Stratpoint Engineering

AI Foundational Training

Sign in with your Stratpoint Google account to continue.

AI SDLC Training
AI Foundational Training · Dev Track
Dev 5 · Where it becomes code

AI-Assisted Development with /apply

The task CSV is the prompt. /apply is two words: "Plan approved."

/evaluate  →  /plan  →  /apply  →  /validate

Module Overview

This is the Dev Track's equivalent of Module 5 — where the artifact chain becomes working software. Everything in Dev 2 through Dev 4 exists to make this module boring: by the time you type /apply, the plan is approved, the context is loaded, and the acceptance criteria are already sitting in the CSV waiting for /validate to walk through them one at a time.

At a glance
CoversRunning EPAV against a real Dev Task; reading /apply's output; using reviewer skills as a Stage 3 pass; contributing patterns back to knowledge/
When it runsEvery task, every sprint — the bulk of Day 1
Builds onDev 1 (the scaffold), Dev 2 (the cycle), Dev 4 (context)
Leads intoDev 6 — encoding what you learn as a rule, agent, or skill

What you'll produce

Merged code implementing your Dev Tasks, with tests derived from acceptance criteria, a clean read-only reviewer pass, and at least one contribution to knowledge/patterns/ or knowledge/rules/ from something you learned while implementing.

The Loop Doesn't Change — the Effort Does

Core Module 5's central point was that a well-loaded APPLY prompt is two lines: "Plan approved. Implement TASK-XXX. Follow AGENTS.md." nexus makes that literal — /apply takes no argument at all. Everything it needs (the approved plan from /plan, the coding standards from AGENTS.md, the task's acceptance criteria from the CSV) is already in context.

StepWhat you typeWhere the substance comes from
EVALUATE/evaluate TASK-011CSV row, AGENTS.md, arch doc, knowledge/, the graph
PLAN/planThe EVALUATE summary + blast-radius check
APPLY/applyThe approved plan — nothing else to say
VALIDATE/validateThe CSV's acceptance_criteria field, checked one by one

If you're typing a lot at /apply, something upstream was thin

Same diagnostic as the core program: if you find yourself re-explaining requirements at the APPLY step, the CSV's acceptance criteria were incomplete, or /plan didn't actually get approved before you moved on. Fix the upstream artifact, don't compensate at APPLY.

TASK-011 is a real row

It's the leave-request submission task from the Dev Track's sample project Dev Tasks (introduced in Dev 1, walked through with TASK-014 in Dev 2), three acceptance criteria — a valid submission, a rejected bad date range, and an over-balance warning that doesn't block submission. Run /evaluate TASK-011 against your own copy of the sample project to see this for real.

Stage 3 — The Reviewer Skills

Beyond the four EPAV skills, nexus init installs five read-only reviewer skills and matching subagents — the built-in equivalent of the core program's Module 5 "Code Review" recurring pattern, already scoped and formatted.

Skill / agentReviews for
/code-review, @code-reviewerBugs, security, error handling, complexity, duplication, type safety, performance, maintainability
/database-review, @database-reviewerSchema design, migrations, query/index issues, transaction safety
/deployment-review, @deployment-reviewerCI/CD, Docker/Kubernetes config, infrastructure risk
/monitoring-review, @monitoring-reviewerObservability gaps, logging, alerting, error tracking
/performance-review, @performance-reviewerResponse time, caching, bundle size, query performance

The code reviewer's output format is fixed and machine-checkable: a Repo Context block, then a JSON findings block with a blocked flag that flips true the moment any finding is critical severity — a mechanical version of the core program's "no unresolved Critical or High findings" Sprint 1 Readiness gate criterion.

{
  "blocked": false,
  "overall_severity": "medium",
  "summary": "TASK-011 endpoint logic is correct; one date-range validation gap.",
  "findings": [
    { "id": "CR-001", "severity": "medium", "category": "error-handling",
      "file": "src/app/api/leave-requests/route.ts", "line": 28,
      "title": "end_date before start_date not rejected before the insert",
      "description": "PRD US-01 AC2 requires this to be a validation error with no row created; currently the DB insert runs first, then fails on a check constraint.",
      "suggestion": "Validate the date range in the route handler before calling the DB, per AC2." }
  ]
}

Reviewers are read-only

These agents discover repo context, run the checklist, and report — they never edit files themselves. That's the same "read and report" autonomy level Module 6 of the core program teaches for audit-type agents: full autonomy to analyze, none to act.

Contributing Back

The core program's knowledge-contribution habit is built into /validate's own steps — step 5 explicitly prompts you to append a discovered pattern to knowledge/patterns/ or a rule to knowledge/rules/coding-standards.md before the task is marked complete. This repo's own knowledge/patterns/ holds real examples worth reading before writing your own: cli-doctor-checks.md, rich-markup-escaping.md, and version-check-banner.md — each a specific implementation pattern captured the first time it was needed, so the second time is faster.

What you discoveredWhere it goes
A reusable implementation patternknowledge/patterns/
A coding rule learned the hard wayknowledge/rules/
A task-specific prompt refinementknowledge/prompts/dev/
A backlog item surfaced mid-taskknowledge/retros/

Self-Check

  • I can run a full EPAV cycle on a real Dev Task with a two-word APPLY prompt.
  • I know which reviewer skill to reach for and that none of them edit files.
  • I understand the blocked flag and what severity triggers it.
  • I've read at least one existing file in knowledge/patterns/ before writing my own.
  • I've contributed one pattern or rule back after finishing a task.