jnpiyush/agentx · .github/skills/ai-systems/feedback-loops/SKILL.md

feedback-loops skillA

feedback-loops is agent-read markdown (skill) from jnpiyush/agentx: Design and implement feedback loops for continuous AI/ML improvement. Use when building RLHF/RLAIF pipelines, user feedback collection systems, reward modeling, iterative model refinement workflows, or online learning strategies..

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 jnpiyush/agentx/feedback-loops@v1.0.0
Exact content
mdr add jnpiyush/agentx/feedback-loops@sha256:6688a4671e0ea608

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_cgs6agmwwhtvjkjc.svg)](https://markdownregistry.com/a/art_cgs6agmwwhtvjkjc)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-09-15 f17c505 13,035 BA view · diff
v1.0.02026-04-22 7f3a017 13,033 BA view · diff
v1.0.02026-03-01 969f335 13,020 BA view · diff
v1.0.02026-03-01 ac76f34 11,265 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 (13035 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

jnpiyush/agentx · 16 stars · license Apache-2.0 · pushed 2026-09-18 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_cgs6agmwwhtvjkjc
GET https://markdownregistry.com/api/v1/resolve?ref=jnpiyush/agentx/feedback-loops
GET https://markdownregistry.com/api/v1/blob/6688a4671e0ea6088f5b5002be385782b3bec2326bc508c07c68c7d6445446c8