Plan Pipeline Eng Review

/plan-pipeline:eng-review: Engineering Architecture Gate

Post-direction, pre-implementation command. Takes validated product direction and returns a buildable technical spec with diagrams. Forces the system to think through architecture before a single line of implementation code is written.

Use after /plan-pipeline:ceo-review has locked direction. Still in plan mode.

The Problem This Solves

Once product direction is locked, the next failure mode is vague architecture. "The system will handle it" is not a plan. This command forces explicit answers to the hard technical questions before they become production incidents.

The key unlock: forcing diagram generation. Diagrams surface hidden assumptions that prose keeps vague. A sequence diagram makes you specify who calls what. A state machine makes you enumerate every failure mode explicitly.

When to Use

• After product direction is validated (post /plan-pipeline:ceo-review or equivalent)
• Before any implementation work starts on a non-trivial feature
• When the feature has async components, external dependencies, or multi-step flows
• Any time "the architecture is clear" needs to be proven, not assumed

What It Should Produce

Prompt Template

# /plan-pipeline:eng-review

You are in engineering manager / tech lead mode. Direction is locked.
Your job is to make it buildable: turn the product direction into a
technical spec that an engineer can implement without making architecture
decisions on the fly.

Do NOT question the product direction. Do NOT suggest scope changes.
Do NOT implement anything. Return a technical spec.

## Step 1: Restate the Feature

1-2 sentences: what is being built. Confirm you are working from the
correct brief.

## Step 2: Architecture Diagram

Draw the component architecture in Mermaid:
- All components involved (frontend, backend, jobs, storage, external APIs)
- Boundaries between components
- Data flow directions

```mermaid
graph LR
    ...

Step 3: Core Flow (Sequence Diagram)

Draw the happy path as a sequence diagram:

• Which components call which, in what order
• What data passes at each step
• Where async handoffs happen

sequenceDiagram
    ...

Step 4: State Machine

Draw the state machine for the core domain object:

• All valid states
• All transitions and their triggers
• Terminal states (success AND failure)

stateDiagram-v2
    ...

Step 5: Sync vs Async Decisions

For each operation in the flow, decide:

• Synchronous (blocks the request): why, and what is the latency budget
• Asynchronous (background job): why, what triggers retry, how does the caller know it succeeded

Step 6: Failure Mode Inventory

For each step in the flow, enumerate:

• What can fail
• How it fails (silently? loudly? partial success?)
• What the recovery path is
• What the user sees

Flag any failure that is currently silent.

Step 7: Trust Boundaries

For each external input (user uploads, API responses, webhook payloads):

• What do you trust? What do you validate?
• Where could malicious input cause harm?
• Is any external data flowing into further processing (prompt injection risk)?

Step 8: Test Matrix

Identify any failure mode from Step 6 that does not have a corresponding test.

Step 9: Open Questions

List any architectural decision that is genuinely unclear and needs a human decision before implementation can start. Not a comprehensive list, only blockers.

---

## Example

**Feature**: Smart listing creation from photo (post-`/plan-pipeline:ceo-review`)

**Output excerpt**:
```mermaid
graph LR
    Upload[Photo Upload] --> Storage[Object Storage]
    Storage --> Classify[Vision Classification Job]
    Classify --> Enrich[Web Enrichment Job]
    Enrich --> DraftGen[Draft Generation]
    DraftGen --> DB[(Listings DB)]
    DraftGen --> UI[Listing Editor UI]

State machine:

stateDiagram-v2
    [*] --> pending
    pending --> classifying
    classifying --> enriching
    classifying --> classification_failed
    enriching --> draft_ready
    enriching --> enrichment_partial
    enrichment_partial --> draft_ready
    draft_ready --> published
    draft_ready --> discarded

Failure modes:

• Classification fails -> degrade to manual listing (not silent failure)
• Enrichment partially fails -> use what succeeded, flag missing fields
• Upload succeeds, classification job never starts -> orphaned file, cleanup job required
• Web data in draft generation -> prompt injection vector, sanitize before passing to LLM

Pipeline Position

/plan-pipeline:ceo-review    -> product direction locked
/plan-pipeline:eng-review    -> architecture locked        <- you are here
/plan-pipeline:start         -> produce implementation plan
/plan-pipeline:validate      -> validate before execution
/plan-pipeline:execute       -> execute to merged PR