Use when the user requests integration testing, feature validation, or test plan execution
日本語の概要は準備中です。原文の説明を表示しています。
Produce a researched long-form article from a topic prompt via an orchestrated pipeline - research agent (first-person sources, working-definition gate), narrative-architecture outline, writer/cold-reviewer loop with an explicit ACCEPT/REVISE verdict contract, then a catalog-deslop pass with a regression gate. The orchestrator dispatches subagents only; the writer never judges its own draft. Use when the user says "article factory", "write an article about X", "run the article pipeline", or asks for a researched long-form piece produced end-to-end. For essays and micro posts in the user's own voice without a research stage, use the prose skill instead.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Topic in, reviewed article out. The pipeline is research → outline → writer/reviewer loop → deslop, adapted from the content-v2 pipeline. Every stage's output is judged by an agent that did not produce it.
You are the orchestrator. You do exactly three things:
You do NOT research, outline, write, or review prose yourself. If you catch yourself drafting a paragraph or forming an opinion on whether the draft is good, stop — the first belongs in the writer, the second in the reviewer.
THE WRITER NEVER JUDGES THE DRAFT. A COLD REVIEWER'S ACCEPT IS THE ONLY EXIT.
No iteration ends because the draft "reads well now". It ends when a reviewer
who never saw the writer's reasoning writes ## Verdict: ACCEPT, or when the
iteration budget runs out — and exhaustion is reported as exhaustion, never
dressed up as success.
| Input | Required | Notes |
|---|---|---|
| Topic prompt | yes | One or a few sentences; becomes the brief |
| Project | no | Lifeos project handle, for where the final artifact lands |
| Word target | no | Default 2000–3500 words; the floor feeds the deslop gate |
| Existing brief | no | A user-written source.md replaces the generated brief verbatim |
All pipeline artifacts live in /tmp/article-<slug>-<timestamp>/:
source.md # the brief: thesis + constraints (authoritative)
research_notes.md # sourced evidence + working definition
outline.md # narrative architecture
draft.md # the article, rewritten in place each iteration
review-<n>.md # one per reviewer pass
log.md # append-only editorial log
Only the finished article and the editorial log are copied into the repo at
the end (content/<project>/briefs/). Pass paths, not contents to every
subagent — never paste the draft, notes, or reviews into a prompt.
digraph article_factory {
rankdir=TB; node [shape=box];
brief [label="Write source.md\n(brief + constraints)"];
research [label="Research agent\n→ research_notes.md"];
defgate [label="Working Definition\npresent + consistent?" shape=diamond];
outline [label="Outline agent\n→ outline.md"];
writer [label="Writer agent\n→ draft.md"];
lint [label="Orchestrator: lint.sh"];
reviewer [label="Cold reviewer\n→ review-n.md"];
verdict [label="Verdict?" shape=diamond];
deslop [label="catalog-deslop skill\n(word floor from brief)"];
ship [label="Copy to content/, commit,\nhonest report" shape=doublecircle];
brief -> research -> defgate;
defgate -> research [label="missing"];
defgate -> outline -> writer -> lint -> reviewer -> verdict;
verdict -> writer [label="REVISE, iter < 5"];
verdict -> deslop [label="ACCEPT, or\nbudget exhausted"];
deslop -> ship;
}
Write source.md yourself (this is state management, not prose): the topic as
a one-paragraph thesis, then ## Constraints:
../catalog-deslop/references/lint.sh).If the user supplied a brief, use it verbatim and only fill in missing constraints.
One agent, web access allowed:
You are a research agent for a long-form article.
Brief: <source.md path>. Write your notes to <research_notes.md path>.
Source priority is strict: first-person accounts first — engineering blog
posts, conference talks, postmortems, forum threads by people who did the
thing. Secondary analysis (news, listicles, other people's summaries) is
supporting material, never the backbone.
Every claim in your notes gets a "Sources:" line with the URL. A claim you
cannot source does not go in the notes.
End the notes with "## Working Definition": 2–3 sentences pinning down what
the article's central term means here. Then re-read your own notes and flag
every piece of evidence that only supports the claim if the term means
something else. Those items must be cut or the definition must be broadened
explicitly — pick one and do it before you finish.
Gate before proceeding: research_notes.md exists, has Sources lines, and has
a Working Definition section. Missing definition → redispatch, don't patch it
yourself.
One agent:
You are a narrative architecture agent.
Brief: <source.md path>. Research: <research_notes.md path>.
Write the outline to <outline.md path> with exactly these sections:
## Central Thesis — one sentence.
## Named Concept — coin one memorable name for the core idea (the Paul Graham
"Blub Paradox" move), or state "none earned" if the material doesn't support one.
## Assumption Being Dismantled — what the reader currently believes.
## Hook — anomaly-first opening per Gwern's "First, Make Me Care": one
anomalous, concrete phrase that creates a need the article resolves. If you
raise curiosity you must pay it off; note where in the outline it pays off.
## Sections — for each: the claim, the evidence from the research notes that
proves it (cite the note), and what new thing it introduces.
## Closing — extends the argument outward; never summarizes.
Use only evidence that exists in the research notes.
Writer (iteration 1):
You are the writer. Produce the article at <draft.md path> (Write tool,
before you finish — this is mandatory).
Brief: <source.md>. Outline: <outline.md>. Research: <research_notes.md>.
Voice rules:
- High-school vocabulary. Write the way a smart person talks over coffee, not
the way they write a conference paper.
- Uneven, human pacing. Some sentences should be five words. The next one forty.
- Specific claim in sentence one. No warm-up.
- Practitioner, not analyst: show what was tried and what failed.
- Nothing flagged by ../catalog-deslop/references/lint.sh — read the pattern
list before writing. No em dashes, no semicolons.
When the draft is done, run a factuality pass against the research notes:
every factual claim in the draft must trace to a note. A claim with no
support is FABRICATED — cut it. A claim stretched beyond what its source says
is DISTORTED — weaken it to exactly what the source supports. Do this before
you finish; do not report claims as checked without tracing them.
Writer (iteration ≥2): same prompt, plus the paths to the latest
review-<n>.md and the lint output file, and: "Address every issue in the
review. The lint output is pasted below verbatim — fix every flagged line."
(The lint output is the one exception to paths-only: paste it, it is short and
the writer must see the exact lines.)
Between writer and reviewer, run
bash ../catalog-deslop/references/lint.sh <draft.md> and save the output.
Cold reviewer — never sees the writer's reasoning or prior reviews:
You are the cold editorial reviewer, iteration <n> of 5.
Brief: <source.md>. Outline: <outline.md>. Research: <research_notes.md>.
Draft: <draft.md>. Lint output: <lint file path>.
Write <review-n.md path> in exactly this format:
## Verdict: ACCEPT|REVISE
## Issues
- [tag] line <n>: "<quote>" — <issue> (tags: [slop] [factual] [argument] [structure] [brief])
## Summary
<3 lines max>
Rules:
- ACCEPT only when the prose reads like a human expert practitioner wrote it.
- Argument gate: for each section, does the cited evidence logically prove the
section's claim? Correlation presented as causation without a mechanism →
REVISE with [argument].
- Factual gate: spot-check 3 claims against the research notes.
- Brief gate: word count and constraints in source.md are binding.
- Iterations 1–2: any [slop] issue → REVISE. Iteration 3+: only 3 or more
remaining slop issues block; isolated slop in an otherwise strong draft is
not blocking.
- You review; you do not fix. Do not edit the draft.
Parse the verdict from ## Verdict: exactly; an unparseable review counts as
REVISE and gets redispatched once. ACCEPT → step 4. Five REVISEs → proceed to
step 4 anyway, but the log and the final report must say
Reviewer: REVISE (exhausted) with the unresolved issues listed. Do not claim
ACCEPT.
Read ../catalog-deslop/SKILL.md and execute it on draft.md, passing the
brief's word floor. Its regression gate is mandatory — the known failure of
this pipeline's ancestor was exactly here: the final pass shaved drafts under
the brief and reintroduced lint violations with no re-check. The gate exists
because that happened.
draft.md to content/<project>/briefs/<slug>.md (or where the user
asked). Append a final entry to log.md — per-iteration verdicts, word
count vs brief, deslop gate result, open gaps — and copy it to
content/<project>/briefs/article-log-<slug>.md.| Failure mode | Protection |
|---|---|
| Writer self-certifies quality | Iron law; reviewer is a separate cold agent |
| Reviewer rubber-stamps to end the loop | Verdict contract + explicit ACCEPT bar + argument/factual gates |
| Evidence quietly redefines the topic | Working Definition gate in research |
| Fabricated or stretched claims | Writer's mandatory trace-to-notes pass + reviewer spot-check |
| Loop exhaustion dressed as success | REVISE (exhausted) is the required label |
| Final deslop regresses length/lint | catalog-deslop regression gate with the brief's word floor |
| Orchestrator writes "just the intro" | Role section — drafting belongs to the writer, always |
| Item | Value |
|---|---|
| Working dir | /tmp/article-<slug>-<timestamp>/ |
| Loop budget | 5 writer/reviewer iterations |
| Exit | ## Verdict: ACCEPT or honest exhaustion |
| Leniency | [slop] blocks absolutely in iters 1–2; 3+ instances thereafter |
| Lint | ../catalog-deslop/references/lint.sh (run between writer and reviewer) |
| Final stage | catalog-deslop skill, word floor from brief |
| Ships to | content/<project>/briefs/ + committed |
## Verdict: line.まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Use when the user requests integration testing, feature validation, or test plan execution
日本語の概要は準備中です。原文の説明を表示しています。
Use when the user wants to systematically fix AI code slop — duplicated logic, over-engineering, silent error swallowing, convention drift, cargo-cult patterns, and other LLM-introduced architectural decay — over a specified duration
日本語の概要は準備中です。原文の説明を表示しています。
Runs autonomous keep/discard experiments on a codebase to optimize a single metric for a fixed duration, in the style of karpathy/autoresearch. Use when the user says "autoresearch" (optionally with a focus, e.g. "autoresearch the optimizer"), asks to run experiments on a repo overnight, to hill-climb or optimize a metric autonomously, or points at a repo with a karpathy-style program.md.
日本語の概要は準備中です。原文の説明を表示しています。
Create custom modules for [Harbor Boost](https://github.com/av/harbor/tree/main/boost), an optimizing LLM proxy. Use when building Python modules that intercept/transform LLM chat completions—reasoning chains, prompt injection, structured outputs, artifacts, or custom workflows. Triggers on requests to create Boost modules, extend LLM behavior via proxy, or implement chat completion middleware.
日本語の概要は準備中です。原文の説明を表示しています。
Systematically explore and test any software project (CLI, API, Backend, Library, etc.) to find bugs, usability issues, and edge cases. Produces a structured report with full reproduction evidence (exact commands, inputs, logs, and tracebacks) for every issue.
日本語の概要は準備中です。原文の説明を表示しています。
Fully autonomous bug hunting pipeline — discover bugs in a scoped area using parallel subagents, independently triage each finding, fix confirmed issues with subagents, then audit all fixes against repo constraints and target platforms. Runs end-to-end without user interaction.
日本語の概要は準備中です。原文の説明を表示しています。