Explore Unknowns
SkillProductivityWalks your agent through mapping everything you know and don't know about an unclear task into a four-part chart.
Use Explore Unknowns in Claude, ChatGPT or Ahel Desktop
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Also: Claude Code · Cursor · Codex
Then ask your AI: use the Explore Unknowns skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
About this skill
Guide the user through a quadrant walk that maps the unknowns of a task, open by listing the known knowns, then work through known unknowns, unknown knowns, and unknown unknowns one stage at a time, ending with a complete four-quadrant map in the user's hands. Use when a request is ambiguous or und
What this skill tells your AI
The instructions your AI receives, as published by dzhng/skills in skills/engineering/explore-unknowns/SKILL.md and read by ahel’s review.
The map is not the territory. The prompt, the plan, and the context window are the map; the codebase, the domain, and the user's actual intent are the territory. The gap between them is the unknowns — and an unknown found before code is written costs minutes, while the same unknown found three PRs later costs the three PRs.
This skill is a guided conversation: the quadrant walk. Together with the user you fill in a four-quadrant map of the task, one quadrant per stage, and the user walks away holding the completed map. The map is the deliverable; implementation is a different task that starts only after the map is handed over.
Two moves apply at every stage:
- Reacting beats imagining. Never ask the user to describe what they want when you can hand them something concrete to react to — a rendered option, a clickable mock, a decisions table. Reacting extracts knowledge the user has but cannot articulate unprompted.
- Every artifact assembles the reply. End each artifact with the user's next message pre-drafted: steal/skip chips, resonate checkboxes, a decisions table, a copyable sharpened prompt — so their reaction becomes their next message with near-zero typing.
The Quadrant Walk
Five stages, walked in order, one at a time. When you enter a stage, read its reference file and follow it. Name the current quadrant as you go — the user should always know where they stand on the map — and finish the stage in front of you before opening the next.
- Known knowns — scan the territory, then open with the settled ground.
- Known unknowns — the questions you can name; resolve them one at a time.
- Unknown knowns — extract the taste and tacit context nobody has put into words.
- Unknown unknowns — sweep the territory for landmines.
- Hand over the map — the completed four-quadrant map, the walk's only done-condition.
When the user moves on to build, review, or merge what the walk mapped, read after the walk — the map lives on past planning.
Rules
- Walk the quadrants in order, one stage at a time, naming the current quadrant. The walk ends with the map in the user's hands — no map, not done.
- Stages order the walk; they never embargo information. A finding that materially bears on a decision in flight is disclosed the moment you have it, then filed on the map under its quadrant — never held back for its stage's scheduled turn.
- Nothing closes off-screen. Any question or judgment call the map records as closed must have been shown to the user first — including ones the territory answered.
- Close items as decisions, not discussions. Each resolved unknown ends as a one-line decision plus its why, phrased so the spec can carry it verbatim as a given. Every choice a builder later invents unsupervised is an unknown this walk missed — a map that leaves the implementer deciding is incomplete.
- Claims about the territory cite real files actually read; invented data is labeled as such. A fabricated specific destroys the map's authority.
- HTML artifacts are self-contained single files: inline CSS/JS, no external requests, plausible fake data over lorem ipsum.
- Stop at every stage boundary that needs the user's reaction. Never barrel into implementation on unconfirmed guesses — implementing is a separate task that begins after the map is delivered.
Signals
- GitHub stars
- 975
- Forks
- 58
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
explore-unknowns- Source
- github.com/dzhng/skills
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