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Hypernym

Built at WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases · Jan 31, 2026 · San Francisco, CA

Hypernym — Demo video

Cache: Self-Improving Agent Memory for Claude Code AI coding agents lose all context between sessions—successful patterns vanish, mistakes get repeated, and teams never build on their wins. Cache solves this by creating organizational memory for AI agents. How it works: 1. Monitor - Connects to Claudestorm to track active Claude Code sessions in real-time 2. Detect - A control panel watches for success signals: git commits, passing tests, successful deploys, user-marked "magic" checkpoints, and issues/blockers 3. Enrich - Each event gets tagged with tech stack, goal type, token usage, and confidence scores 4. Store - Patterns push to Weave 5. Retrieve - Future agents query these patterns via MCP to learn from past successes The feedback loop: Agent succeeds → Cache detects → Push to Weave → Future agents query → Better outcomes It transforms individual session wins into collective intelligence.

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