{"repo":"kayba-ai/agentic-context-engine","free":true,"listed":false,"github":"https://github.com/kayba-ai/agentic-context-engine","clone":"git clone https://github.com/kayba-ai/agentic-context-engine.git","description":"🧠 Make your agents learn from experience. Now available as a hosted solution at kayba.ai","language":"Python","stars":2549,"topics":["ai-agents","ai-tools","context-engineering","llm","python","agent-memory","agents","ai","memory","agent-learning"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Agentic Context Engine (ACE) [!TIP] ACE is the open-source engine behind Kayba. If you'd rather have the whole loop managed for you, from failure investigation to fixes shipped as PRs, get a demo. --- AI agents don't learn from experience. They repeat the same mistakes every session, forget what worked, and ignore what failed. ACE is the open-source engine that adds a persistent learning loop. It also powers Kayba, the managed service that does this for your production agents automatically. The agent claims a seahorse emoji exists. ACE reflects on the error, and on the next attempt, the agent responds correctly — without human intervention. --- Proven Results Metric Result Context :------- :------- :-------- 2x consistency Doubles pass^4 on Tau2 airline benchmark 15 learned strategies, no reward signals 49% token reduction Browser automation costs cut nearly in half 10-run learning curve $1.50 learning cost Claude Code translated 14k lines to TypeScript Zero build errors, all tests passing --- Quick Start Option A — Interactive setup (recommended): Option B — Manual configuration: Then use it: No fine-tuning, no training data, no vector database. - Quick Start Guide - Setup Guide - Hosted API: Where Do Traces Come From? --- How It Works ACE maintains a Skillbook — a persistent collection of strategies that evolves with every task. Three specialized roles manage the learning loop: Role Responsibility :----- :--------------- Agent Executes tasks, enhanced with Skillbook strateg","default_branch":null,"files":null,"tree":[],"storefront":"/r/kayba-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kayba-ai/agentic-context-engine/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}