jiang-agent-transcript-pass SKILL.md skillA

jiang-agent-transcript-pass from apresmoi/jianglens is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add apresmoi/jianglens/jiang-agent-transcript-pass@git:20260515.c54bf1f

Pins git:20260515.c54bf1f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
apresmoi/jianglens
Path
.codex/skills/jiang-agent-transcript-pass/SKILL.md
Versions recorded
2
Latest version
git:20260515.c54bf1f, committed May 15, 2026
First version recorded
May 3, 2026
Size
4,504 bytes
Repository stars
11
License
a license file GitHub does not identify

Use this skill when an agent processes Jiang Lens transcript packets into semantic JSON outputs: interactions, speaker uncertainty, claims, glossary candidates, and chronology notes.

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

# Jiang Agent Transcript Pass

Use this for semantic processing of `content/workflow/tasks/<source-slug>/transcript-agent-packets.jsonl`.

## Model Policy

Use `gpt-5.4` for normal transcript packet parsing. Scheduled production wakes
should use low reasoning when supported. Request escalation for noisy ASR,
ambiguous speaker interaction, dense Great Books passages, or geopolitical
argument chains.

Escalate to `gpt-5.5` when the packet contains unusual Jiang metaphors,
possible contradictions with earlier sources, hard speaker ambiguity, or
material likely to mutate the public lens. Do not use mini-class models for
normal packet parsing; they are only for coordination or cheap comparison.

The corpus is now a calibration anchor. Use existing semantic bundles, strong
episode reads, and lens pages as comparison surfaces when judging whether a
packet contains a recurring mechanism or a new source-specific pressure.

## Contract

Process only the packet's `focus_refs`. Use `context_segments` only to interpret those focus refs.

Return JSON matching:

```text
ops/schemas/agent-transcript-pass.schema.json
```

Validate outputs with:

```bash
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add apresmoi/jianglens/jiang-agent-transcript-pass@sha256:4757aa8cba338e10

The line at the top of this page pins the label git:20260515.c54bf1f, 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_pfdenuxyl5vgtv2m.svg)](https://markdownregistry.com/a/art_pfdenuxyl5vgtv2m)

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

Versions

The registry has recorded 2 versions of this file, between May 3, 2026 and May 15, 2026, about one every 12 days.

versioncommittedcommitsizeaudit
git:20260515.c54bf1f latest2026-05-15 c54bf1f 4,504 BA view · diff
git:20260503.16af4fa2026-05-03 16af4fa 4,024 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 (4504 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

apresmoi/jianglens · 11 stars · license a license file GitHub does not identify · pushed 2026-09-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pfdenuxyl5vgtv2m
GET https://markdownregistry.com/api/v1/resolve?ref=apresmoi/jianglens/jiang-agent-transcript-pass
GET https://markdownregistry.com/api/v1/blob/4757aa8cba338e10be123f3e31afb8e1e647b30835735cac25e6242051c3b309

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.

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