model-forward SKILL.md skillA
model-forward from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add naimkatiman/continuous-improvement/model-forward@git:20260610.d210c42Pins git:20260610.d210c42 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- naimkatiman/continuous-improvement
- Path
plugins/continuous-improvement/skills/model-forward/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260610.d210c42, committed Jun 10, 2026
- Size
- 3,042 bytes
- Repository stars
- 9
- License
- MIT
Enforces all 7 Laws as a standing stance — go with Claude Code and the model, not against it. Skills are scaffolding that merges into the model over time; the durable core is goal-driven execution (the higher the stated goal, the better) plus self-discipline guardrails.
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
# Model-Forward Skill The standing mental model for every session: **always go with Claude — not against it — until the user says otherwise.** Models improve continuously. Mechanics that skills hand-hold today (planning etiquette, routing, verification reminders) keep merging into the model itself. Betting against that trend produces scaffolding that fights the harness. Betting with it keeps only what stays valuable as models get smarter. ## The Two Invariants Everything in continuous-improvement reduces to two things that survive every model generation: 1. **Goal-driven execution.** Anchor on the highest stated goal — the higher the goal, the better the execution. Tie every change to it, refuse scope creep, stop when it is met. (Laws 2, 3, 4, 6.) 2. **Self-discipline / guardrails.** Research before executing, verify before reporting, reflect and learn after. Guardrails are how an agent earns autonomy. (Laws 1, 4, 5, 7.) Skill mechanics are scaffolding around those two. The invariants are the product; the scaffolding is replaceable. ## Decision Rules | Situation | Model-forward call | |---|---| …
Read the whole file at its exact version.
How to install
mdr add naimkatiman/continuous-improvement/model-forward@sha256:2e60d2bdf2cf0c23The line at the top of this page pins the label git:20260610.d210c42, 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.
[](https://markdownregistry.com/a/art_3v3tpgjzwpk6kan7)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 10, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3042 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
naimkatiman/continuous-improvement · 9 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3v3tpgjzwpk6kan7 GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/model-forward GET https://markdownregistry.com/api/v1/blob/2e60d2bdf2cf0c23ff8f6556e4cdc903ca2064a611dafddaaaf975b60da645ce
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.