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muratcankoylan avatar

Latent Briefing

muratcankoylan/agent-skills-for-context-engineering
16.5k starsMIT
Summary

If you're running orchestrator-worker agent systems and watching token costs compound as the orchestrator's trajectory gets replayed to every worker, this skill shows you how to share state at the KV cache level instead of text. It adapts Attention Matching compaction with task-guided queries and robust thresholding to keep only the positions the worker actually needs for its current subtask. The technique requires runtime access to KV tensors, so it won't work through standard APIs, but the documented results show material worker-token savings on long-document QA with low-single-digit-second overhead. It's a specialized primitive for systems where summarization is too lossy and full context replay is too expensive.

Install to Claude Code

npx -y skills add muratcankoylan/agent-skills-for-context-engineering --skill latent-briefing --agent claude-code

Installs into .claude/skills of the current project.

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CodeRabbit
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AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
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Files
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Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
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Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
Backend & APIsAI & Agent BuildingAutomation & Workflows
First SeenJun 11, 2026
View on GitHub

More from muratcankoylan/agent-skills-for-context-engineering

All 17 skills →
  • Memory Systems
  • Multi Agent Patterns
  • Project Development
  • Tool Design
  • Context Engineering Collection3.5k
  • Advanced Evaluation
  • Context Engineering Collection
  • Bdi Mental States
  • Context Compression
  • Context Degradation
  • Context Fundamentals
  • Context Optimization
  • Evaluation
  • Filesystem Context
  • Harness Engineering
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