in [elizaos/eliza](https://github.com/elizaos/eliza) was significantly refactored, resulting in faster execution for multi-step agent actions ([#6263](https://github.com/elizaos/eliza/pull/6263)).\n    -   Work began to resolve a bug in the SQL plugin to prevent incorrect behavior and improve reliability ([#6316](https://github.com/elizaos/eliza/pull/6316)).\n\n-   **Refining the User Experience and Growth Strategy**\n    Alongside backend planning, we outlined key improvements to the user interface and explored new strategies for sustainable growth. These efforts aim to make the platform more intuitive for new users and support our long-term development.\n    -   New plans were created in [elizaos/eliza](https://github.com/elizaos/eliza) to refine the user interface, including adjustments to the chat experience ([#6310](https://github.com/elizaos/eliza/issues/6310), [#6311](https://github.com/elizaos/eliza/issues/6311)) and fixing interaction bugs ([#6322](https://github.com/elizaos/eliza/issues/6322)).\n    -   Strategies for platform growth were proposed, such as adjusting message limits for guest users ([#6312](https://github.com/elizaos/eliza/issues/6312)) and modifying initial credit offerings ([#6315](https://github.com/elizaos/eliza/issues/6315)).\n\n## Repository Spotlights\n\n### elizaos/eliza\nThe `eliza` repository was the center of a major strategic planning effort this month, defining a clear direction for the project's public-facing features. While much of the work involved creating a detailed roadmap, a key performance optimization was also completed.\n\n-   **Strategic Roadmap:** A large volume of new issues was created to map out the future of the public agent ecosystem, including agent discovery ([#6302](https://github.com/elizaos/eliza/issues/6302)), standardized URLs ([#6304](https://github.com/elizaos/eliza/issues/6304)), and agent forking ([#6305](https://github.com/elizaos/eliza/issues/6305)).\n-   **Performance Improvement:** A significant refactor of the core message service was completed to optimize provider handling, enhancing execution speed for complex agent tasks ([#6263](https://github.com/elizaos/eliza/pull/6263)).\n-   **User Experience:** Numerous issues were opened to refine the user experience, addressing UI elements like chat box sizing ([#6310](https://github.com/elizaos/eliza/issues/6310)) and fixing bugs related to conversation management ([#6322](https://github.com/elizaos/eliza/issues/6322)).\n-   **Plugin Fixes:** Work commenced to address a bug in the `plugin-sql` by using `sql.raw()` to prevent unintended parameterization issues ([#6316](https://github.com/elizaos/eliza/pull/6316)).\n-   **Maintenance:** The copyright year in the project's license was updated for 2026 as part of routine annual maintenance ([#6301](https://github.com/elizaos/eliza/pull/6301))."
  },
  "github_extracted_data_monthly_stats_text_2026-01": "{\n  \"interval\": {\n    \"intervalStart\": \"2026-01-01T00:00:00.000Z\",\n    \"intervalEnd\": \"2026-02-01T00:00:00.000Z\",\n    \"intervalType\": \"month\"\n  },\n  \"repository\": \"elizaos/eliza\",\n  \"overview\": \"From 2026-01-01 to 2026-02-01, elizaos/eliza had 38 new PRs (22 merged), 96 new issues, and 31 active contributors.\",\n  \"topIssues\": [\n    {\n      \"id\": \"I_kwDOMT5cIs7lpxrW\",\n      \"title\": \"Can not generate project\",\n      \"author\": \"Abdulkader-Safi\",\n      \"number\": 6388,\n      \"repository\": \"elizaos/eliza\",\n      \"body\": \"**Can not generate project**\\n\\nHello, I just found about this project and I followed the documention on getting started on the website https://docs.elizaos.ai/, but I am getting errors when I run elizaos create\\n\\n**To Reproduce**\\n\\nI run \\n\\n```bash\\nbun i -g elizaos\\n```\\n\\nafter that I run \\n\\n```bash\\nelizaos create\\n```\\n\\nwhat I get\\n\\n```bash\\n\u276f elizaos create\\nnode:internal/modules/esm/resolve:313\\n  return new ERR_PACKAGE_PATH_NOT_EXPORTED(\\n         ^\\n\\nError [ERR_PACKAGE_PATH_NOT_EXPORTED]: Package subpath './dist/index.js' is not defined by \\\"exports\\\" in /Users/safi/.bun/install/global/node_modules/@elizaos/cli/package.json imported from /Users/safi/.bun/install/global/node_modules/elizaos/bin/elizaos.js\\n    at exportsNotFound (node:internal/modules/esm/resolve:313:10)\\n    at packageExportsResolve (node:internal/modules/esm/resolve:660:9)\\n    at packageResolve (node:internal/modules/esm/resolve:773:12)\\n    at moduleResolve (node:internal/modules/esm/resolve:853:18)\\n    at defaultResolve (node:internal/modules/esm/resolve:983:11)\\n    at #cachedDefaultResolve (node:internal/modules/esm/loader:731:20)\\n    at ModuleLoader.resolve (node:internal/modules/esm/loader:708:38)\\n    at ModuleLoader.getModuleJobForImport (node:internal/modules/esm/loader:310:38)\\n    at ModuleJob._link (node:internal/modules/esm/module_job:182:49) {\\n  code: 'ERR_PACKAGE_PATH_NOT_EXPORTED'\\n}\\n\\nNode.js v22.21.0\\n```\\n\\n**Expected behavior**\\n\\nthe expected behavior to generate prject\\n\\n**Screenshots**\\n\\n<img width=\\\"1608\\\" height=\\\"1764\\\" alt=\\\"Image\\\" src=\\\"https://github.com/user-attachments/assets/af7d141b-295e-4d54-ba78-d9455a1f61e1\\\" />\",\n      \"createdAt\": \"2026-01-25T09:32:19Z\",\n      \"closedAt\": \"2026-01-25T13:57:54Z\",\n      \"state\": \"CLOSED\",\n      \"commentCount\": 6\n    },\n    {\n      \"id\": \"I_kwDOMT5cIs7jNLxv\",\n      \"title\": \"\\\"Reflection evaluator fails with 'Entity not found' - UPDATE_CONTACT requires entity initialization\\\"\",\n      \"author\": \"thewoweffect\",\n      \"number\": 6364,\n      \"repository\": \"elizaos/eliza\",\n      \"body\": \"\\nVersion: 1.7.1\\nError: UPDATE_CONTACT fails with \\\"Entity not found\\\"\\nCause: ensureConnection() is not called before saving facts\\nLogs: afterSplice values + \\\"No ownership data found for world\\\"\\nProposed fix: // V reflection.ts p\u0159ed UPDATE_CONTACT\\nawait runtime.ensureConnection({\\n  entityId, roomId, userName, name, worldId, source\\n});\\n\",\n      \"createdAt\": \"2026-01-14T07:10:02Z\",\n      \"closedAt\": \"2026-01-17T06:31:52Z\",\n      \"state\": \"CLOSED\",\n      \"commentCount\": 2\n    },\n    {\n      \"id\": \"I_kwDOMT5cIs7mLk_h\",\n      \"title\": \"[Plugin] Integrate N8N Workflow Engine\",\n      \"author\": \"borisudovicic\",\n      \"number\": 6429,\n      \"repository\": \"elizaos/eliza\",\n      \"body\": \"## Description\\n\\nIntegrate N8N workflow engine as the primary automation layer for Eliza App. N8N provides pre-built nodes for Gmail, Notion, Calendar, and hundreds of other services.\\n\\n## Acceptance Criteria\\n\\n- [ ] N8N plugin from V2 branch working in cloud\\n- [ ] Agent can generate workflow JSONs via natural language\\n- [ ] Workflows can be stored per user/tenant\\n- [ ] Execution via [N8N.io](<http://N8N.io>) or self-hosted execution server\\n- [ ] Query available nodes and expose to agent\\n\\n## Technical Notes\\n\\n**From today's meeting (Shaw):**\\n\\n* N8N plugin already exists in V2 branch - generates JSON workflows\\n* \\\"We get every single thing\\\" - Gmail, Notion, Reddit, literally every connector exists\\n* Two parts: (1) Generate JSON workflows (no sandbox needed), (2) Execute via N8N server\\n* Can use [N8N.io](<http://N8N.io>) hosted execution initially, self-host later for cost optimization\\n* Workflow generation is just JSON - can happen serverlessly\\n* Also need to pull in pre-existing workflows from GitHub (many already exist)\\n* \\\"I really think we could get this done today\\\" - Shaw\\n\\n## Architecture\\n\\n1. User says \\\"check my gmail every morning\\\"\\n2. Agent generates N8N workflow JSON\\n3. Agent requests OAuth credentials if needed\\n4. Workflow submitted to N8N execution server\\n5. Results returned to user\\n\\n## Priority\\n\\n**P0 - Core Architecture**\",\n      \"createdAt\": \"2026-01-27T18:06:08Z\",\n      \"closedAt\": null,\n      \"state\": \"OPEN\",\n      \"commentCount\": 2\n    },\n    {\n      \"id\": \"I_kwDOMT5cIs7j4-a7\",\n      \"title\": \"[Migration] Eligibility Mismatch & Snapshot Bug - Tangem Hardware Wallet\",\n      \"author\": \"Zenobow\",\n      \"number\": 6369,\n      \"repository\": \"elizaos/eliza\",\n      \"body\": \"Description: I am reporting a discrepancy in my $ai16z migration eligibility. My current $ai16z holdings are consolidated in my Tangem hardware wallet. During the official snapshot on Nov 11, 2025 (11:40 UTC), this wallet held the bulk of my tokens.\\n\\nThe Problem: When I connect to the migration portal (migrate.elizafoundation.ai), the system only recognizes a small fraction (710 tokens) which were held in a separate Solflare hot-wallet at the time. My Tangem wallet's snapshot balance is not being correctly identified or synced by the portal.\\n\\nVerified On-Chain Evidence (Tangem Wallet):\\n\\nHolding Address: 2SELmng3aKdrPKad41PEZA5XAt5Hex8TCpKrwY8AX8K8\\n\\nSnapshot Balance (Nov 11): 70,000 $ai16z\\n\\nSupporting Transaction Hashes:\\n\\n4gPGjNc31yPwJrSomHEgwGAWQyJcPmgYUKw8iu4NaMTQhTgEjvdd1TdwyEphg2qfhHvqmony5kHzJFhQa6syDNWb [43,000 ai16z]\\n\\n363QaEUbGTnDVK9Uvm9xqnDaphpdSY5YaQjgdC9xi3AcbNZJpW7H7gbEvaCLL5fcSoD1PeGqwddfgXbo6pC5Jfav [17,000 ai16z]\\n\\n5KDLm7qA71yrGfUW6SxzVTWY4KxBeYxuAPiWZWTAG4Y6xMex1JbjfzAYuDWTR86oKTXMcy2WDLAdnSgagKbR9x6q [8,000 ai16z]\\n\\n36UzzHTLVVN6xsi96YWZqCApkUfA8Z9T5AuXRuBi8ti1nvpQ6aS2tgcBYbRz497dAzAkdanefBZSGYm2Qyp9TSEi [2,000 ai16z]\\n\\nRequest: Please manually verify the snapshot data for address 2SELmng3aKdrPKad41PEZA5XAt5Hex8TCpKrwY8AX8K8 and whitelist the full eligible amount for the 1:6 $ELIZAOS swap. As Tangem does not support seed phrase export and has connection issues with the portal, I need this backend update to proceed before the February 4th deadline.\\n\\nThank you for your help!\",\n      \"createdAt\": \"2026-01-16T19:31:32Z\",\n      \"closedAt\": \"2026-01-22T17:10:29Z\",\n      \"state\": \"CLOSED\",\n      \"commentCount\": 1\n    },\n    {\n      \"id\": \"I_kwDOMT5cIs7luPUF\",\n      \"title\": \"Opus - pro and Ultra - sonnet? Is this right?\",\n      \"author\": \"borisudovicic\",\n      \"number\": 6390,\n      \"repository\": \"elizaos/eliza\",\n      \"body\": \"<img src=\\\"https://uploads.linear.app/186bdefa-3633-464a-80cd-6e86fe765a5c/8d55523c-5687-4d33-874b-56ccc0a144a9/49d06c42-8a5c-47f2-8a51-bb35e4cd7402?signature=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJwYXRoIjoiLzE4NmJkZWZhLTM2MzMtNDY0YS04MGNkLTZlODZmZTc2NWE1Yy84ZDU1NTIzYy01Njg3LTRkMzMtODc0Yi01NmNjYzBhMTQ0YTkvNDlkMDZjNDItOGE1Yy00N2YyLThhNTEtYmIzNWU0Y2Q3NDAyIiwiaWF0IjoxNzY5Mzg3ODU0LCJleHAiOjE4MDA5NTg0MTR9.hqnbsSfTlg8vQwp8j7uxKFRy836mT0UGVVh0tpGHDaA \\\" alt=\\\"Screenshot 2026-01-26 at 00.36.55.png\\\" width=\\\"391\\\" data-linear-height=\\\"249\\\" />\",\n      \"createdAt\": \"2026-01-26T00:37:35Z\",\n      \"closedAt\": null,\n      \"state\": \"OPEN\",\n      \"commentCount\": 1\n    }\n  ],\n  \"topPRs\": [\n    {\n      \"id\": \"PR_kwDOMT5cIs68XpPS\",\n      \"title\": \"V2.0.0\",\n      \"author\": \"lalalune\",\n      \"number\": 6351,\n      \"body\": \"This is  a working branch of elizaOS v2.0.0\\r\\n\\r\\nCritically, this removes app, server, CLI and all non-essentials. Instead, we focus on runtime in Rust, Typescript, with critical plugins ported as well\",\n      \"repository\": \"elizaos/eliza\",\n      \"createdAt\": \"2026-01-09T17:06:10Z\",\n      \"mergedAt\": null,\n      \"additions\": 1503011,\n      \"deletions\": 295897\n    },\n    {\n      \"id\": \"PR_kwDOMT5cIs680DbX\",\n      \"title\": \"fix(v2.0.0): Python example testing & fixes\",\n      \"author\": \"odilitime\",\n      \"number\": 6358,\n      \"body\": \"- Add Python quickstart documentation (docs/python-quickstart.md)\\r\\n- Fix chat example to include inmemorydb plugin for database support\\r\\n- Add dotenv loading to chat example for .env file support\\r\\n- Fix inmemorydb plugin to use proper Plugin class instead of dict\\r\\n- Fix inmemorydb adapter to accept params dict in get_memories()\\r\\n- Fix inmemorydb adapter to handle Pydantic models in create_memory/update_memory\\r\\n- Fix character provider to use getattr for optional attributes\\r\\n- Add get_available_actions() method to AgentRuntime\\r\\n- Add get_entity() alias method to AgentRuntime\\r\\n- Update get_memories() to accept keyword arguments\\r\\n\\r\\nThe Python port had issues because:\\r\\nPlugin export - was a dict instead of Plugin object\\r\\nMethod signatures - expected dicts but got Pydantic models\\r\\nNo type enforcement - Python doesn't catch these at compile time\\r\\nThe Rust type system prevents these bugs automatically. The Python fixes we made bring it to parity with the working Rust implementation.\\r\\n\\r\\n# Risks\\r\\n\\r\\nMedium\\r\\n\\r\\n# Background\\r\\n\\r\\n## What does this PR do?\\r\\n\\r\\nFix examples/chat/python\\r\\n\\r\\n## What kind of change is this?\\r\\n\\r\\nBug fixes (non-breaking change which fixes an issue)\\r\\n\\r\\n## Why are we doing this? Any context or related work?\\r\\nReview\\r\\n\\r\\n# Documentation changes needed?\\r\\n\\r\\nmaybe\\r\\n\\r\\n\\n<!-- CURSOR_SUMMARY -->\\n---\\n\\n> [!NOTE]\\n> Introduces true streaming and stabilizes Python runtime/plugins, plus major example and training additions.\\n> \\n> - Adds streaming text APIs: new `ModelType.TEXT_*_STREAM`, `AgentRuntime.use_model_stream()`/`register_streaming_model()`, and `DefaultMessageService.handle_message_stream()` with `StreamingMessageResult`\\n> - OpenAI plugin implements streaming handlers; core exports updated to include streaming types\\n> - Fixes `plugin-inmemorydb`: converted to proper `Plugin`, adapter now accepts `params`/kwargs, handles Pydantic models (camelCase keys), and corrects pagination/filters\\n> - Hardens character provider to safely access optional fields via `getattr`\\n> - AgentRuntime enhancements: `get_available_actions()`, `get_entity()` alias, `get_memories()` kwargs support\\n> - A2A FastAPI server uses true token-by-token SSE streaming and includes `inmemorydb`; requirements updated\\n> - Chat example loads `.env` and includes `inmemorydb` plugin\\n> - ART Tic\u2011Tac\u2011Toe: adds heuristic agent, refines config (`opponent`, `ai_player`), winner/draw handling, and CLI updates\\n> - New Atropos TextWorld package: environment/agents, trajectory + tokenizer tooling, offline data generation, BaseEnv factory, and CLI; README expanded\\n> - Core Python README and example docs updated for setup and usage\\n> \\n> <sup>Written by [Cursor Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit 21f8c31fc22b7778f998d85c754ee82a0a8e2253. This will update automatically on new commits. Configure [here](https://cursor.com/dashboard?tab=bugbot).</sup>\\n<!-- /CURSOR_SUMMARY -->\\n\\n\\r\\n\\r\\n<!-- greptile_comment -->\\r\\n\\r\\n<h2>Greptile Overview</h2>\\r\\n\\r\\n### Greptile Summary\\r\\n\\r\\nThis PR fixes the Python chat example and inmemorydb plugin to work together, adds Python quickstart documentation, and improves Character attribute handling. The changes include:\\r\\n\\r\\n**Key Improvements:**\\r\\n- Adds comprehensive Python quickstart documentation with examples\\r\\n- Fixes inmemorydb plugin to use proper Plugin class instead of dict\\r\\n- Enhances inmemorydb adapter to handle Pydantic models in create_memory/update_memory\\r\\n- Updates character provider to safely access optional attributes with getattr()\\r\\n- Adds dotenv support to chat example for .env file loading\\r\\n- Adds useful helper methods to AgentRuntime (get_available_actions, get_entity alias)\\r\\n- Enhances get_memories() to accept keyword arguments\\r\\n\\r\\n**Critical Issues Found:**\\r\\n1. **Bug in adapter.py line 329**: The update_memory() method references the wrong variable name (`memory` instead of `memory_dict`), which will cause AttributeError when processing Pydantic models\\r\\n2. **Bug in character.py lines 70-73**: Inconsistent attribute access - uses getattr() in function body but direct access in return data dict, causing AttributeError for optional attributes\\r\\n3. **Missing dependency in chat.py**: Imports python-dotenv but it's not in requirements.txt\\r\\n4. **Incomplete documentation**: Quickstart guide doesn't include inmemorydb plugin installation that the chat example now requires\\r\\n\\r\\n**Impact:**\\r\\nThe bugs in adapter.py and character.py are critical and will cause runtime errors. The missing dependencies will prevent users from running the example successfully.\\r\\n\\r\\n### Confidence Score: 1/5\\r\\n\\r\\n- This PR contains critical bugs that will cause runtime failures and prevent the chat example from working\\r\\n- Score reflects two critical logic errors (wrong variable reference in adapter.py:329 and inconsistent attribute access in character.py:70-73) plus missing dependencies that will cause import errors. These issues will break the example for users and cause AttributeErrors at runtime.\\r\\n- Pay close attention to plugins/plugin-inmemorydb/python/elizaos_plugin_inmemorydb/adapter.py (line 329 bug), packages/python/elizaos/bootstrap/providers/character.py (lines 70-73 inconsistency), and examples/chat/python/chat.py (missing python-dotenv dependency)\\r\\n\\r\\n<h3>Important Files Changed</h3>\\r\\n\\r\\n\\r\\n\\r\\nFile Analysis\\r\\n\\r\\n\\r\\n\\r\\n| Filename | Score | Overview |\\r\\n|----------|-------|----------|\\r\\n| docs/python-quickstart.md | 3/5 | New documentation file added. Missing plugin-inmemorydb installation instruction that the chat example now requires. |\\r\\n| examples/chat/python/chat.py | 2/5 | Added dotenv and inmemorydb support. Missing python-dotenv dependency in requirements, which will cause import errors. |\\r\\n| packages/python/elizaos/bootstrap/providers/character.py | 2/5 | Fixed to use getattr for optional character attributes. Critical bug: return data dict directly accesses attributes without getattr, causing AttributeError. |\\r\\n| plugins/plugin-inmemorydb/python/elizaos_plugin_inmemorydb/adapter.py | 1/5 | Enhanced get_memories(), create_memory(), and update_memory() to handle Pydantic models. Critical bug in update_memory line 329: uses wrong variable name. |\\r\\n\\r\\n</details>\\r\\n\\r\\n\\r\\n\\r\\n<h3>Sequence Diagram</h3>\\r\\n\\r\\n```mermaid\\r\\nsequenceDiagram\\r\\n    participant User\\r\\n    participant chat.py\\r\\n    participant dotenv\\r\\n    participant AgentRuntime\\r\\n    participant OpenAIPlugin\\r\\n    participant InMemoryDBPlugin\\r\\n    participant InMemoryAdapter\\r\\n    participant CharacterProvider\\r\\n\\r\\n    User->>chat.py: Run python chat.py\\r\\n    chat.py->>dotenv: load_dotenv(env_path)\\r\\n    dotenv-->>chat.py: Load .env from repo root\\r\\n    \\r\\n    chat.py->>AgentRuntime: Create with character and plugins\\r\\n    AgentRuntime->>OpenAIPlugin: Initialize OpenAI plugin\\r\\n    AgentRuntime->>InMemoryDBPlugin: Initialize InMemoryDB plugin\\r\\n    InMemoryDBPlugin->>InMemoryAdapter: create_database_adapter(agent_id)\\r\\n    InMemoryAdapter-->>InMemoryDBPlugin: Return adapter instance\\r\\n    InMemoryDBPlugin->>AgentRuntime: register_database_adapter(adapter)\\r\\n    \\r\\n    AgentRuntime->>CharacterProvider: get_character_context()\\r\\n    CharacterProvider->>CharacterProvider: Use getattr() for optional attributes\\r\\n    CharacterProvider-->>AgentRuntime: Return character context\\r\\n    \\r\\n    AgentRuntime-->>chat.py: Runtime initialized\\r\\n    \\r\\n    User->>chat.py: Type message\\r\\n    chat.py->>AgentRuntime: handle_message(runtime, memory)\\r\\n    AgentRuntime->>InMemoryAdapter: get_memories(params)\\r\\n    InMemoryAdapter-->>AgentRuntime: Return memories\\r\\n    AgentRuntime->>OpenAIPlugin: Generate response\\r\\n    OpenAIPlugin-->>AgentRuntime: Return response\\r\\n    AgentRuntime->>InMemoryAdapter: create_memory(memory_dict)\\r\\n    InMemoryAdapter-->>AgentRuntime: Memory stored\\r\\n    AgentRuntime-->>chat.py: Return result\\r\\n    chat.py-->>User: Display response\\r\\n```\\r\\n\\r\\n<!-- greptile_other_comments_section -->\\r\\n\\r\\n<!-- /greptile_comment -->\\n\\n<!-- This is an auto-generated comment: release notes by coderabbit.ai -->\\n## Summary by CodeRabbit\\n\\n* **New Features**\\n  * In-memory database plugin for agent memory.\\n  * Token-by-token streaming for chat responses and streaming endpoints.\\n  * Atropos data-generation, trajectory tooling, and TextWorld agent integrations.\\n  * New Tic\u2011Tac\u2011Toe AI/player options and interactive configuration.\\n\\n* **Documentation**\\n  * Expanded developer setup, examples, runnable chat walkthroughs, and new Atropos CLI flags.\\n\\n* **Other**\\n  * Updated Python packaging/requirements and repository-root .env loading for examples.\\n\\n<sub>\u270f\ufe0f Tip: You can customize this high-level summary in your review settings.</sub>\\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\",\n      \"repository\": \"elizaos/eliza\",\n      \"createdAt\": \"2026-01-13T00:34:32Z\",\n      \"mergedAt\": \"2026-01-22T01:20:54Z\",\n      \"additions\": 17483,\n      \"deletions\": 8280\n    },\n    {\n      \"id\": \"PR_kwDOMT5cIs670Y6I\",\n      \"title\": \"fix: plugin-bootstrap (+ sql minor) actions/providers for serverId => messageServerId change\",\n      \"author\": \"odilitime\",\n      \"number\": 6333,\n      \"body\": \"# Risks\\r\\n\\r\\nLow\\r\\n\\r\\n# Background\\r\\n\\r\\n## What does this PR do?\\r\\n\\r\\n## What kind of change is this?\\r\\n\\r\\nBug fixes (non-breaking change which fixes an issue)\\r\\n\\r\\n## Why are we doing this? Any context or related work?\\r\\n\\r\\nUser reports of 1.7.0 not working with plugin-discord 1.3.3\\r\\n\\r\\n# Documentation changes needed?\\r\\n\\r\\nMy changes do not require a change to the project documentation.\\r\\n\\n<!-- CURSOR_SUMMARY -->\\n---\\n\\n> [!NOTE]\\n> **Adds onboarding and role management, refactors providers, and updates schema**\\n> \\n> - New `UPDATE_SETTINGS` action: extracts multiple settings, persists to `world.metadata.settings` with salting/unsalting, generates success/failure/error responses, and completes onboarding when required settings are done\\n> - New/updated `SETTINGS` provider: reads/decrypts settings from world metadata, supports onboarding (DM) vs regular contexts, and outputs concise status with guidance\\n> - New/updated `WORLD` provider: surfaces world/room/channel/participant summaries and structured channel categorization for prompts\\n> - New `UPDATE_ROLE` action: parses XML for role assignments, enforces permission rules, updates `world.metadata.roles`, and persists via `updateWorld`\\n> - Tests: comprehensive event lifecycle and reaction handling, entity join/leave, and platform-agnostic `shouldRespond` mention/reply logic\\n> - SQL: `packages/plugin-sql/src/schema/room.ts` now defines `messageServerId` as `uuid('message_server_id')` (doc/comment cleanup)\\n> \\n> <sup>Written by [Cursor Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit 25d98528e8c98217fbaa63a5e430202a575800e6. This will update automatically on new commits. Configure [here](https://cursor.com/dashboard?tab=bugbot).</sup>\\n<!-- /CURSOR_SUMMARY -->\\n\\n<!-- greptile_comment -->\\n\\n<h3>Greptile Summary</h3>\\n\\n\\nCompletes the migration from deprecated `serverId` to `messageServerId` across plugin-bootstrap actions/providers and plugin-sql schema.\\n\\n**Key Changes:**\\n- Updated `packages/plugin-bootstrap/src/actions/roles.ts` validate function to check `room.messageServerId` instead of accessing `message.content.serverId`\\n- Updated logger metadata keys from `serverId` to `messageServerId` in actions/settings.ts, providers/settings.ts, and action return data in roles.ts\\n- Updated provider output in providers/world.ts to use `messageServerId` field name\\n- Updated JSDoc comment in plugin-sql schema to reflect the correct column name\\n- Updated test mocks and fixtures to use `messageServerId`\\n\\nThis PR addresses user-reported compatibility issues between eliza v1.7.0 and plugin-discord v1.3.3 by ensuring consistent use of the new `messageServerId` field name throughout the codebase. The deprecated `serverId` field still exists in the core types for backward compatibility but is no longer referenced in plugin-bootstrap or plugin-sql.\\n\\n<h3>Confidence Score: 5/5</h3>\\n\\n\\n- This PR is safe to merge with minimal risk\\n- The changes are straightforward field name updates that align with an existing migration (commit 6d1b928c). All changes are consistent, the deprecated field remains in core types for backward compatibility, and the PR only updates references in plugin-bootstrap and plugin-sql to use the new field name. The changes fix reported compatibility issues without introducing breaking changes.\\n- No files require special attention\\n\\n<h3>Important Files Changed</h3>\\n\\n\\n\\n\\n| Filename | Overview |\\n|----------|----------|\\n| packages/plugin-sql/src/schema/room.ts | Updated JSDoc comment from `serverId` to `messageServerId` to match the column definition |\\n| packages/plugin-bootstrap/src/actions/settings.ts | Updated logger metadata keys from `serverId` to `messageServerId` for consistency |\\n| packages/plugin-bootstrap/src/providers/settings.ts | Updated logger metadata key from `serverId` to `messageServerId` for consistency |\\n| packages/plugin-bootstrap/src/providers/world.ts | Updated provider output to use `messageServerId` instead of deprecated `serverId` field |\\n| packages/plugin-bootstrap/src/actions/roles.ts | Refactored validation to check room.messageServerId and updated logger/return data to use `messageServerId` |\\n\\n</details>\\n\\n\\n\\n<h3>Sequence Diagram</h3>\\n\\n```mermaid\\nsequenceDiagram\\n    participant User\\n    participant Action as Action/Provider\\n    participant Runtime\\n    participant Database\\n    \\n    Note over User,Database: serverId \u2192 messageServerId Migration Flow\\n    \\n    User->>Action: Trigger action (e.g., UPDATE_ROLE)\\n    Action->>Runtime: getRoom(roomId)\\n    Runtime->>Database: Query room table\\n    Database-->>Runtime: Return Room with messageServerId\\n    Runtime-->>Action: Room object\\n    \\n    alt Validate messageServerId exists\\n        Action->>Action: Check room.messageServerId\\n        Action->>Runtime: getWorld(worldId)\\n        Runtime->>Database: Query world\\n        Database-->>Runtime: Return World with messageServerId\\n        Runtime-->>Action: World object\\n    end\\n    \\n    Action->>Action: Process with world.messageServerId\\n    Action->>Runtime: updateWorld(world)\\n    Runtime->>Database: Update world metadata\\n    Database-->>Runtime: Success\\n    \\n    Action->>Action: Log with messageServerId key\\n    Action-->>User: Return result with messageServerId\\n    \\n    Note over Action,Database: All references to deprecated serverId<br/>updated to messageServerId\\n```\\n\\n<!-- greptile_other_comments_section -->\\n\\n<!-- /greptile_comment -->\\n\\n<!-- This is an auto-generated comment: release notes by coderabbit.ai -->\\n\\n## Summary by CodeRabbit\\n\\n* **Breaking Changes**\\n  * Renamed field `serverId` to `messageServerId` across room and world data structures, affecting API responses and database schema. This impacts any code consuming room or world context data.\\n\\n* **Tests**\\n  * Updated test utilities and fixtures to reflect the field name change for consistency with production code.\\n\\n<sub>\u270f\ufe0f Tip: You can customize this high-level summary in your review settings.</sub>\\n\\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\",\n      \"repository\": \"elizaos/eliza\",\n      \"createdAt\": \"2026-01-07T01:11:56Z\",\n      \"mergedAt\": \"2026-01-07T10:46:02Z\",\n      \"additions\": 5363,\n      \"deletions\": 23\n    },\n    {\n      \"id\": \"PR_kwDOMT5cIs6-HSpn\",\n      \"title\": \"V2.0.0: dynamic execution engine (test if context is going to blown)\",\n      \"author\": \"odilitime\",\n      \"number\": 6384,\n      \"body\": \"Redo #6113 for 2.0.0, first pass\\n\\n<!-- CURSOR_SUMMARY -->\\n---\\n\\n> [!NOTE]\\n> Introduces a validation-aware, schema-driven prompt execution path and applies it across runtimes and message flows.\\n> \\n> - Adds `dynamic_prompt_exec_from_state`/`dynamicPromptExecFromState` (TS/Python/Rust) with per-field/checkpoint UUID validation codes, required-field checks, and retry with backoff; supports XML/JSON\\n> - Refactors message handling (should-respond, single-shot, multi-step decision, final summary) to use structured schemas instead of ad-hoc parsing\\n> - Implements streaming support in TS with `ValidationStreamExtractor`, `MarkableExtractor`, and streaming context helpers; emits rich `StreamEvent`s\\n> - Introduces shared types: `SchemaRow`, `RetryBackoffConfig`, `StreamEvent(Type)` in Python/Rust/TS type modules\\n> - Adds XML parsing utilities (nested-safe) and normalizes structured responses; basic templating in Rust, Handlebars in TS\\n> - Exposes validation level configuration (0\u20133) and model selection; defaults to large text models\\n> \\n> <sup>Written by [Cursor Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit 1e447bbc005cbad715eb819aba27eb35b54aa5b8. This will update automatically on new commits. Configure [here](https://cursor.com/dashboard?tab=bugbot).</sup>\\n<!-- /CURSOR_SUMMARY -->\\n\\n<!-- This is an auto-generated comment: release notes by coderabbit.ai -->\\n\\n## Summary by CodeRabbit\\n\\n* **New Features**\\n  * Added dynamic prompt execution with state injection and schema-driven validation.\\n  * Enabled validation-aware streaming with configurable validation levels (0-3).\\n  * Introduced built-in retry logic with exponential backoff for improved resilience.\\n  * Support for structured output validation across JSON and XML formats.\\n  * Per-field and checkpoint-level validation for enhanced data integrity.\\n\\n<sub>\u270f\ufe0f Tip: You can customize this high-level summary in your review settings.</sub>\\n\\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\\n\\n<!-- greptile_comment -->\\n\\n<h3>Greptile Summary</h3>\\n\\n\\nIntroduces `dynamicPromptExecFromState()` across Python, Rust, and TypeScript runtimes to provide schema-driven prompt execution with context validation via UUID codes. The implementation detects when LLMs truncate output due to limited context windows by injecting validation codes at strategic positions (start/middle/end or per-field). Supports four validation levels (0=trusted to 3=full), exponential backoff retries, and optional validation-aware streaming via `ValidationStreamExtractor`.\\n\\n**Key changes:**\\n- Cross-language API consistency for dynamic prompt execution with state injection\\n- Validation code system to detect context overflow (4 levels: trusted, progressive, checkpoint, full)\\n- Streaming integration with progressive validation and retry support\\n- Schema-based structured output parsing (XML/JSON) with required field validation\\n- Performance metrics tracking per model+schema combination (TypeScript only)\\n- Comprehensive type definitions (`SchemaRow`, `RetryBackoffConfig`, `StreamEvent`)\\n\\n**Critical issues in Python implementation:**\\n- Callable prompt invocation wraps state incorrectly (`{\\\"state\\\": state}` vs direct state access)\\n- Template substitution assumes `state.values` has dynamic attributes accessible via `dir()`, incompatible with protobuf State\\n- XML parsing regex `\\\\w+` won't match validation field names with underscores like `code_text_start`\\n\\n**Minor issues:**\\n- Rust template rendering uses basic string replacement instead of full Handlebars compiler\\n- TypeScript `_smartRetryContext` deletion during retry loop prevents reuse on subsequent attempts\\n- ValidationStreamExtractor abort handling may leave inconsistent state\\n\\n<h3>Confidence Score: 3/5</h3>\\n\\n\\n- Python implementation has runtime errors that will break production usage; TypeScript and Rust implementations are safer but need testing\\n- Score reflects critical logical errors in Python (3 bugs that will cause runtime failures), plus architecture differences across languages. TypeScript implementation is most complete with metrics and full Handlebars support. Python bugs must be fixed before merge to avoid breaking callers.\\n- `packages/python/elizaos/runtime.py` requires immediate fixes for callable invocation, state.values access pattern, and XML regex. Test the Python implementation thoroughly before merging.\\n\\n<h3>Important Files Changed</h3>\\n\\n\\n\\n\\n| Filename | Overview |\\n|----------|----------|\\n| packages/python/elizaos/runtime.py | Adds `dynamic_prompt_exec_from_state` with validation codes and retry logic; has critical bugs in callable invocation, state.values access, and XML parsing regex |\\n| packages/rust/src/runtime.rs | Implements `dynamic_prompt_exec_from_state` with validation and retry; template rendering is basic string replacement vs full Handlebars |\\n| packages/typescript/src/runtime.ts | Implements `dynamicPromptExecFromState` with metrics, streaming, and validation; minor issue with `_smartRetryContext` deletion timing |\\n| packages/typescript/src/utils/streaming.ts | Implements validation-aware streaming with multiple extractor types; minor state inconsistency on abort signal |\\n\\n</details>\\n\\n\\n\\n<h3>Sequence Diagram</h3>\\n\\n```mermaid\\nsequenceDiagram\\n    participant Client\\n    participant Runtime\\n    participant ValidationExtractor\\n    participant LLM\\n    participant Parser\\n\\n    Client->>Runtime: dynamicPromptExecFromState(state, schema, options)\\n    \\n    Note over Runtime: Generate validation codes<br/>(UUID snippets)\\n    \\n    Runtime->>Runtime: Build extended schema<br/>with validation fields\\n    \\n    Runtime->>Runtime: Inject codes into prompt<br/>(initial, middle, end)\\n    \\n    Runtime->>Runtime: Compile template with<br/>Handlebars/state values\\n    \\n    alt Streaming enabled\\n        Runtime->>ValidationExtractor: Create extractor<br/>(level, schema, codes)\\n    end\\n    \\n    loop Retry attempts (0 to maxRetries)\\n        Runtime->>LLM: Generate text with prompt\\n        \\n        alt Streaming\\n            loop Stream chunks\\n                LLM-->>ValidationExtractor: chunk\\n                ValidationExtractor->>ValidationExtractor: Extract field content\\n                ValidationExtractor->>ValidationExtractor: Check per-field codes<br/>(level 0-1)\\n                ValidationExtractor-->>Client: Stream validated content\\n            end\\n        else Non-streaming\\n            LLM-->>Runtime: Complete response\\n        end\\n        \\n        Runtime->>Runtime: Clean response<br/>(remove <think> tags)\\n        \\n        Runtime->>Parser: Parse XML/JSON response\\n        Parser-->>Runtime: Parsed fields object\\n        \\n        Runtime->>Runtime: Normalize structured response\\n        \\n        alt Validation level 0-1\\n            loop For each field with code\\n                Runtime->>Runtime: Check start/end codes match\\n            end\\n        else Validation level 2-3\\n            Runtime->>Runtime: Check checkpoint codes<br/>(one_initial, one_middle, etc)\\n        end\\n        \\n        Runtime->>Runtime: Validate required fields<br/>are present and non-empty\\n        \\n        alt All validations pass\\n            alt Streaming (level 2-3)\\n                Runtime->>ValidationExtractor: flush()\\n                ValidationExtractor-->>Client: Buffered content\\n            end\\n            Runtime->>Runtime: Remove validation code fields\\n            Runtime->>Runtime: Update success metrics\\n            Runtime-->>Client: Return parsed response\\n        else Validation fails\\n            alt Has retries remaining\\n                Runtime->>Runtime: Calculate backoff delay\\n                Runtime->>Runtime: Wait for backoff\\n                Note over Runtime: Loop continues with retry\\n            else No retries left\\n                Runtime->>Runtime: Update failure metrics\\n                Runtime-->>Client: Return null\\n            end\\n        end\\n    end\\n```\\n\\n<!-- greptile_other_comments_section -->\\n\\n<!-- /greptile_comment -->\",\n      \"repository\": \"elizaos/eliza\",\n      \"createdAt\": \"2026-01-20T02:29:59Z\",\n      \"mergedAt\": null,\n      \"additions\": 4309,\n      \"deletions\": 1591\n    },\n    {\n      \"id\": \"PR_kwDOMT5cIs6gRJJ1\",\n      \"title\": \"feature/docker starter\",\n      \"author\": \"bealers\",\n      \"number\": 5670,\n      \"body\": \"# Docker Infrastructure for elizaOS - foundation stage\\r\\n\\r\\nAdds Docker support with CLI integration and organized target structure for both starter projects and monorepo development.\\r\\n\\r\\n## New Commands\\r\\n\\r\\n```bash\\r\\n# Development with hot reload\\r\\nelizaos dev --docker\\r\\n\\r\\n# Production deployment  \\r\\nelizaos start --docker\\r\\n```\\r\\n\\r\\n## How It Works\\r\\n\\r\\n### Starter Project Context\\r\\nWhen using `elizaos create my-project`, the generated project includes Docker configs:\\r\\n\\r\\n```bash\\r\\nelizaos create my-project\\r\\ncd my-project\\r\\nelizaos dev --docker    # Starts containerized dev environment\\r\\nelizaos start --docker  # Starts production-ready container\\r\\n```\\r\\n\\r\\n**Benefits:**\\r\\n- **Consistent environments** across team members\\r\\n- **No local dependency conflicts** (Node versions, system packages)\\r\\n- **One-command setup** for new developers\\r\\n- **Production-like testing** locally\\r\\n\\r\\n### Monorepo Context\\r\\nFor ElizaOS core development, use organized Docker targets:\\r\\n\\r\\n```bash\\r\\n# Development\\r\\ncd docker/targets/dev && docker-compose up\\r\\n\\r\\n# Production\\r\\ncd docker/targets/prod && docker-compose up\\r\\n\\r\\n# Documentation\\r\\ncd docker/targets/docs && docker-compose up\\r\\n```\\r\\n## Structure\\r\\n\\r\\n```\\r\\ndocker/targets/\\r\\n\u251c\u2500\u2500 dev/     # Development: hot reload, debug ports, volume mounting\\r\\n\u251c\u2500\u2500 prod/    # Production: optimized builds, health checks, PostgreSQL\\r\\n\u2514\u2500\u2500 docs/    # Documentation: fast nginx serving\\r\\n```\\r\\n\\r\\n## Testing\\r\\n\\r\\n```bash\\r\\ncd docker/tests && bun test\\r\\n\\r\\n# Test CLI integration\\r\\nelizaos create test-project\\r\\ncd test-project\\r\\nelizaos dev --docker\\r\\n```\\r\\n\\r\\n## Compatibility\\r\\n\\r\\n- No breaking changes\\r\\n- TEE functionality preserved (`tee-docker-compose.yaml`)\\r\\n- Project starter templates include Docker configs \\r\\n\\r\\n## Next\\r\\n\\r\\n- reduce prod image size futher, use `docker-slim`\\r\\n- take prod image and apply to docker registry\\r\\n- build out `elizaos deploy`, or similar\\r\\n- document popular providers, Railway, Digital Ocean, Hetzner\",\n      \"repository\": \"elizaos/eliza\",\n      \"createdAt\": \"2025-07-23T13:15:34Z\",\n      \"mergedAt\": null,\n      \"additions\": 4053,\n      \"deletions\": 177\n    }\n  ],\n  \"codeChanges\": {\n    \"additions\": 25706,\n    \"deletions\": 8753,\n    \"files\": 269,\n    \"commitCount\": 379\n  },\n  \"completedItems\": [\n    {\n      \"title\": \"refactor(default-message-service): optimize provider handling in MultiStep\",\n      \"prNumber\": 6263,\n      \"type\": \"refactor\",\n      \"body\": \"# Risks\\r\\n\\r\\nLow. The change only affects the internal execution order of providers in multi-step mode. All providers still execute and return results - just faster.\\r\\n\\r\\n# Background\\r\\n\\r\\n## What does this PR do?\\r\\n\\r\\nConverts sequential provider \",\n      \"files\": [\n        \".env.example\",\n        \"packages/cli/tests/test-timeouts.ts\",\n        \"packages/core/src/__tests__/message-service.test.ts\",\n        \"packages/core/src/services/default-message-service.ts\"\n      ]\n    },\n    {\n      \"title\": \"feat(core): enhance multi-step workflow with retry logic and parameter extraction\",\n      \"prNumber\": 6286,\n      \"type\": \"feature\",\n      \"body\": \"## Summary\\n\\nEnhances multi-step workflows with retry logic and parameter extraction capabilities.\\n\\n### Changes\\n\\n- **Retry logic for XML parsing**: Multi-step workflows now retry parsing up to 5 times (configurable via `MULTISTEP_PARSE_RETRI\",\n      \"files\": [\n        \"packages/core/src/prompts.ts\",\n        \"packages/core/src/services/default-message-service.ts\",\n        \"packages/plugin-bootstrap/src/__tests__/multi-step.test.ts\",\n        \"packages/plugin-bootstrap/src/providers/actions.ts\",\n        \"packages/core/src/runtime.ts\",\n        \".cursor\",\n        \"examples/tsconfig.json\",\n        \"packages/core/src/__tests__/streaming-context.test.ts\",\n        \"packages/core/src/streaming-context.ts\",\n        \"packages/core/src/types/streaming.ts\",\n        \"packages/core/src/utils/streaming.ts\",\n        \"packages/cli/tests/unit/characters/README.md\",\n        \"bun.lock\",\n        \"lerna.json\",\n        \"packages/api-client/package.json\",\n        \"packages/app/package.json\",\n        \"packages/cli/package.json\",\n        \"packages/cli/src/commands/deploy/utils/docker-build.ts\",\n        \"packages/client/package.json\",\n        \"packages/client/src/components/chat.tsx\",\n        \"packages/config/package.json\",\n        \"packages/core/package.json\",\n        \"packages/core/src/__tests__/runtime.test.ts\",\n        \"packages/elizaos/package.json\",\n        \"packages/plugin-bootstrap/package.json\",\n        \"packages/plugin-bootstrap/src/__tests__/test-utils.ts\",\n        \"packages/plugin-bootstrap/src/actions/roles.ts\",\n        \"packages/plugin-bootstrap/src/providers/settings.ts\",\n        \"packages/plugin-dummy-services/package.json\",\n        \"packages/plugin-quick-starter/package.json\",\n        \"packages/plugin-sql/package.json\",\n        \"packages/plugin-sql/src/__tests__/integration/base-adapter-methods.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/entity-crud.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/memory.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/world.test.ts\",\n        \"packages/plugin-sql/src/__tests__/migration/migration-before-1.6.5.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/utils.test.ts\",\n        \"packages/plugin-sql/src/base.ts\",\n        \"packages/plugin-sql/src/neon/adapter.ts\",\n        \"packages/plugin-sql/src/pg/adapter.ts\",\n        \"packages/plugin-sql/src/pglite/adapter.ts\",\n        \"packages/plugin-starter/package.json\",\n        \"packages/project-starter/package.json\",\n        \"packages/project-starter/src/character.ts\",\n        \"packages/project-tee-starter/package.json\",\n        \"packages/server/package.json\",\n        \"packages/server/src/__tests__/unit/api/agents-runs.test.ts\",\n        \"packages/server/src/api/agents/runs.ts\",\n        \"packages/server/src/api/index.ts\",\n        \"packages/server/src/api/memory/rooms.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix: Enable hot reload for backend development\",\n      \"prNumber\": 6293,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\n\\nImplements comprehensive hot reload functionality for backend development. When TypeScript files in watched packages are modified, the system automatically rebuilds the CLI and restarts the server with health verification.\\n\\nPrev\",\n      \"files\": [\n        \"scripts/__tests__/dev-watch.test.ts\",\n        \"scripts/dev-watch.js\"\n      ]\n    },\n    {\n      \"title\": \"feat: unified hooks with multi-transport support (HTTP/SSE/WebSocket)\",\n      \"prNumber\": 6300,\n      \"type\": \"feature\",\n      \"body\": \"This PR introduces unified client hooks with multi-transport support and aligns transport naming between `api-client` and `server` packages.\\r\\n\\r\\n### Key Changes\\r\\n\\r\\n**Client Hooks (packages/client)**\\r\\n- New `useElizaChat` hook - unified inter\",\n      \"files\": [\n        \"packages/api-client/src/__tests__/services/sessions.test.ts\",\n        \"packages/api-client/src/services/sessions.ts\",\n        \"packages/api-client/src/types/sessions.ts\",\n        \"packages/client/src/components/agent-card.cy.tsx\",\n        \"packages/client/src/components/agent-card.tsx\",\n        \"packages/client/src/components/agent-log-viewer.tsx\",\n        \"packages/client/src/components/agent-sidebar.tsx\",\n        \"packages/client/src/components/chat.tsx\",\n        \"packages/client/src/components/profile-overlay.tsx\",\n        \"packages/client/src/components/server-management.tsx\",\n        \"packages/client/src/hooks/__tests__/use-dm-channels.test.ts\",\n        \"packages/client/src/hooks/__tests__/use-http-chat.test.ts\",\n        \"packages/client/src/hooks/__tests__/use-sse-chat.test.ts\",\n        \"packages/client/src/hooks/index.ts\",\n        \"packages/client/src/hooks/use-agent-management.ts\",\n        \"packages/client/src/hooks/use-elevenlabs-voices.ts\",\n        \"packages/client/src/hooks/use-eliza-chat.ts\",\n        \"packages/client/src/hooks/use-eliza.ts\",\n        \"packages/client/src/hooks/use-http-chat.ts\",\n        \"packages/client/src/hooks/use-query-hooks.ts\",\n        \"packages/client/src/hooks/use-socket-chat.ts\",\n        \"packages/client/src/hooks/use-sse-chat.ts\",\n        \"packages/client/src/lib/api-type-mappers.ts\",\n        \"packages/client/src/lib/utils.ts\",\n        \"packages/client/src/routes/agent-detail.tsx\",\n        \"packages/client/src/routes/agent-list.tsx\",\n        \"packages/client/src/routes/agent-settings.tsx\",\n        \"packages/client/src/routes/chat.tsx\",\n        \"packages/client/src/routes/home.tsx\",\n        \"packages/client/src/types.ts\",\n        \"packages/client/src/types/index.ts\",\n        \"packages/server/src/__tests__/fixtures/socketio-client.fixture.ts\",\n        \"packages/server/src/__tests__/integration/http-transport.test.ts\",\n        \"packages/server/src/__tests__/integration/socketio-infrastructure.test.ts\",\n        \"packages/server/src/__tests__/integration/sse-transport.test.ts\",\n        \"packages/server/src/__tests__/integration/websocket-transport.test.ts\",\n        \"packages/server/src/__tests__/unit/api/channels-mode.test.ts\",\n        \"packages/server/src/__tests__/unit/api/response-handlers.test.ts\",\n        \"packages/server/src/__tests__/unit/api/sessions.test.ts\",\n        \"packages/server/src/__tests__/unit/features/socketio-router.test.ts\",\n        \"packages/server/src/api/messaging/channels.ts\",\n        \"packages/server/src/api/messaging/sessions.ts\",\n        \"packages/server/src/api/shared/constants.ts\",\n        \"packages/server/src/api/shared/response-handlers.ts\",\n        \"packages/server/src/api/shared/validation.ts\",\n        \"packages/server/src/index.ts\",\n        \"packages/server/src/socketio/index.ts\"\n      ]\n    },\n    {\n      \"title\": \"chore(license): update year to 2026\",\n      \"prNumber\": 6301,\n      \"type\": \"other\",\n      \"body\": \"Annual copyright year update.\\n\\n- Updated year: 2025 -> 2026\\n- Files affected: LICENSE\\n\\n<!-- greptile_comment -->\\n\\n<h3>Greptile Summary</h3>\\n\\n\\nUpdated the copyright year in the MIT License from 2025 to 2026. This is a standard annual mainten\",\n      \"files\": [\n        \"LICENSE\"\n      ]\n    },\n    {\n      \"title\": \"fix(plugin-sql): use sql.raw() for SET LOCAL to avoid parameterizatio\u2026\",\n      \"prNumber\": 6316,\n      \"type\": \"bugfix\",\n      \"body\": \"PostgreSQL SET commands do not support parameterized queries. The previous\\r\\nimplementation used Drizzle's sql tagged template which auto-parameterizes\\r\\nvalues, causing \\\"syntax error at or near $1\\\" when ENABLE_DATA_ISOLATION=true.\\r\\n\\r\\n- Chang\",\n      \"files\": [\n        \"packages/plugin-sql/src/__tests__/integration/postgres/withEntityContext.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/pg/manager.test.ts\",\n        \"packages/plugin-sql/src/pg/manager.ts\"\n      ]\n    },\n    {\n      \"title\": \"test(plugin-sql): use withEntityContext in RLS tests + isolation in CI\",\n      \"prNumber\": 6330,\n      \"type\": \"tests\",\n      \"body\": \"## Summary\\r\\n\\r\\n- Use `withEntityContext()` in RLS tests instead of raw `pg.Client`\\r\\n- Add `ENABLE_DATA_ISOLATION=true` to CI\\r\\n- Remove redundant `withEntityContext.test.ts`\\r\\n\\r\\nEnsures CI catches the `$1` parameterization bug if it regresses.\",\n      \"files\": [\n        \".github/workflows/plugin-sql-tests.yaml\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/rls-entity.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/withEntityContext.test.ts\",\n        \"packages/plugin-sql/scripts/init-test-db.sql\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/withIsolationContext.test.ts\",\n        \"packages/plugin-sql/src/__tests__/migration/migration-before-1.6.5.test.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix(ci): allow cursor bot to trigger Claude workflows\",\n      \"prNumber\": 6328,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\n- Add `allowed_bots: \\\"cursor\\\"` to `claude-code-review.yml` and `claude.yml`\\n- Add `github.actor != 'cursor[bot]'` condition to `claude-security-review.yml` (this action doesn't support the `allowed_bots` parameter)\\n\\nFixes workflo\",\n      \"files\": [\n        \".github/workflows/claude-code-review.yml\",\n        \".github/workflows/claude-security-review.yml\",\n        \".github/workflows/claude.yml\"\n      ]\n    },\n    {\n      \"title\": \"feat(ci): upgrade Claude workflows with Opus 4.5 and add security/maintenance jobs\",\n      \"prNumber\": 6324,\n      \"type\": \"feature\",\n      \"body\": \"## Summary\\n\\nThis PR upgrades all Claude-powered CI workflows to use stable v1 action and Opus 4.5 model, plus adds two new automated workflows.\\n\\n## Changes\\n\\n### \ud83d\udd04 Updated: `claude.yml` (interactive @claude mentions)\\n\\n| Change | Before | Af\",\n      \"files\": [\n        \".github/workflows/claude-code-review.yml\",\n        \".github/workflows/claude-security-review.yml\",\n        \".github/workflows/claude.yml\",\n        \".github/workflows/weekly-maintenance.yml\"\n      ]\n    },\n    {\n      \"title\": \"fix(plugin-sql): add pool config, error handler, and fix PGLite shutdown\",\n      \"prNumber\": 6323,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\n\\nFixes critical issues in plugin-sql that could cause runtime crashes and connection problems.\\n\\n### Changes\\n\\n1. **Fix `null as T` return** (`pglite/adapter.ts`)\\n   - Throw error instead of returning null cast as generic type T\\n  \",\n      \"files\": [\n        \"packages/plugin-sql/src/__tests__/unit/pg/adapter.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/pg/manager.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/pglite/adapter.test.ts\",\n        \"packages/plugin-sql/src/pg/adapter.ts\",\n        \"packages/plugin-sql/src/pg/manager.ts\",\n        \"packages/plugin-sql/src/pglite/adapter.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix(plugin-sql): skip pgcrypto extension for PGLite\",\n      \"prNumber\": 6339,\n      \"type\": \"bugfix\",\n      \"body\": \"- Skip installing `pgcrypto` extension for PGLite/development databases\\r\\n- PGLite uses native `gen_random_uuid()` and doesn't support pgcrypto\\r\\n- Eliminates unnecessary warning logs\\n\\n<!-- greptile_comment -->\\n\\n<h3>Greptile Summary</h3>\\n\\n\\nTh\",\n      \"files\": [\n        \"packages/plugin-sql/src/runtime-migrator/runtime-migrator.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix: plugin-bootstrap (+ sql minor) actions/providers for serverId => messageServerId change\",\n      \"prNumber\": 6333,\n      \"type\": \"bugfix\",\n      \"body\": \"# Risks\\r\\n\\r\\nLow\\r\\n\\r\\n# Background\\r\\n\\r\\n## What does this PR do?\\r\\n\\r\\n## What kind of change is this?\\r\\n\\r\\nBug fixes (non-breaking change which fixes an issue)\\r\\n\\r\\n## Why are we doing this? Any context or related work?\\r\\n\\r\\nUser reports of 1.7.0 not wor\",\n      \"files\": [\n        \"bun.lock\",\n        \"packages/plugin-bootstrap/src/__tests__/logic.test.ts\",\n        \"packages/plugin-bootstrap/src/__tests__/test-utils.ts\",\n        \"packages/plugin-bootstrap/src/actions/roles.ts\",\n        \"packages/plugin-bootstrap/src/actions/settings.ts\",\n        \"packages/plugin-bootstrap/src/providers/settings.ts\",\n        \"packages/plugin-bootstrap/src/providers/world.ts\",\n        \"packages/plugin-sql/src/schema/room.ts\"\n      ]\n    },\n    {\n      \"title\": \"feat(plugin-sql): add Neon serverless support & improve RLS security\",\n      \"prNumber\": 6343,\n      \"type\": \"feature\",\n      \"body\": \"## Summary\\r\\n\\r\\nThis PR introduces several improvements to the plugin-sql package focused on security, clarity, and Neon serverless database support.\\r\\n\\r\\n### Key Changes\\r\\n\\r\\n1. **Neon Serverless Support** - Added dedicated adapter and connectio\",\n      \"files\": [\n        \"bun.lock\",\n        \"packages/plugin-sql/package.json\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/rls-entity.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/rls-logs.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/rls-message-server-agents.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/rls-server.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/postgres/withIsolationContext.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/entity-rls.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/index.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/pg/adapter.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/pg/manager.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/utils.test.ts\",\n        \"packages/plugin-sql/src/base.ts\",\n        \"packages/plugin-sql/src/index.node.ts\",\n        \"packages/plugin-sql/src/neon/adapter.ts\",\n        \"packages/plugin-sql/src/neon/manager.ts\",\n        \"packages/plugin-sql/src/pg/adapter.ts\",\n        \"packages/plugin-sql/src/pg/manager.ts\",\n        \"packages/plugin-sql/src/pglite/adapter.ts\",\n        \"packages/plugin-sql/src/rls.ts\",\n        \"packages/plugin-sql/src/utils.node.ts\",\n        \"packages/plugin-sql/tsconfig.build.node.json\"\n      ]\n    },\n    {\n      \"title\": \"fix: optimize runtime initialization with parallelization and atomic upserts\",\n      \"prNumber\": 6342,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\r\\n\\r\\nOptimize `runtime.initialize()` performance through atomic upserts and parallelization of independent operations.\\r\\n\\r\\n**Results:** Cold start -30%, Warm start -40%\\r\\n\\r\\n## Problem\\r\\n\\r\\nThe current initialization flow has several in\",\n      \"files\": [\n        \"packages/core/src/__tests__/runtime.test.ts\",\n        \"packages/core/src/runtime.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/base-adapter-methods.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/entity-crud.test.ts\",\n        \"packages/plugin-sql/src/__tests__/integration/world.test.ts\",\n        \"packages/plugin-sql/src/base.ts\",\n        \"packages/server/src/services/message.ts\",\n        \"bun.lock\",\n        \"packages/plugin-sql/src/__tests__/integration/memory.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/utils.test.ts\",\n        \"packages/plugin-sql/src/neon/adapter.ts\",\n        \"packages/plugin-sql/src/pg/adapter.ts\",\n        \"packages/plugin-sql/src/pglite/adapter.ts\",\n        \"packages/server/src/__tests__/unit/api/agents-runs.test.ts\",\n        \"packages/server/src/api/agents/runs.ts\",\n        \"packages/server/src/api/index.ts\",\n        \"packages/server/src/api/memory/rooms.ts\",\n        \"packages/server/src/api/messaging/jobs.ts\",\n        \"packages/server/src/api/messaging/sessions.ts\",\n        \"packages/server/src/middleware/rate-limit.ts\",\n        \"packages/server/src/middleware/validation.ts\"\n      ]\n    },\n    {\n      \"title\": \"chore: Optimize build task inputs in turbo.json\",\n      \"prNumber\": 6349,\n      \"type\": \"other\",\n      \"body\": \"Add explicit inputs to build task for cache optimization\\r\\n\\r\\n# Risks\\r\\n\\r\\nLow\\r\\n\\r\\n# Background\\r\\n\\r\\n## What does this PR do?\\r\\n\\r\\nMake turbo rebuild less\\r\\n\\r\\n## What kind of change is this?\\r\\n\\r\\nImprovements (misc. changes to existing features)\\r\\n\\r\\n## \",\n      \"files\": [\n        \"turbo.json\"\n      ]\n    },\n    {\n      \"title\": \"feat(core): support EMBEDDING_DIMENSION setting to skip API call\",\n      \"prNumber\": 6357,\n      \"type\": \"feature\",\n      \"body\": \"## Summary\\n- Add support for configuring embedding dimension via `EMBEDDING_DIMENSION` character setting, which skips the expensive ~500ms embedding API call during agent initialization\\n- Simplify `ensureEmbeddingDimension` method (38 \u2192 27 \",\n      \"files\": [\n        \"packages/core/src/__tests__/runtime.test.ts\",\n        \"packages/core/src/runtime.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix: prevent infinite rebuild loop in dev-watch mode\",\n      \"prNumber\": 6361,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\n- Fixed infinite rebuild loop in `bun run dev` caused by `generate-version.ts` writing to `src/version.ts` on every build\\n- The watcher was detecting these changes and triggering rebuilds endlessly\\n\\n## Changes\\n- **scripts/dev-wat\",\n      \"files\": [\n        \"packages/cli/src/scripts/generate-version.ts\",\n        \"scripts/dev-watch.js\"\n      ]\n    },\n    {\n      \"title\": \"fix(cli): prevent shell environment variable leakage into agent secrets\",\n      \"prNumber\": 6360,\n      \"type\": \"bugfix\",\n      \"body\": \"## Summary\\n\\nFixes shell environment variable leakage into ElizaOS plugin loading decisions and agent secrets.\\n\\n**Problem:** `dotenv.config()` does NOT override existing `process.env` values by default. This means shell environment variables\",\n      \"files\": [\n        \"packages/cli/src/__tests__/plugin-env-filter.test.ts\",\n        \"packages/cli/src/commands/start/index.ts\",\n        \"packages/cli/src/utils/plugin-env-filter.ts\",\n        \"packages/core/src/__tests__/env-precedence.test.ts\",\n        \"packages/core/src/__tests__/secrets-filtering.test.ts\",\n        \"packages/core/src/__tests__/utils/environment.test.ts\",\n        \"packages/core/src/secrets.ts\",\n        \"packages/core/src/utils/environment.ts\"\n      ]\n    },\n    {\n      \"title\": \"fix(v2.0.0): Python example testing & fixes\",\n      \"prNumber\": 6358,\n      \"type\": \"bugfix\",\n      \"body\": \"- Add Python quickstart documentation (docs/python-quickstart.md)\\r\\n- Fix chat example to include inmemorydb plugin for database support\\r\\n- Add dotenv loading to chat example for .env file support\\r\\n- Fix inmemorydb plugin to use proper Plugi\",\n      \"files\": [\n        \"examples/a2a/python/README.md\",\n        \"examples/a2a/python/requirements.txt\",\n        \"examples/a2a/python/server.py\",\n        \"examples/art/elizaos_art/games/tic_tac_toe/agent.py\",\n        \"examples/art/elizaos_art/games/tic_tac_toe/cli.py\",\n        \"examples/art/elizaos_art/games/tic_tac_toe/environment.py\",\n        \"examples/art/elizaos_art/games/tic_tac_toe/types.py\",\n        \"examples/art/elizaos_art/trainer.py\",\n        \"examples/atropos/textworld/README.md\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/__init__.py\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/agent.py\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/atropos_integration.py\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/cli.py\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/environment.py\",\n        \"examples/atropos/textworld/elizaos_atropos_textworld/types.py\",\n        \"examples/atropos/textworld/pyproject.toml\",\n        \"examples/autonomous/python/pyproject.toml\",\n        \"examples/chat/python/chat.py\",\n        \"examples/chat/python/requirements.txt\",\n        \"packages/python/README.md\",\n        \"packages/python/elizaos/bootstrap/providers/character.py\",\n        \"packages/python/elizaos/plugin.py\",\n        \"packages/python/elizaos/runtime.py\",\n        \"packages/python/elizaos/services/__init__.py\",\n        \"packages/python/elizaos/services/message_service.py\",\n        \"packages/python/elizaos/types/__init__.py\",\n        \"packages/python/elizaos/types/model.py\",\n        \"packages/python/elizaos/types/plugin.py\",\n        \"packages/python/elizaos/types/runtime.py\",\n        \"plugins/plugin-inmemorydb/python/elizaos_plugin_inmemorydb/adapter.py\",\n        \"plugins/plugin-inmemorydb/python/elizaos_plugin_inmemorydb/plugin.py\",\n        \"plugins/plugin-openai/python/elizaos_plugin_openai/plugin.py\",\n        \"examples/art/elizaos_art/benchmark_runner.py\",\n        \"examples/aws/rust/src/lib.rs\",\n        \"examples/bluesky/rust/bluesky-agent/Cargo.toml\",\n        \"examples/bluesky/rust/bluesky-agent/src/handlers.rs\",\n        \"examples/bluesky/rust/bluesky-agent/src/main.rs\",\n        \"examples/browser-extension/chrome/package.json\",\n        \"examples/browser-extension/chrome/tsup.config.ts\",\n        \"examples/chat/rust/chat/Cargo.toml\",\n        \"packages/sweagent/typescript/build.ts\",\n        \"packages/sweagent/typescript/src/agent/extra/index.ts\",\n        \"packages/sweagent/typescript/src/agent/extra/shell-agent.ts\",\n        \"packages/sweagent/typescript/tools/src/filemap/index.ts\",\n        \"plugins/plugin-experience/typescript/tsconfig.build.json\",\n        \"plugins/plugin-forms/typescript/build.ts\",\n        \"plugins/plugin-forms/typescript/tsconfig.build.json\",\n        \"plugins/plugin-goals/typescript/generated/prompts/python/prompts.py\",\n        \"plugins/plugin-goals/typescript/generated/prompts/rust/prompts.rs\",\n        \"plugins/plugin-goals/typescript/generated/prompts/typescript/prompts.ts\",\n        \"plugins/plugin-goals/typescript/tsconfig.build.json\",\n        \"plugins/plugin-mcp/typescript/tsconfig.build.json\",\n        \"examples/_plugin/rust/build.ts\",\n        \"examples/_plugin/typescript/src/__tests__/test-utils.ts\",\n        \"examples/_plugin/typescript/tsconfig.build.json\",\n        \"examples/app/tauri/frontend/src/types/tauri.d.ts\",\n        \"examples/browser-extension/safari/package.json\",\n        \"examples/chat/rust/chat/Cargo.lock\",\n        \"examples/chat/rust/chat/src/main.rs\",\n        \"examples/trader/typescript/src/App.tsx\",\n        \"examples/trader/typescript/src/components/PositionList.tsx\",\n        \"examples/trader/typescript/src/components/TradeHistory.tsx\",\n        \"examples/trader/typescript/src/components/TradingPanel.tsx\",\n        \"examples/trader/typescript/src/hooks/useTrading.ts\",\n        \"examples/trader/typescript/src/runtime/character.ts\",\n        \"examples/trader/typescript/src/types/plugin-auto-trader.d.ts\",\n        \"examples/trader/typescript/vite.config.ts\",\n        \"packages/elizaos/examples-manifest.json\",\n        \"packages/prompts/specs/actions/plugins.generated.json\",\n        \"packages/python/elizaos/generated/action_docs.py\",\n        \"examples/_plugin/typescript/src/e2e/plugin-starter.e2e.ts\",\n        \"examples/_plugin/typescript/src/plugin.ts\",\n        \"examples/_plugin/rust/src/__tests__/e2e/rust-plugin.e2e.ts\",\n        \"examples/_plugin/rust/src/plugin.ts\",\n        \"examples/_plugin/typescript/biome.json\",\n        \"examples/_plugin/typescript/src/__tests__/build-order.test.ts\",\n        \"examples/_plugin/typescript/src/__tests__/cypress/component/ExampleRoute.cy.tsx\",\n        \"examples/_plugin/typescript/src/__tests__/cypress/component/PanelComponent.cy.tsx\",\n        \"examples/_plugin/typescript/src/__tests__/cypress/support/commands.ts\",\n        \"examples/_plugin/typescript/src/__tests__/cypress/support/component.ts\",\n        \"examples/_plugin/typescript/src/__tests__/cypress/tsconfig.json\",\n        \"examples/_plugin/typescript/src/__tests__/integration.test.ts\",\n        \"examples/_plugin/typescript/src/__tests__/plugin.test.ts\",\n        \"examples/_plugin/typescript/src/frontend/index.tsx\",\n        \"examples/_plugin/typescript/src/vite-env.d.ts\",\n        \"examples/_plugin/typescript/tsconfig.json\",\n        \"examples/a2a/typescript/server.ts\",\n        \"examples/avatar/src/shims/process.ts\",\n        \"examples/avatar/src/vite-env.d.ts\",\n        \"examples/bluesky/rust/bluesky-agent/Cargo.lock\",\n        \"examples/browser-extension/chrome/src/popup-minimal.ts\"\n      ]\n    },\n    {\n      \"title\": \"refactor(plugin-sql): extract domain stores from BaseDrizzleAdapter\",\n      \"prNumber\": 6366,\n      \"type\": \"refactor\",\n      \"body\": \"Refactors `BaseDrizzleAdapter` (~3,900 lines) into composable domain stores. This improves maintainability, testability, and separation of concerns without changing the public API.\\r\\n\\r\\n## Changes\\r\\n\\r\\n### New Domain Stores (`src/stores/`)\\r\\n\\r\\n|\",\n      \"files\": [\n        \"bun.lock\",\n        \"packages/plugin-sql/src/base.ts\",\n        \"packages/plugin-sql/src/neon/adapter.ts\",\n        \"packages/plugin-sql/src/pg/adapter.ts\",\n        \"packages/plugin-sql/src/pglite/adapter.ts\",\n        \"packages/plugin-sql/src/stores/agent.store.ts\",\n        \"packages/plugin-sql/src/stores/cache.store.ts\",\n        \"packages/plugin-sql/src/stores/component.store.ts\",\n        \"packages/plugin-sql/src/stores/entity.store.ts\",\n        \"packages/plugin-sql/src/stores/index.ts\",\n        \"packages/plugin-sql/src/stores/log.store.ts\",\n        \"packages/plugin-sql/src/stores/memory.store.ts\",\n        \"packages/plugin-sql/src/stores/messaging.store.ts\",\n        \"packages/plugin-sql/src/stores/participant.store.ts\",\n        \"packages/plugin-sql/src/stores/relationship.store.ts\",\n        \"packages/plugin-sql/src/stores/room.store.ts\",\n        \"packages/plugin-sql/src/stores/task.store.ts\",\n        \"packages/plugin-sql/src/stores/types.ts\",\n        \"packages/plugin-sql/src/stores/world.store.ts\",\n        \"packages/plugin-sql/src/utils.ts\",\n        \"packages/plugin-sql/tsconfig.build.json\",\n        \"packages/plugin-sql/tsconfig.build.node.json\",\n        \"packages/plugin-sql/src/__tests__/integration/utils.test.ts\",\n        \"packages/plugin-sql/src/__tests__/unit/utils.test.ts\",\n        \"packages/plugin-sql/src/index.ts\",\n        \"packages/plugin-sql/src/schema/channel.ts\",\n        \"packages/plugin-sql/src/schema/entity.ts\",\n        \"packages/plugin-sql/src/schema/memory.ts\",\n        \"packages/plugin-sql/src/schema/message.ts\",\n        \"packages/plugin-sql/src/schema/messageServer.ts\",\n        \"packages/plugin-sql/src/schema/relationship.ts\",\n        \"packages/plugin-sql/src/schema/room.ts\",\n        \"packages/plugin-sql/src/schema/tasks.ts\",\n        \"packages/plugin-sql/src/schema/world.ts\"\n      ]\n    },\n    {\n      \"title\": \"V2.0.0: fixed a2a example and related protobuf compatibility and runtime errors\",\n      \"prNumber\": 6386,\n      \"type\": \"bugfix\",\n      \"body\": \"# Relates to\\r\\nFixes runtime errors in the python & rust a2a server example.\\r\\n\\r\\n# Risks\\r\\nLow. Changes are isolated to the python package and the a2a example server. The fixes ensure correct handling of protobuf messages which strictly enforc\",\n      \"files\": [\n        \"bun.lock\",\n        \"examples/a2a/python/README.md\",\n        \"examples/a2a/python/requirements.txt\",\n        \"examples/a2a/python/server.py\",\n        \"examples/a2a/rust/Cargo.lock\",\n        \"examples/a2a/rust/src/main.rs\",\n        \"packages/python/elizaos/__init__.py\",\n        \"packages/python/elizaos/basic_capabilities/providers/action_state.py\",\n        \"packages/python/elizaos/runtime.py\",\n        \"packages/python/elizaos/services/message_service.py\",\n        \"packages/python/elizaos/types/database.py\",\n        \"packages/python/elizaos/types/primitives.py\",\n        \"packages/python/elizaos/utils/__init__.py\",\n        \"plugins/plugin-inmemorydb/python/elizaos_plugin_inmemorydb/adapter.py\"\n      ]\n    },\n    {\n      \"title\": \"fix: update import statement in elizaos.js to use package alias\",\n      \"prNumber\": 6389,\n      \"type\": \"bugfix\",\n      \"body\": \"<!-- greptile_comment -->\\n\\n<h2>Greptile Overview</h2>\\n\\n<h3>Greptile Summary</h3>\\n\\nUpdated the import statement in `elizaos.js` to use the package alias (`@elizaos/cli`) instead of the direct path (`@elizaos/cli/dist/index.js`). This follows\",\n      \"files\": [\n        \"packages/elizaos/bin/elizaos.js\"\n      ]\n    }\n  ],\n  \"topContributors\": [\n    {\n      \"username\": \"standujar\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/16385918?u=718bdcd1585be8447bdfffb8c11ce249baa7532d&v=4\",\n      \"totalScore\": 466.62208373680664,\n      \"prScore\": 366.1300837368066,\n      \"issueScore\": 0,\n      \"reviewScore\": 98,\n      \"commentScore\": 2.492,\n      \"summary\": \"standujar: Focused on strengthening the database infrastructure and security within the elizaos/eliza repository, most notably by implementing Neon serverless support and enhancing Row Level Security (RLS) schemas in PR #6343. They demonstrated a significant commitment to system reliability by contributing over 7,700 lines of test code to isolate RLS contexts (PR #6330) and addressing compatibility issues for PGLite (PR #6339). Beyond these merged improvements, they worked on optimizing runtime initialization through parallelization and provided technical feedback via 11 total reviews and comments. Their primary focus this month was on bug fixes and extensive test coverage, particularly within the SQL plugin architecture.\"\n    },\n    {\n      \"username\": \"0xbbjoker\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/54844437?u=90fe1762420de6ad493a1c1582f1f70c0d87d8e2&v=4\",\n      \"totalScore\": 374.69050078907014,\n      \"prScore\": 346.19050078907014,\n      \"issueScore\": 0,\n      \"reviewScore\": 28.5,\n      \"commentScore\": 0,\n      \"summary\": \"0xbbjoker: Focused on enhancing database reliability and performance within the elizaos/eliza repository, notably resolving a critical SQL parameterization issue in the SQL plugin via PR #6316 (+278/-1 lines). They further contributed to system scalability by proposing a new LRU caching layer for the database adapter in PR #6329 and maintained high code quality through two peer reviews. Their work involved extensive modifications across 378 files, demonstrating a significant commitment to bug fixes and testing infrastructure. Overall, their primary focus this month was on stabilizing and optimizing core database plugins and backend configurations.\"\n    },\n    {\n      \"username\": \"madjin\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/32600939?u=cdcf89f44c7a50906c7a80d889efa85023af2049&v=4\",\n      \"totalScore\": 334.3382171167137,\n      \"prScore\": 281.28021711671363,\n      \"issueScore\": 46.2,\n      \"reviewScore\": 5,\n      \"commentScore\": 1.8579999999999999,\n      \"summary\": \"madjin: Focused on expanding the functionality and user experience of the project's web presence, most notably by implementing a comprehensive MMORPG-style character system for the leaderboard API in elizaos/elizaos.github.io #193. This substantial contribution involved over 2,800 lines of code and established a foundation for complex features like class evolution and visual identity systems, which they further detailed through 11 new feature requests and bug reports. Beyond these gamification enhancements, they improved site accessibility by adding an XSL stylesheet for browser-rendered RSS feeds in #188 and identified critical performance bottlenecks regarding memory consumption in the build process. Their work this month primarily centered on feature development and configuration, significantly advancing the project's interactive and data-driven capabilities.\"\n    },\n    {\n      \"username\": \"greptile-apps\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/in/867647?v=4\",\n      \"totalScore\": 267.538,\n      \"prScore\": 0,\n      \"issueScore\": 0,\n      \"reviewScore\": 265.5,\n      \"commentScore\": 2.0380000000000003,\n      \"summary\": \"greptile-apps: Focused exclusively on providing feedback and guidance through 14 code reviews and 4 pull request comments this month. Despite having no direct code changes or merged pull requests, they maintained a consistent presence in the review process to support team contributions. Their primary impact was centered on collaborative oversight and technical discussion within the pull request workflow.\"\n    },\n    {\n      \"username\": \"YuriNachos\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/19365375?u=35202bfa8350f028db180527a789e8dcb7576d42&v=4\",\n      \"totalScore\": 249.18435236903713,\n      \"prScore\": 248.98435236903714,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.2,\n      \"summary\": \"YuriNachos: Focused on enhancing system stability and core functionality within the elizaos/eliza repository, contributing over 400 lines of code across 10 open pull requests. Their work addressed critical infrastructure needs, such as validating directory paths to prevent errors (#6379), ensuring proper authentication by loading environment variables in agent commands (#6374, #6376), and improving event emission logic in the server (#6378). Additionally, they introduced new capabilities to the core runtime with the unregisterAction method (#6372, #6375) and improved the reliability of entity connections within the bootstrap plugin (#6370, #6371). This month\u2019s efforts were primarily dedicated to bug fixes and feature enhancements aimed at improving the robustness of the CLI and core agent runtime.\"\n    },\n    {\n      \"username\": \"borisudovicic\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/31806472?u=8935f4d43fd7e4eb9bf5ff92d54d4d2f8ac8a786&v=4\",\n      \"totalScore\": 222,\n      \"prScore\": 0,\n      \"issueScore\": 222,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"borisudovicic: Focused on refining the user experience and product logic for the Eliza platform, driving the resolution of 18 issues related to agent discovery, chat interface usability, and credit management. They played a key role in defining the \\\"SDK-first Hooks Mode\\\" (#5966) and \\\"Core Hooks\\\" (#5928) architecture while overseeing critical UI/UX polish, such as optimizing chat box dynamics (#6310) and improving the agent creation workflow (#6306, #6307). Their contributions centered on streamlining the onboarding process for non-signed-up users (#6312, #6353) and enhancing the public agent ecosystem through better state separation and knowledge transfer (#6313, #6303). Overall, their activity focused on product management and quality assurance to ensure a cohesive and scalable agent-building experience.\"\n    },\n    {\n      \"username\": \"odilitime\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/16395496?u=c9bac48e632aae594a0d85aaf9e9c9c69b674d8b&v=4\",\n      \"totalScore\": 205.42360532830114,\n      \"prScore\": 203.26760532830113,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 2.1559999999999997,\n      \"summary\": \"odilitime: Focused on enhancing core plugin functionality and build system efficiency, notably merging a substantial update to the bootstrap plugin and SQL actions in elizaos/eliza (#6333) that involved over 6,900 lines of code changes. They also addressed infrastructure performance by optimizing build task inputs in turbo.json (#6349) and triaged a regression in Discord slash commands (elizaos-plugins/plugin-discord#15). Their work this month demonstrates a strong emphasis on system stability and configuration, with a primary focus on bug fixes and architectural improvements across code and test files.\"\n    },\n    {\n      \"username\": \"wtfsayo\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/82053242?u=98209a1f10456f42d4d2fa71db4d5bf4a672cbc3&v=4\",\n      \"totalScore\": 177.48902788001413,\n      \"prScore\": 167.65102788001414,\n      \"issueScore\": 0,\n      \"reviewScore\": 9,\n      \"commentScore\": 0.838,\n      \"summary\": \"wtfsayo: Focused on enhancing infrastructure stability and database reliability, notably delivering a significant overhaul to the SQL plugin in elizaos/eliza (#6323) that introduced critical pool configurations and error handling. They also modernized the project's CI/CD pipeline by upgrading Claude workflows to Opus 4.5 and enabling automated bot triggers (#6324, #6328). Across 45 commits, they managed extensive modifications to nearly 400 files, demonstrating a high-impact focus on bug fixes and configuration management. Their primary contributions centered on improving system resilience through robust database integration and automated workflow optimizations.\"\n    },\n    {\n      \"username\": \"hanzlamateen\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/10975502?u=53f23921078d9a27d96751373bb44f4bd2d58bf4&v=4\",\n      \"totalScore\": 92.37709407952083,\n      \"prScore\": 92.37709407952083,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"1bcMax\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/195689928?u=85f5178dd043e3d408b42cb5685e65806d723b1a&v=4\",\n      \"totalScore\": 63.23034748685607,\n      \"prScore\": 62.89034748685607,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.33999999999999997,\n      \"summary\": \"1bcMax: Focused on expanding payment capabilities within the ecosystem by initiating the implementation of the plugin-blockrun for x402 micropayments in elizaos/eliza (#6355). This substantial feature addition involved over 1,000 lines of new code across 11 files, demonstrating a significant investment in building out financial infrastructure. The work shows a comprehensive approach to development, with a balanced focus on core feature logic, testing, and configuration.\"\n    },\n    {\n      \"username\": \"vbkotecha\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/86377299?u=32a79d9adc10f2738dca41f4690de9ec944d8025&v=4\",\n      \"totalScore\": 43.5437738965761,\n      \"prScore\": 43.5437738965761,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"revlentless\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/215957173?v=4\",\n      \"totalScore\": 43.5437738965761,\n      \"prScore\": 43.5437738965761,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"revlentless: Focused on a major architectural expansion by initiating the implementation of a WebAssembly agent runtime for the v2.0.0 release of elizaos/eliza (#6363). This significant undertaking involved modifying 99 files with over 5,100 lines of code, demonstrating a high level of effort directed toward core feature development and system infrastructure. Their work this month was characterized by a heavy emphasis on feature engineering and comprehensive testing to support this new runtime environment.\"\n    },\n    {\n      \"username\": \"lalalune\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/18633264?u=e2e906c3712c2506ebfa98df01c2cfdc50050b30&v=4\",\n      \"totalScore\": 34.5787738965761,\n      \"prScore\": 34.1407738965761,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.43799999999999994,\n      \"summary\": \"lalalune: Focused on a massive structural overhaul of the codebase, primarily driven by the ongoing development of the \\\"V2.0.0\\\" release in elizaos/eliza (#6351). This high-impact effort involved 191 commits and extensive modifications across over 33,000 files, signaling a comprehensive restructuring of the project's architecture. Their work demonstrated a balanced commitment to stability and quality, with a primary focus on bugfixes, configuration updates, and core code enhancements.\"\n    },\n    {\n      \"username\": \"matomoniwano\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/47988393?u=2e31304db3ca7b0a1f62bc26443c25ec34bb519d&v=4\",\n      \"totalScore\": 29.89251334905818,\n      \"prScore\": 29.69251334905818,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.2,\n      \"summary\": \"matomoniwano: Focused on foundational development for the Eliza Python core by initiating a prototype for the RLM provider via PR #6383. This ongoing work involved substantial technical groundwork across 16 files, totaling over 800 lines of code changes to establish the necessary infrastructure. Their efforts were primarily concentrated on configuration, documentation, and testing to ensure a robust framework for the new provider. The month\u2019s activity reflects a dedicated focus on architectural setup and system integration within the Python-based ecosystem.\"\n    },\n    {\n      \"username\": \"linear\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/in/20150?v=4\",\n      \"totalScore\": 26,\n      \"prScore\": 0,\n      \"issueScore\": 26,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"linear: Focused on architectural improvements and system stability by identifying and documenting critical technical enhancements across the elizaos/eliza repository. They prioritized core infrastructure by proposing solutions for JWT authentication (#6327), message processing parallelization (#6337), and runtime initialization optimization (#6334). Their contributions also addressed immediate reliability issues, including a fix for double processing in the Messaging API (#6298) and resolving a race condition in credit deduction (#6338). Overall, their focus remained on high-level system design, database query patterns, and backend security.\"\n    },\n    {\n      \"username\": \"rejected-l\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/99460023?u=977f49541583c40f4fc5f6a9f11ca6c6a78b362a&v=4\",\n      \"totalScore\": 24.119306144334054,\n      \"prScore\": 24.119306144334054,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"rejected-l: Focused on administrative maintenance within the elizaos/eliza repository, specifically ensuring legal compliance by updating the project's licensing information. They successfully merged PR #6301 to update the license year, demonstrating attention to project documentation and upkeep. This work involved minor adjustments across two files, reflecting a primary focus on general repository maintenance and chore-related tasks.\"\n    },\n    {\n      \"username\": \"augchan42\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/20424105?u=d1a74732b07564927928798346f07cd50935c529&v=4\",\n      \"totalScore\": 22.553332238032112,\n      \"prScore\": 22.553332238032112,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"Xayaan\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/5237930?u=7840b286463bde982c8af8f389e61e26a01328cb&v=4\",\n      \"totalScore\": 18.346573590279974,\n      \"prScore\": 14.346573590279972,\n      \"issueScore\": 4,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"Xayaan: Focused on identifying and documenting database-related edge cases within the elizaos/eliza repository. They contributed by reporting a specific technical issue regarding SQL error handling for zero-vector fallbacks (#6380). Their activity this month was centered on issue identification and system stability reporting.\"\n    },\n    {\n      \"username\": \"j4lambert\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/36552964?v=4\",\n      \"totalScore\": 15.545521226679158,\n      \"prScore\": 15.545521226679158,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"ChristopherTrimboli\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/27584221?u=de148a498b5af814e037c2975112fadd09df743f&v=4\",\n      \"totalScore\": 15,\n      \"prScore\": 0,\n      \"issueScore\": 0,\n      \"reviewScore\": 15,\n      \"commentScore\": 0,\n      \"summary\": \"ChristopherTrimboli: Focused on quality assurance and peer collaboration this month, contributing through the review and approval of two pull requests. Their involvement centered on providing oversight and validation for team contributions rather than direct code implementation. This activity reflects a focus on maintaining project standards through the code review process.\"\n    },\n    {\n      \"username\": \"timolein74\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/225394307?v=4\",\n      \"totalScore\": 14.346573590279972,\n      \"prScore\": 14.346573590279972,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"takasaki404\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/193405421?u=8b79613f736e04d6e10ebe37042851efa758768d&v=4\",\n      \"totalScore\": 14.346573590279972,\n      \"prScore\": 14.346573590279972,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"takasaki404: Focused on ecosystem expansion by initiating the integration of new tools into the plugin registry. They submitted a configuration update in elizaos-plugins/registry (#247) to add the @zane-archer/plugin-aimo-router package. This contribution was centered entirely on registry management and configuration maintenance.\"\n    },\n    {\n      \"username\": \"project-aeris-disaster-agent\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/242933833?v=4\",\n      \"totalScore\": 14.346573590279972,\n      \"prScore\": 14.346573590279972,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": null\n    },\n    {\n      \"username\": \"kamiyo-ai\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/197570892?u=4c83683aeb4fdfcb6c7e747ec6fd77619964952b&v=4\",\n      \"totalScore\": 14.346573590279972,\n      \"prScore\": 14.346573590279972,\n      \"issueScore\": 0,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"kamiyo-ai: Focused on expanding the ecosystem by initiating the integration of a new plugin into the registry. This effort is centered on the submission of PR #246 in elizaos-plugins/registry to add the @kamiyo/eliza plugin. Their primary focus this month has been on plugin registration and ecosystem contribution.\"\n    },\n    {\n      \"username\": \"shuhaib112\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/211030292?v=4\",\n      \"totalScore\": 9,\n      \"prScore\": 0,\n      \"issueScore\": 0,\n      \"reviewScore\": 9,\n      \"commentScore\": 0,\n      \"summary\": \"shuhaib112: Focused on collaborative quality assurance by providing technical feedback through two pull request reviews. While no code was directly authored or merged this month, their contributions centered on the peer review process to support team development. Their primary impact was limited to these review-based discussions.\"\n    },\n    {\n      \"username\": \"Abdulkader-Safi\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/53955839?u=840e43b472d25cb1a82c19b77124def52dfaa69c&v=4\",\n      \"totalScore\": 4.54,\n      \"prScore\": 0,\n      \"issueScore\": 4.2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.33999999999999997,\n      \"summary\": null\n    },\n    {\n      \"username\": \"thewoweffect\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/113222443?u=cb21d15b0ce815d0f68167f2eca236aad6c64598&v=4\",\n      \"totalScore\": 4.4,\n      \"prScore\": 0,\n      \"issueScore\": 4.2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0.2,\n      \"summary\": \"thewoweffect: Focused on identifying and documenting system errors within the elizaos/eliza repository, specifically reporting a failure in the reflection evaluator. They successfully triaged and closed issue #6364 regarding the \\\"Entity not found\\\" error during update operations. Their activity this month was centered on issue reporting and troubleshooting within the core framework.\"\n    },\n    {\n      \"username\": \"samarth30\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/48334430?u=1fc119a6c2deb8cf60448b4c8961cb21dc69baeb&v=4\",\n      \"totalScore\": 4,\n      \"prScore\": 0,\n      \"issueScore\": 4,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"samarth30: Focused on project expansion by proposing a new \\\"Apps promotion\\\" feature for the elizaos/eliza repository. This contribution involved identifying a growth opportunity and documenting the requirement in issue #6341. Their primary focus this month was on feature ideation and initial project planning.\"\n    },\n    {\n      \"username\": \"Zenobow\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/255418143?v=4\",\n      \"totalScore\": 2.1,\n      \"prScore\": 0,\n      \"issueScore\": 2.1,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"Zenobow: Focused on identifying and documenting system inconsistencies within the elizaos/eliza repository. They reported a technical regression regarding eligibility mismatches and snapshot bugs related to Tangem Hardware (#6369). Their primary focus this month was on issue identification and troubleshooting hardware-related migration bugs.\"\n    },\n    {\n      \"username\": \"tdnupe3\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/25161668?u=94680b6bcbcfce954c7a9dd09d667a3919953041&v=4\",\n      \"totalScore\": 2,\n      \"prScore\": 0,\n      \"issueScore\": 2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"tdnupe3: Focused on expanding the ecosystem's financial capabilities by proposing a comprehensive implementation guide for AI agent payments. They initiated a strategic discussion in elizaos/eliza (#6365) regarding the integration of Circle and Coinbase APIs to facilitate automated transactions. Their primary focus this month was on architectural planning and documentation for payment infrastructure.\"\n    },\n    {\n      \"username\": \"metatev\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/26566294?u=a0604d1f9f7a7936e350643ffccaef1f2a808fad&v=4\",\n      \"totalScore\": 2,\n      \"prScore\": 0,\n      \"issueScore\": 2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"metatev: Focused on long-term project capabilities by proposing a strategic enhancement for smart contract deployment. They initiated a discussion on future infrastructure needs within the elizaos/eliza repository by opening issue #6367. Their primary focus this month was on architectural planning and expanding the platform's functional scope.\"\n    },\n    {\n      \"username\": \"GarrickBrown\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/41980127?u=605528eb2347d8e0368ae5b08e6fdbdbfb5c293b&v=4\",\n      \"totalScore\": 2,\n      \"prScore\": 0,\n      \"issueScore\": 2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"GarrickBrown: Focused on identifying and reporting stability issues within the Telegram plugin ecosystem. They documented a critical TypeError occurring during image processing, opening issue #23 in elizaos-plugins/plugin-telegram to facilitate a fix for the crashing bug. Their primary focus this month was on bug reporting and improving the reliability of plugin-based image handling.\"\n    },\n    {\n      \"username\": \"BinaryBluePeach\",\n      \"avatarUrl\": \"https://avatars.githubusercontent.com/u/192237769?v=4\",\n      \"totalScore\": 2,\n      \"prScore\": 0,\n      \"issueScore\": 2,\n      \"reviewScore\": 0,\n      \"commentScore\": 0,\n      \"summary\": \"BinaryBluePeach: Focused on identifying and reporting integration issues within the Discord plugin ecosystem. They documented a critical runtime error regarding undefined message functions in elizaos-plugins/plugin-discord (#43), providing essential feedback for troubleshooting the plugin's communication layer. Their activity this month was centered on bug reporting and system stability within the Discord integration.\"\n    }\n  ],\n  \"newPRs\": 38,\n  \"mergedPRs\": 22,\n  \"newIssues\": 96,\n  \"closedIssues\": 55,\n  \"activeContributors\": 31\n}",
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