daemon-forensics SKILL.md skillA

daemon-forensics from lingtai-ai/lingtai-kernel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lingtai-ai/lingtai-kernel/daemon-forensics@v1.4.0

Pins v1.4.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lingtai-ai/lingtai-kernel
Path
src/lingtai/tools/daemon/manual/reference/forensics/SKILL.md
Versions recorded
6
Latest version
v1.4.0, committed Sep 9, 2026
First version recorded
Jul 11, 2026
Size
5,076 bytes
Repository stars
11
License
Apache-2.0

Nested daemon-manual reference for durable run artifacts, state/result inspection, transcripts, token ledgers, and interpreting exit 143/SIGTERM.

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

# Daemon Forensics Reference

Read this when a run needs evidence beyond the notification or `check` result.
The run directory is durable evidence, not a disposable workspace.

## Durable run layout

New tasks get `daemons/em-<id>/` under the parent working directory (or the
standalone state root). Returned id, `daemon.json.run_id`, and folder name
identify the same new run; legacy ids can be ambiguous, so prefer exact run ids.
`reclaim` cancels all running manager-owned work but leaves its files. A molt clears conversation
context; it does not wipe durable stores or run folders.

```text
daemons/em-<id>/
├── daemon.json             # identity, state, call parameters, previews
├── artifacts.json          # metadata-only manifest, written at terminal time
├── result.txt              # full result or bounded error text
├── .prompt                 # constructed system prompt
├── history/chat_history.jsonl
└── logs/{events,token_ledger}.jsonl
```

`artifacts.json` contains run-relative `{path, size, mtime, role}` entries plus
`state`, `result_path`, `error_path`, `artifacts_total`, and `truncated`. It
contains paths and metadata, never file contents. `check` prefers this
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lingtai-ai/lingtai-kernel/daemon-forensics@sha256:72b59dd930416fbe

The line at the top of this page pins the label v1.4.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ui2hu2ueuldugx2s.svg)](https://markdownregistry.com/a/art_ui2hu2ueuldugx2s)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jul 11, 2026 and Sep 9, 2026, about one every 12 days.

versioncommittedcommitsizeaudit
v1.4.0 latest2026-09-09 336ec0e 5,076 BA view · diff
v1.3.02026-07-28 80bc98c 10,771 BA view · diff
v1.2.12026-07-19 88e075a 10,691 BA view · diff
v1.2.12026-07-16 d9dd484 10,979 BA view · diff
v1.2.12026-07-14 b410ffc 10,978 BA view · diff
v1.2.12026-07-11 57d1ea0 10,732 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (5076 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 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ui2hu2ueuldugx2s
GET https://markdownregistry.com/api/v1/resolve?ref=lingtai-ai/lingtai-kernel/daemon-forensics
GET https://markdownregistry.com/api/v1/blob/72b59dd930416fbe4b4e2d1b649fd55627fe7393e67926a1f344a9f83a73a8d5

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.

More from lingtai-ai/lingtai-kernel

AGENTS.md AGENTS.md file
lingtai-ai/lingtai-kernel · AGENTS.md
git:20260915.6a7c067 · audit A · 11 stars
CLAUDE.md CLAUDE.md file
lingtai-ai/lingtai-kernel · CLAUDE.md
git:20260714.b410ffc · audit A · 11 stars
lingtai-kernel-dev SKILL.md skill
lingtai-ai/lingtai-kernel · dev-guide-skill/SKILL.md · Mandatory repository-local development guide for LingTai's Python kernel and runtime. Use this before changing code…
git:20260810.a0f7998 · audit A · 11 stars
hello-lingtai SKILL.md skill
lingtai-ai/lingtai-kernel · docs/examples/agent-plugins/hello-lingtai/skills/hello-lingtai/SKILL.md · The example Agent Plugin's one skill. Reach for it only to confirm that plugin registration worked: if this skill is in…
v1.0.0 · audit A · 11 stars
lingtai-doctor SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-doctor/SKILL.md · Read-only health diagnostics when an agent looks dead but the evidence is mixed, or a migration may have left stale…
v0.2.0 · audit A · 11 stars
lingtai-kernel-anatomy SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-kernel-anatomy/SKILL.md · Enter the Python kernel Anatomy/Contract graph before source navigation or maintaining architecture maps; explains how…
v0.5.0 · audit A · 11 stars
lingtai-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-manual/SKILL.md · Retirement reference for legacy character memory; use unified Pad and Knowledge.
v2.1.0 · audit A · 11 stars
lingtai-recipe SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/SKILL.md · Menu manual (not a tool) for recipes — the named payload that shapes an orchestrator's greeting, ongoing behaviour, and…
v3.3.0 · audit A · 11 stars
recipe-export-flow SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/reference/export-recipe/SKILL.md · Nested lingtai-recipe reference for exporting a standalone recipe bundle from a live network or methodology: scope…
v1.1.0 · audit A · 11 stars
recipe-format-reference SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/reference/recipe-format/SKILL.md · Nested lingtai-recipe reference for authoring and validating recipe bundles: bundle structure, .recipe/recipe.json…
v1.1.0 · audit A · 11 stars
pad-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/pad-manual/SKILL.md · Read before editing the living Pad, pinning references, or preparing Pad state for rebuild/molt.
v2.1.0 · audit A · 11 stars
psyche-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/psyche-manual/SKILL.md · Compact router for Psyche's private-memory and procedure domains (pad, knowledge, skills), the shared file→rebuild…
git:20261017.6531f09 · audit A · 11 stars

Every file in lingtai-ai/lingtai-kernel

Browse by kind, by grade A, or by owner.