MemGPT-style virtual context-load egy 11.11 session indulásakor. B-2 sprint Week 3 rewrite (2026-05-13): a klasszikus aggressive 15-20K token-os cat-jel helyett lean ~5K token working+top-K episodic + semantic on-demand. B-1 Week 3-4 bővítés (2026-05-17): KO-DB Top-K structured facts réteg (13K+ fact, cross-source-corroboration ranking, instant SQLite). Production-stack v2 (2026-05-20): RRF hybrid-fusion retrieval (vault-search + agentmemory), 77.5% avg R@5 (+23pp), drop-in via vault-search-fusion CLI. Triggers: amikor a user 11.11start-ot használ, vagy "load context for " kérés.
EnglishKarpathy crystallization workflow — egy 11.11 session zárásakor a Learnings bullet-eket batch preview-vel propagálja a megfelelő perzisztens rétegekbe (Memory, Decisions, wiki, Glossary, Projects, Tasks). Triggers: amikor a user 11.11stop-ot használ, vagy a vault gyökerében ".last-stop-prompt" fájl jelenik meg, vagy kifejezetten kéri: "propagáld a tanulságokat" / "session crystallization".
Hungarian
AGENT SKILLS ATLASIncludes Load Session Context and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Load Session Context
MemGPT-style virtual context-load egy 11.11 session indulásakor. B-2 sprint Week 3 rewrite (2026-05-13): a klasszikus aggressive 15-20K token-os cat-jel helyett lean ~5K token working+top-K episodic + semantic on-demand. B-1 Week 3-4 bővítés (2026-05-17): KO-DB Top-K structured facts réteg (13K+ fact, cross-source-corroboration ranking, instant SQLite). Production-stack v2 (2026-05-20): RRF hybrid-fusion retrieval (vault-search + agentmemory), 77.5% avg R@5 (+23pp), drop-in via vault-search-fusion CLI. Triggers: amikor a user 11.11start-ot használ, vagy "load context for " kérés.
Propagate Session
Karpathy crystallization workflow — egy 11.11 session zárásakor a Learnings bullet-eket batch preview-vel propagálja a megfelelő perzisztens rétegekbe (Memory, Decisions, wiki, Glossary, Projects, Tasks). Triggers: amikor a user 11.11stop-ot használ, vagy a vault gyökerében ".last-stop-prompt" fájl jelenik meg, vagy kifejezetten kéri: "propagáld a tanulságokat" / "session crystallization".
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Load Session Context skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.