Full product development lifecycle from raw idea to shipped implementation. Covers idea capture, evaluation (Go/No-Go), solution design (ADR), PRD writing, and handoff to the implementation pipeline. Prevents building the wrong thing.
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Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
The complete workflow from "I have an idea" to "code is shipped." Ensures that every feature is evaluated before it's built, every solution is chosen deliberately, and every implementation starts with a clear spec.
/idea, /evaluate, /explore, or /prdRight now, which stage are you in?
1. Have a raw idea or feature request?
→ /idea "<description>" (produces docs/ideas/<name>.md)
2. Idea documented but not evaluated?
→ /evaluate <name> (Go / No-Go / Modify from product-evaluator agent)
→ If No-Go: STOP. Document why. Do not build.
3. Got a Go or Modify? Need to pick an approach?
→ /explore <name> (2-4 options + ADR from solution-designer agent)
4. Approach chosen? Need a spec?
→ /prd <name> (PRD with user stories + acceptance criteria)
5. PRD ready? Time to implement?
→ /overnight <name> (autonomous pipeline, reads PRD)
→ /plan <name> (step-by-step plan, then /tdd)
6. Implementation done?
→ /code-review + /verify + commit + PR
Skip a stage only if: you already have its output (e.g., the team already wrote a PRD). Don't skip evaluation — it's the only gate that prevents building the wrong thing.
@startuml
skinparam defaultFontSize 13
|Product Discovery|
:Raw idea in your head;
:/idea "description"\n→ docs/ideas/<name>.md;
note right
Structures the idea:
problem, user, success metric
Asks clarifying questions
if gaps exist
end note
:/evaluate <name>\n→ docs/evals/<name>-eval.md;
note right
product-evaluator agent:
problem clarity, user fit,
alternatives research,
feasibility, Go/No-Go
end note
if (Go or Modify?) then (yes)
:/explore <name>\n→ docs/decisions/<name>-adr.md;
note right
solution-designer agent:
2-4 options, trade-off table,
Architecture Decision Record
end note
:/prd <name>\n→ docs/specs/<name>-prd.md;
note right
User stories, acceptance criteria,
API changes, NFRs, scope
Compatible with /overnight + /plan
end note
else (No-Go)
:Document reason\nRevisit or discard;
stop
endif
|Implementation|
:/overnight implement <name>\nor /plan <name>\nor /tdd <name>;
note right
Reads the PRD.
/overnight auto-selects
pipeline pattern.
/plan creates step-by-step plan.
end note
:Implementation runs\n(with TDD, API Contract if needed);
:Code Review + Verify;
:Commit + PR;
stop
@enduml
/idea)Purpose: Turn a vague thought into a structured idea document.
Produces: docs/ideas/YYYY-MM-DD-<name>.md
A good idea document answers:
Common mistake: Starting with the solution ("we should use WebSockets") instead of the problem. The /idea command asks for the problem first.
/evaluate)Purpose: Determine if the idea is worth building, before writing any code.
Produces: docs/evals/YYYY-MM-DD-<name>-eval.md
Delegated to: product-evaluator agent (model: Opus)
| Dimension | What it assesses |
|---|---|
| Problem Clarity | Is the problem real, specific, and well-understood? |
| User Fit | Is there a concrete user with this problem, urgently? |
| Solution Fit | Does the proposed solution actually solve the problem? |
| Feasibility | Effort estimate, dependencies, risk level |
| Differentiation | Why build vs. use an existing tool? |
| Opportunity Cost | What are we NOT building if we build this? |
@startuml
start
:Evaluation Complete;
if (Score ≥ 20/30\nand no red flags?) then (yes)
:GO\nProceed to /explore;
stop
else
if (Core problem valid\nbut scope/approach wrong?) then (yes)
:MODIFY\nAdjust scope or approach\nthen /explore the modified version;
stop
else (no)
:NO-GO\nDocument reason\nConsider alternative action;
stop
endif
endif
@enduml
/explore)Purpose: Find the best approach, not just any approach.
Produces: docs/decisions/YYYY-MM-DD-<name>-adr.md
Delegated to: solution-designer agent (model: Opus)
Options must be meaningfully different, not minor variations:
| Option Type | Example |
|---|---|
| Minimal / In-house | Use existing infrastructure, minimal new code |
| Third-party service | Integrate Firebase FCM, Stripe, Auth0, etc. |
| Full custom | Own implementation, maximum control |
| Phased approach | Start minimal, designed for extension |
The solution-designer scores each option across relevant dimensions:
| Option A | Option B | Option C |
-----------|----------|----------|----------|
Complexity | ✓✓ | ✗ | ✓ |
Time→value | ✓✓ | ✓✓ | ✗ |
Control | ✗ | ~ | ✓✓ |
Cost | ✓✓ | ✗ | ✓ |
Risk | ✓✓ | ✓ | ✗ |
✓✓ very good / ✓ good / ~ neutral / ✗ poor / ✗✗ very poor
/prd)Purpose: Write the implementation spec that bridges product thinking and code.
Produces: docs/specs/YYYY-MM-DD-<name>-prd.md
The PRD is the handoff document. It is directly consumed by /overnight, /plan, and /tdd.
| Section | Purpose |
|---|---|
| Problem + Solution | 1 paragraph each — what and why |
| User Stories | "As a X, I want Y so that Z" |
| Acceptance Criteria | Concrete, testable, checkboxes |
| Scope (in/out) | Explicit boundary prevents scope creep |
| API Changes | If any — triggers api-contract step |
| Non-Functional Requirements | Latency, security, retention |
| Implementation Notes | Key ADR decisions that constrain code |
| Success Metrics | Post-ship measurement |
Good criteria are:
scope=read:user" ✓Bad criteria:
The PRD feeds directly into the implementation pipeline:
/overnight implement <name> → autonomous pipeline, reads PRD, selects pattern
/plan <name> → interactive planning from PRD
/tdd <name> → starts RED phase from acceptance criteria
The overnight-pipeline command knows to look for PRD files in docs/specs/ — so if you name the idea consistently, handoff is automatic.
docs/
ideas/
2025-03-05-order-push-notifications.md ← /idea output
evals/
2025-03-05-order-push-notifications-eval.md ← /evaluate output
decisions/
2025-03-05-order-push-notifications-adr.md ← /explore output
specs/
2025-03-05-order-push-notifications-prd.md ← /prd output
(also used by /overnight for implementation)
Use the same <feature-name> throughout. Commands search by partial name match, so push-notifications finds all related documents.
Not every change needs the full lifecycle:
| Change Type | Stages to Run |
|---|---|
| New product feature (unknown value) | All 4 stages |
| New feature (clear value, chosen approach) | /prd → implement |
| Bug fix | Directly to /plan or /tdd |
| Refactor (no behavior change) | Directly to /plan |
| Chore (deps, config, tooling) | Directly to implementation |
| Internal API change | /prd (for spec) → implement |
The product discovery phase is most valuable when:
| Mistake | Consequence | Fix |
|---|---|---|
| Skipping evaluation | Build the wrong thing | Always evaluate before building |
| Solution in the idea doc | Evaluating the solution, not the problem | Rewrite the problem statement without the solution |
| Vague acceptance criteria | "Done" is never defined | Each criterion must be binary and testable |
| Skipping the ADR | Repeat the same architecture debates later | Always document the decision and rejected options |
| PRD without success metrics | Can't learn from what shipped | Add at least 1 measurable post-ship metric |
| Scope creep in the PRD | Implementation grows indefinitely | Explicit "Out of Scope" section is mandatory |
# Capture a new idea
/idea push notifications when orders ship
# Evaluate it (is it worth building?)
/evaluate order-push-notifications
# Design the solution (which approach?)
/explore order-push-notifications
# Write the PRD (what exactly to build)
/prd order-push-notifications
# Implement (autonomous overnight)
/overnight implement order-push-notifications
# OR: implement interactively
/plan order-push-notifications
/tdd order-push-notifications
api-contract — invoked automatically when PRD contains API changesovernight-pipeline — autonomous implementation from PRDautonomous-loops — pattern library for unattended execution/plan — interactive implementation planning (reads PRD)/tdd — test-driven implementation (reads acceptance criteria from PRD)/code-review — review after implementation