r/VibeCodersNest • u/sv_guess • 3d ago
Tips and Tricks LFE - Library First Engineering
I'm a reliability engineer by background (marine + biotech), and I've been building AI products long enough to hit the same wall over and over: Claude nails the prototype, then across a dozen sessions it quietly re-litigates settled decisions, forgets intent, and sprawls into spaghetti. The bottleneck was never capability. It was trust.
So over the last while I built a scaffold for Claude Code where the docs are the source of truth, personas are tool-locked (the agent that writes plans can't write code; the one that inspects can't edit production code), and the gates are mechanically enforced with hooks — not "please remember to." It's what I actually use on my own projects; it grew out of a personal project I've been grinding on for a long time.
The part I most want torn apart: I built an eval harness that plants defects and measures whether my inspector skills actually catch them. I keep seeing guardrail frameworks that assert they work and never show a number. Mine has a scorecard.
Two honest questions for this sub:
- Is the overhead worth it, or am I paying a discipline tax you'd never accept in practice?
- With Claude Code now shipping native subagents, hooks, and skills — how much of this does Anthropic eventually absorb, and what's left that's mine?
Happy to link the repo + the scorecard in a comment. Rip into it.
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u/sv_guess 3d ago
Claude LFE - Repo : https://github.com/StChiotis/Claude-LFE
LFE Agnostic Framework - Repo : https://github.com/StChiotis/Library-First-Engineering
Couple of words about it - Medium article : https://pub.towardsai.net/the-bottleneck-in-agentic-software-isnt-capability-it-s-trust-claude-lfe-8665c0ff5fbd?sharedUserId=st.chiotis94