justify skillA
justify is agent-read markdown (skill) from athola/claude-night-market: Audits changes for additive bias and Iron Law compliance. Use when reviewing completed work before merging or after AI-assisted implementation..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
> The simplest change that fixes the problem is the > safest change to merge. > Adding code is easy. Removing the need for code is > engineering. # Justify ## The Additive Bias Problem AI models are trained to be helpful, which creates a systematic bias toward *adding* code rather than *fixing* root causes: | AI Default Behavior | Correct Behavior | |---------------------|------------------| | Add a workaround | Fix the root cause | | Modify test expectations | Fix the implementation | | Create a new helper | Use an existing one | | Add error handling | Prevent the error | | Add a compatibility shim | Remove the old code | | Wrap in try/catch | Fix the exception source | This skill audits changes for these patterns and requires explicit justification for each. ## When To Use - After completing implementation work - Before committing or creating PRs - When reviewing your own changes for quality - When scope-guard flags RED/YELLOW zone ## When NOT To Use - Before writing the code, because this audits work already done (use `imbue:karpathy-principles`) - Deciding whether a feature belongs in scope (use `imbue:scope-guard`) ## Audit Protocol ### Step 1: Gather the Delta …
Read the whole file at its exact version.
How to install
mdr add athola/claude-night-market/justify@git:20260713.f98719bmdr add athola/claude-night-market/justify@sha256:9f5b2d8c530bee9bPin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_zf6lhqrfdpjmd4di)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260713.f98719b latest | 2026-07-13 | f98719b | 13,469 B | A | view · diff |
| git:20260601.8d67212 | 2026-06-01 | 8d67212 | 13,275 B | A | view · diff |
| git:20260531.36e7806 | 2026-05-31 | 36e7806 | 13,278 B | A | view · diff |
| git:20260521.6f5c7d9 | 2026-05-21 | 6f5c7d9 | 12,160 B | A | view · diff |
| git:20260508.c09f147 | 2026-05-08 | c09f147 | 12,087 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 (13469 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
athola/claude-night-market · 338 stars · license MIT · pushed 2026-09-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_zf6lhqrfdpjmd4di GET https://markdownregistry.com/api/v1/resolve?ref=athola/claude-night-market/justify GET https://markdownregistry.com/api/v1/blob/9f5b2d8c530bee9b9910caba51d2e70ca3a0879868141bfa1c730d380fca5fd4
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