lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/system-manual/reference/trajectory-mining/SKILL.md

trajectory-mining skillA

trajectory-mining is agent-read markdown (skill) from lingtai-ai/lingtai-kernel: Nested system-manual reference for trajectory mining — turning LingTai runtime event streams into validated, actionable improvement candidates. Read this after `reference/sqlite-log-query/SKILL.md` has given you the data access layer: manifest policy, cheap-model/daemon strategy, prompt templates, the finding schema and confidence rubric, the digest template, output routing, and periodic mode..

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 lingtai-ai/lingtai-kernel/trajectory-mining@v1.0.0
Exact content
mdr add lingtai-ai/lingtai-kernel/trajectory-mining@sha256:f702c67e021538f7

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_beicpoqssrm673bd.svg)](https://markdownregistry.com/a/art_beicpoqssrm673bd)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-07 4093db3 16,814 BA view · diff
v1.0.02026-08-07 51139ee 16,721 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 (16814 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

lingtai-ai/lingtai-kernel · 11 stars · license Apache-2.0 · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_beicpoqssrm673bd
GET https://markdownregistry.com/api/v1/resolve?ref=lingtai-ai/lingtai-kernel/trajectory-mining
GET https://markdownregistry.com/api/v1/blob/f702c67e021538f706c58f483cdabcf6b5274234d6ff022929800bfa4975e68b

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.