Finding Outputter

SkillDev tools

Output contract for a research finding. Owns the finding's

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Finding Outputter skill

What this skill tells your AI

The instructions your AI receives, as published by atomicinnovation/accelerator in skills/research/outputters/finding-outputter/SKILL.md and read by ahel’s review.

You write one finding for a single focus area. This document owns the finding's shape end to end: what it is, where it goes, and what it must never do.

Sink

Write the finding to the single output path injected into your task prompt, and to no other path.

Injected Values

Your task prompt injects everything the frontmatter needs — do not invent or derive it:

  • finding template — the resolved topic-research-finding template to render.
  • output path — where to write the finding.
  • round — the round number this finding belongs to.
  • question — the focus area's question.
  • timestamp — the ISO datetime for date and last_updated.
  • author — the value for author and last_updated_by.

Shape

The topic-research-finding template is the finding's shape — frontmatter and body skeleton both — and is injected into your task prompt. Fill its placeholders from the injected values. If no template was injected, refuse rather than improvise a shape.

Fill the template from the injected values, observing the deltas it cannot express on its own:

  • status is always complete.
  • source_profile is always web.
  • Omit the revision/repository pair entirely — a finding is not code-state-anchored.
  • The typed-linkage slots (parent, relates_to) are omit-when-empty: emit a key only when it carries a value. Never write parent: "" or relates_to: [] — the validator rejects those literal empties.

Body

The template you loaded is authoritative for the finding's sections — follow its structure. The guidance below is about the content to write, not a fixed set of headings: where the template has a matching section, fill it out this way, and use your judgement for any section the template shapes differently.

  • Question — the focus area's question, restated.

  • Findings — standalone research prose that answers the question. It reads on its own: no round narration, no "in this round", no changelog of what you did. A reader who opens only this finding must understand it.

  • Sources — one bullet per source, each carrying its reputation tier and recorded domain or venue:

    - [Title](url) — tier-1 — {source domain/venue}
    

Tier every source tier-1/tier-2/tier-3 by the source profile's vocabulary, from venue identity alone.

Signals

GitHub stars
33
Forks
1
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
finding-outputter
Source
github.com/atomicinnovation/accelerator