The collaboration layer for AI teams: domain experts annotate and review agent behavior, engineers improve the agent from what they find.
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Oct 21, 2026 - Python
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feedback-loop
Here are 56 public repositories matching this topic...
An open-source cost controller for AI agent loops — stops a loop when it's actually converged and rolls back before it degrades, instead of running to a fixed max_iterations cap. Real-time loop-gain (Aβ) bands + best-so-far rollback. Adapters for LangGraph, CrewAI, AutoGen, LangChain, OpenAI Agents, and Claude Agent SDK; raw API for custom stacks.
python feedback-loop control-theory cost-control ai-agents claude autogen loop-detection early-stopping llm anthropic agentic crewai langgraph agentic-ai agent-orchestration openai-agents divergence-detection infinite-loop-detection verify-revise
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Sep 30, 2026 - Python
Astra Skill Optimizer for GPT-6/Astra project Skill and workflow adaptation
ai skill developer-tools software-quality feedback-loop continuous-improvement ai-agents requirements-engineering conversation-analysis privacy-first openai-codex agent-skills claude-code project-optimizer
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Sep 16, 2026 - Python
Shared memory for AI coding tools: hybrid search, cited Q&A, harness memory discovery and a built-in Web console. Local index, MCP + HTTP.
wiki mcp embeddings memory-management feedback-loop knowledge-base obsidian personal-knowledge-base bm25 query-rewriting ai-agents rag local-first second-brain chromadb retrieval-augmented-generation ollama mcp-server cross-ide incremental-indexing
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Oct 20, 2026 - Python
Experimental interface environment for open source LLM, designed to democratize the use of AI. Powered by llama-cpp, llama-cpp-python and Gradio.
text-generation artificial-intelligence data-analysis feedback-loop windows-compatible ethical-ai large-language-models prompt-engineering llama-cpp local-ai llama-cpp-python open-source-ai prompt-chaining model-chaining gguf-models ai-interface democratizing-ai samantha-ai model-iteraction ai-experimentation
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Oct 11, 2025 - Python
ICDE 2025 Paper, Grounding Natural Language to SQL Translation with Data-Based Self-Explanations
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May 24, 2025 - Python
Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized for AI development workflows with comprehensive testing insights and automated analysis.
training mock api ai mcp models swagger openapi mocking-utility feedback-loop mocking-server training-data llm mcp-servers mcp-server
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Oct 11, 2026 - Python
An accountability layer for investment agents: thesis cards, prediction ledgers, stock screeners, and feedback loops.
finance thesis stock-market quantitative-finance investment feedback-loop ai-agents trading-journal portfolio-management stock-screener local-first investment-research equity-research llm auditable-ai evidence-first judgment-os investment-agents prediction-ledger accountability-layer
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Sep 11, 2026 - Python
This repository contains meTTa experiments for the OpenPsi Architecture.
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Feb 28, 2026 - Python
Explainable AI for Pneumonia Detection from Chest X-rays. Fast Streamlit app with GradCAM visualizations, human-in-the-loop feedback and retraining, batch processing, audit logging, and full Docker support. Privacy-first, clinically inspired, and ready for research, demo, or hospital use.
docker ai computer-vision deep-learning pytorch healthcare medical-imaging feedback-loop mlops efficientnet streamlit gradcam-visualization retraining-model
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Aug 14, 2025 - Python
Reflexion episodic failure memory buffer accumulating self-critiques and trial corrective plans
mcp developer-tools feedback-loop error-recovery python-standard-library reflexion self-correction agent-learning agent-skills critique-memory episodic-buffer
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Sep 29, 2026 - Python
Reflexion episodic failure memory buffer accumulating self-critiques and trial corrective plans
mcp developer-tools feedback-loop error-recovery python-standard-library reflexion self-correction agent-learning agent-skills critique-memory episodic-buffer
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Sep 29, 2026 - Python
Self-Regulating Systems
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Feb 20, 2026 - Python
Turn goals, existing Skills, and authorized work records into bounded Agent Loops, then export a Codex Skill or Compact Prompt with separate verifiable evidence.
feedback-loop codex workflow-automation ai-agents evidence prompt-engineering deterministic-build agent-skills skill-engineering
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Aug 2, 2026 - Python
A self-improving personal state system: an AI agent reads your journal through PAD emotion, security/hope (G) and growth (XP) lenses, asks for your feedback, and turns it into rules. Python stdlib only.
python markdown cli stdlib quantified-self journaling feedback-loop obsidian mental-health self-improvement agents self-tracking preference-learning mood-tracker daily-notes personal-knowledge-management emotion-tracking ai-agent llm pad-model
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Oct 15, 2026 - Python
Generative Feedback Loops with Neon serverless Postgres, Azure Functions, and Azure OpenAI
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Apr 21, 2026 - Python
PyPlasmaFractal: A Python application for real-time generation of complex fractal noise visuals with feedback effects, featuring interactive controls, diverse effects, and video recording capabilities.
python opengl graphics glfw imgui glsl feedback-loop noise-generator fractals visual-effects moderngl computer-art interactive-ui
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Jan 24, 2026 - Python
An external runtime for evidence-based agent recursive self-improement.
python cli benchmarking feedback-loop rsi ai-agents agent-framework experiment-management large-language-models prompt-optimization workflow-optimization llm-agents deepseek recursive-self-improvement agentic-ai agent-evaluation terminal-bench agent-harness harness-engineering self-improving-agents
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Oct 19, 2026 - Python
AI-driven GEO content operating system: analysis, generation, semi-automated distribution, and feedback optimization loop.
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Apr 28, 2026 - Python
Self-improving feedback loop for Claude Code. Makes Claude learn from its mistakes across sessions.
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Jul 23, 2026 - Python
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