ai-output-verification-trust-tiers SKILL.md skillA
ai-output-verification-trust-tiers from deciqai/knowledge-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add deciqai/knowledge-skills/ai-output-verification-trust-tiers@git:20261025.cb4e537Pins git:20261025.cb4e537 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- deciqai/knowledge-skills
- Path
ai-output-verification-trust-tiers/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261025.cb4e537, committed Oct 25, 2026
- Size
- 8,050 bytes
- Repository stars
- 13
- License
- MIT
"Activate when: user says 'can we use the AI's output directly?', 'what needs human review and what doesn't?', 'how do we verify AI output?', 'the AI made up data again', or needs review rules for AI outputs, or is deciding where an agent may act automatically and where a human must sign off.
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
# AI Output Verification Trust Tiers ## Overview Teams usually make one of two mistakes with AI output. They trust all of it — and fabricated figures, citations or terms reach a client — or they review all of it, and the AI saves no time. Both are wrong, and the second quietly becomes the first: reviewers who check everything start approving without checking. The core mechanism: **tier every type of output by error cost × verifiability → give each tier a verification method and an evidence requirement → set escalation rules → move tiers up or down based on spot-check results.** Trust is set by what an error costs, not by how good the model usually is. Compose with [checklist](../checklist/SKILL.md) (a verification checklist per tier) · [margin-of-safety](../margin-of-safety/SKILL.md) (extra margin on high-cost outputs) · [agent-ops-monitoring](../agent-ops-monitoring/SKILL.md) (spot-checks and metrics in production) · [ai-content-factory-brand-consistency](../ai-content-factory-brand-consistency/SKILL.md) (the same gates applied to content at volume). ## When to Use …
Read the whole file at its exact version.
How to install
mdr add deciqai/knowledge-skills/ai-output-verification-trust-tiers@sha256:f94e0c1d11e5c30aThe line at the top of this page pins the label git:20261025.cb4e537, 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_idjqyfpjuiwigrwv)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 25, 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 (8050 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
deciqai/knowledge-skills · 13 stars · license MIT · pushed 2026-10-25 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_idjqyfpjuiwigrwv GET https://markdownregistry.com/api/v1/resolve?ref=deciqai/knowledge-skills/ai-output-verification-trust-tiers GET https://markdownregistry.com/api/v1/blob/f94e0c1d11e5c30af3f307a4495548cc68e5820d9878806ad17145cad2837cda
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.