🔁 LoopKit — build self-improving systems.

The pattern that produced 15 kompress models, now integrating Addy Osmani's 5 building blocks, LangChain's 4 stacked loops, and Cobus Greyling's 7 production patterns.

Telegram bot + council + Colab + verification loop.

• loopkit

• main headroom PR

• kompress-eval-journey full blogpost

• All 15 kompress models — model cards with benchmarks, training details, and recommendations

• Ultrawhale training repo — the fine-tuning loop that produced these models

• Domain routing PR #1418 — 2x compression on code/logs via per-content-type bias

• Must-keep override PR #1419 — regex safety net that pushes agent MK survival to 1.000

• Heretic (the tool we borrowed the idea from) — adversarial ablation testing for LLMs

my github: peterlodri-sec