corvinlabs/corvinos · corvin_operator/bundle/skills/ldd/loss-backprop-lens/SKILL.md

loss-backprop-lens skillA

loss-backprop-lens is agent-read markdown (skill) from corvinlabs/corvinos: Use when deciding whether to edit code at all, how large the edit should be, or whether a "working" fix actually generalizes. Applies when iterating on a failing test/run, chasing a flake, committing a sequence of small patches, or tempted to ship on one data point. Frames code changes as gradient steps and forbids overfitting to a single sample or a single test..

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.

How to install

Latest version
mdr add corvinlabs/corvinos/loss-backprop-lens@git:20260915.459047e
Exact content
mdr add corvinlabs/corvinos/loss-backprop-lens@sha256:96619d1bb87ac38c

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_tpikwxrt76x5arlm.svg)](https://markdownregistry.com/a/art_tpikwxrt76x5arlm)

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Versions

versioncommittedcommitsizeaudit
git:20260915.459047e latest2026-09-15 459047e 7,629 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7629 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

corvinlabs/corvinos · 11 stars · license Apache-2.0 · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tpikwxrt76x5arlm
GET https://markdownregistry.com/api/v1/resolve?ref=corvinlabs/corvinos/loss-backprop-lens
GET https://markdownregistry.com/api/v1/blob/96619d1bb87ac38cad407247bfc29b187b5da4e66838786524c61214ed556ef3