llms.txtA

llms.txt from naimkatiman/continuous-improvement is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add naimkatiman/continuous-improvement/llms.txt@git:20260906.fca30a4

Pins git:20260906.fca30a4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
naimkatiman/continuous-improvement
Path
llms.txt
Versions recorded
5
Latest version
git:20260906.fca30a4, committed Sep 6, 2026
First version recorded
Jul 10, 2026
Size
5,427 bytes
Repository stars
9
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# continuous-improvement

> The persistent-memory and runtime-discipline layer for Claude Code. It remembers the corrections you already gave, grounds every edit in real facts before it lands, and — through the Mulahazah engine — turns each fix into a reusable instinct, so a lesson learned once is applied automatically next time with no re-teaching. Built on the 7 Laws of AI Agent Discipline (research, plan, verify, reflect, learn) and shipped as 28 bundled skills, instinct-aware hooks, an MCP toolset for recall and reflection, and a GitHub Action transcript linter that feeds real work history back into sharper instincts.

## What This Is

The persistent-memory and discipline layer for AI coding agents. It carries the corrections Claude has already received from one session into the next, grounds each edit in real facts before it lands, and learns from every session so its competence compounds over time — research, plan, execute one thing at a time, verify, reflect, iterate, learn — building behavioral instincts via the Mulahazah learning system, so the same correction never has to be given twice and each run starts smarter than the last. Orchestration tools run a task; this is…
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add naimkatiman/continuous-improvement/llms.txt@sha256:d5329cd3097f8416

The line at the top of this page pins the label git:20260906.fca30a4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wxnwczgnatf6uupo.svg)](https://markdownregistry.com/a/art_wxnwczgnatf6uupo)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 10, 2026 and Sep 6, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20260906.fca30a4 latest2026-09-06 fca30a4 5,427 BA view · diff
git:20260906.3e80e822026-09-06 3e80e82 5,427 BA view · diff
git:20260822.80198a52026-08-22 80198a5 4,507 BA view · diff
git:20260814.16dbf412026-08-14 16dbf41 3,622 BA view · diff
git:20260710.61572d42026-07-10 61572d4 3,622 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (5427 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

naimkatiman/continuous-improvement · 9 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wxnwczgnatf6uupo
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/llms.txt
GET https://markdownregistry.com/api/v1/blob/d5329cd3097f8416e5f6268d35c5240fc2800c047b0c5b51315b512c78abb76d

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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