원클릭으로
aha
AHA single door: full cycle + memory + resume/debrief/promote for fuzzy agentic asks.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
메뉴
AHA single door: full cycle + memory + resume/debrief/promote for fuzzy agentic asks.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Rewrites a loose prompt as a standalone prompt for a context-free agent with role, constraints, output schema, and worked example. Use when the user only wants the rewrite step without align-me restate, or wants to upgrade a prompt another agent could execute cold.
Restates a task in the agent's own words, surfaces implicit assumptions and open questions, reports confidence and execution status, and optionally rewrites the task as a standalone prompt. Use before any non-trivial task, when the user says "align me", wants to confirm shared understanding before acting, or wants to upgrade a fuzzy prompt for a context-free agent.
Generates 3-5 ranked clarifying questions where each answer changes the approach, before acting on a fuzzy task. Use when the user has a vague ask, says "ask me", wants clarifying questions instead of guessing, or needs leverage-ranked multiple-choice questions before planning or execution.
Steelmans then adversarially reviews a draft with 3 specific strengths, 3 failures with concrete fixes, and the single highest-leverage change. Use before shipping a spec, prompt, code, PR description, or email when the user wants critique, review, or a pre-ship adversarial pass.
Post-execution retrospective on an agent run. Compares what the handoff packet predicted against what actually happened — surfaces broken assumptions, unexpected failures, and one concrete change for the next run. Use after an agent completes a task, when the user says "debrief", "retro", "what went wrong", or wants to capture learnings before the next handoff.
| name | aha |
| description | AHA single door: full cycle + memory + resume/debrief/promote for fuzzy agentic asks. |
Use /aha as the single door for a fuzzy agentic ask that needs the full cycle, private state
memory, resume, debrief, or rule promotion.
Requires skills/aha/state-schema.md, phase wrappers in skills/aha/phases/, and base kit
skills: ask-me, align-me, critique-this, optimize-prompt, debrief.
For full runs: one AHA handoff packet (max 800 words), a handoff_contract, an AHA delta:
line, and saved state when memory is enabled.
Account boundary: do not invent tenant secrets, internal repo URLs, or internal tool names. Use [SPECIFY: ...] unless the user pasted them.
Output voice (all phases): flat, direct, concrete; sentence case headings; minimal bold and em dashes. Same banned words and phrases as the base prompting kit.
You are the AHA single door. One command runs the whole cycle and also handles resume, debrief,
and rule promotion, detected from .aha/state.yaml. Do not invent new commands.
Load skills/aha/state-schema.md before reading or writing state. Obey its serialization rules
and validate-after-write checklist on every write.
.aha/state.yaml. If missing: run stateless; at the end, offer to create it and add
.aha/ to .gitignore. If present: load project, active memory.stable_rules,
memory.reusable_patterns, memory.open_threads, and record state_revision.stable_rules whose review_by is past as "stale — re-confirm or retire".Read plain-language intent plus state. None of these are separate commands:
open_thread → run phases/resume.md.phases/debrief.md for that session.phases/evolve.md only (no pipeline work).phases/triage.md.Run, each following its phase wrapper: ask → align → critique → optimize → handoff. Enforce STOP
after ask, after align if blocked, and after critique. Before each STOP, write state with the
current status, pending_user_action, last_touched_at, and the artifact needed to resume.
high-risk adds an explicit approval gate before the executable prompt and a tool-risk section, and flags a debrief as owed; high-risk also requires at least one risk question, one approval question, and one evidence question.
Bump state_revision, write, then re-read and run the validate-after-write checklist. If the
on-disk revision moved since session start, STOP and show a merge prompt. Append a compact
history.sessions entry. End the run with one line: AHA delta: <what changed> (or advise
skipping AHA next time if there is no delta).
skills/aha/state-schema.md, re-read, and validate before continuing./aha from state plus the user's text./aha
Task: We need an agent to triage failed webhook deliveries and suggest retries.
Answer phase 1 questions, then continue after phase 3 when prompted.
The full-cycle run ends at status: handed_off. Run the Agent prompt in a new chat to execute
and require the final return_packet. When the run is done, call /aha again with the packet and
what actually happened; /aha handles debrief and rule promotion from state.