The biggest value of having a detailed spec with a coding agent is it makes the code review phase SO much easier – reviewing if the code and tests the AI wrote matches the spec you worked on together is a much lighter lift than reviewing unplanned work
CODE
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Awesome LLM Apps: 106K Stars, 100+ Open Source AI Agents
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Awesome LLM Apps just crossed 106,000+ stars. 100+ AI Agent & RAG apps you can actually run – clone, customize, ship. AI Agents, Multi-agent Teams, MCP Agents, RAG, Voice Agents, Agent Skills. 100% Opensource and free. https://
github.com/Shubhamsaboo/a
wesome-llm-apps
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Plugins and Codex for Converting Knowledge into Action Items
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particularly useful for converting unstructured knowledge into structured action items! Plugins & Codex are a godsend combo
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AI Agent Integrates Data Across Multiple Internal Tools
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always a real feeling of magic to ask codex to perform a task that requires finding information scattered across slack, google docs, notion, and various internal tools, and it just figures it out
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CopilotKit and TanStack raise awareness in AI development
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great job copilotkit. and thank you tanstack for raising awareness!
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Replacing Anthropic’s Message Plugins with More Capable Alternatives
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You can replace Anthropic’s message plugins for sth more capable.
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Google Launches Gemini 3.1 Flash TTS for Developers
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Our most expressive and steerable TTS model yet! Designed to give builders granular control over AI-generated speech, Gemini 3.1 Flash TTS is really fun to play with! Available in preview today – for devs via the Gemini API & @GoogleAIStudio + for enterprises on Vertex AI https://t.co/iMiJJnbiIk
— Demis Hassabis (@demishassabis) 16 avril 2026Our most expressive and steerable TTS model yet! Designed to give builders granular control over AI-generated speech, Gemini 3.1 Flash TTS is really fun to play with! Available in preview today – for devs via the Gemini API & @GoogleAIStudio + for enterprises on Vertex AI
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Claude AI Feature Cloning GitHub Repos for Code Generation
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A https://
claude.ai feature I really like is you can tell it to "clone x/y from GitHub" and it can then answer questions about a repo, or use snippets of code from that repo to help build new artifacts – used that just now to solve a minor friction -
Software Engineer Research Development Role Opportunity
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Software Engineer (Research and Development)
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AI agents perform best with 5-10 MCP tools maximum
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AI agents perform best with 5-10 MCP tools maximum. When given hundreds of options, agents make poor decisions leading to hallucinations and errors.