Explore Unknowns

SkillProductivity

Walks your agent through mapping everything you know and don't know about an unclear task into a four-part chart.

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

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Explore Unknowns skill

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.

  1. Known knowns — scan the territory, then open with the settled ground.
  2. Known unknowns — the questions you can name; resolve them one at a time.
  3. Unknown knowns — extract the taste and tacit context nobody has put into words.
  4. Unknown unknowns — sweep the territory for landmines.
  5. 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
962
Forks
58
Last commit
Sep 2026
Advanced
Item type
skill
Key
explore-unknowns
Source
github.com/dzhng/skills