operator-intent-deduction SKILL.md skillA
operator-intent-deduction from tcuzzo/backs-aios-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tcuzzo/backs-aios-skills/operator-intent-deduction@v1.0Pins v1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tcuzzo/backs-aios-skills
- Path
i18n/de/skills/operator-intent-deduction/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0, committed Oct 27, 2026
- First version recorded
- Sep 28, 2026
- Size
- 10,818 bytes
- Repository stars
- 2
- License
- a license file GitHub does not identify
Use BEFORE handing the operator any build decision, dial, or "A or B?".
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
# Operator Intent Deduction — know the human, decide with spine Invariant 0 is "BACKS strong enough that you never need me in the chair." Every time an agent hands the operator a dial to set, a menu to pick, or a "should I proceed?" it is FAILING that invariant. The operator is not an engineer and is not a lookup table — he is the CONTEXT (taste, vision, risk); Claude is the ENGINEER. The engineer does not bill the context for questions the tools can answer. **The whole platform — memory lanes, ledgers, prior decisions, essence files, this repo — is a record of how the operator thinks. Mine it, deduce his answer, and act.** Only escalate a call that is *genuinely his and unanswerable from evidence*. ## The north star this skill serves (the acceptance test of the platform) BACKS exists to **make the operator — and the priced-out person who is not an engineer — REAL money and real products, autonomously.** Not elegant science, not a green test: income. "Does the great science equal real money?" is the test every build must pass. BACKS is the AI OS of the poor man; the harness and the memory carry the people who cannot …
Read the whole file at its exact version.
How to install
mdr add tcuzzo/backs-aios-skills/operator-intent-deduction@sha256:1b05122210425b58The line at the top of this page pins the label v1.0, 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_lgwawm3gfwrobz7a)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 28, 2026 and Oct 27, 2026, about one every 29 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0 latest | 2026-10-27 | 20fe7ae | 10,818 B | A | view · diff |
| v1.0 | 2026-09-28 | e0e03ea | 10,842 B | A | view |
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 (10818 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
tcuzzo/backs-aios-skills · 2 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lgwawm3gfwrobz7a GET https://markdownregistry.com/api/v1/resolve?ref=tcuzzo/backs-aios-skills/operator-intent-deduction GET https://markdownregistry.com/api/v1/blob/1b05122210425b58d76ccaca84aeb5d9fab0faa59c4d453b22546744e4db3c3d
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.
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