What is agentic engineering framework?

A hack stack for reliable AI agents: context fabrics for history/blast radius, task enforcement, TermLink for terminal orchestration. Turns forgetful LLMs into semi-trustworthy coders.

How does TermLink work in agentic engineering?

Injects commands into known terminal states via ASCII or sockets. Enables multi-agent coordination across machines—until Claude glitches to PTY.

Is agentic engineering ready for production?

Not yet. Great proofs, weak enforcement. Sandboxes needed, or expect drift and blasts.

☁️ Cloud & Infrastructure

Agentic Engineering's Messy Origin: Claude Amnesia to TermLink Hacks

Claude wipes its memory mid-task. That's the spark for agentic engineering. One dev's gritty hacks might just make AI agents usable—or not.

DevTools Feed Apr 03, 2026 3 min read 12 views

Diagram showing agentic engineering framework with context fabric, blast radius, and TermLink terminals

⚡ Key Takeaways

Agentic engineering hacks LLM amnesia with markdown memory and context fabrics. 𝕏
TermLink enables terminal-based agent coordination, but glitches persist. 𝕏
Real builds like email archiver prove potential—enforcement lags. 𝕏

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#AI agents #TermLink #agentic engineering #claude-code

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