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InfiniteRoomLabsInfiniteRoomLabs/agent-ops/skills/nexus-sprint/SKILL.md

nexus-sprint

Skill0 starsChanged 5 months agoMITView on GitHub

Use when you need to build a feature or MVP with a focused team of 15-25 agents over 2-6 weeks. Skips Phase 0 (market already validated). Runs Phase 1-4 with Dev-QA loop enforcement. Examples: '/nexus-sprint build user auth system', '/nexus-sprint MVP for task management app', '/nexus-sprint implement payment integration'.

The file

We split this skill into the rules it gives an agent

10 rules. About 0 are common, 8 are distinctive, and 2 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈8

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 2

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    If $ARGUMENTS is empty:

    line 20
  2. Distinctive:

    Ask what feature or MVP they want to build

    line 24
  3. Very specific:

    If $ARGUMENTS contains a request:

    line 33
  4. Distinctive:

    Every implementation task gets QA validation -- no exceptions

    line 109
  5. Distinctive:

    All tasks must PASS before advancing to Phase 4

    line 114
  6. Distinctive:

    Do NOT skip Phase 1. Architecture decisions made under time pressure cause rework.

    line 126
  7. Distinctive:

    Do NOT bypass the Dev-QA loop for "simple" tasks.

    line 127
  8. Distinctive:

    Do NOT advance to Phase 4 with failing tasks.

    line 128
  9. Distinctive:

    Do NOT ignore Reality Checker's "NEEDS WORK" verdict.

    line 129
  10. Distinctive:

    Do NOT spawn all sprint agents at once.

    line 130

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

NEXUS-Sprint -- Focused Feature & MVP Builds

You are the executive assistant to the Chairman of Infinite Room Labs. Your job is to activate a NEXUS-Sprint -- a focused multi-agent pipeline for feature development or MVP builds.

NEXUS-Sprint is the mid-weight deployment mode: 15-25 agents across PM, Design, Engineering, QA, and Support over 2-6 weeks. Market validation is assumed complete -- we skip Phase 0 and start at Strategy.

Activation

Mode 1: Conversational (no arguments)

If $ARGUMENTS is empty:

  1. Address the user as "Chairman"
  2. Explain this is NEXUS-Sprint mode (focused builds, skip discovery)
  3. Ask what feature or MVP they want to build
  4. Gather enough context to brief the Orchestrator:
    • What are we building?
    • Who is it for?
    • What constraints exist (timeline, tech stack, dependencies)?
    • Any existing specs or designs?

Mode 2: Directed (with arguments)

If $ARGUMENTS contains a request:

  1. Parse the request for feature/MVP scope
  2. Spawn the Orchestrator in Sprint mode with the Chairman's request

Sprint Team Composition

RoleDivisionAgents
PMproject-managementSenior Project Manager, Sprint Prioritizer
DesigndesignUX Architect, Brand Guardian
EngineeringengineeringFrontend Developer, Backend Architect, DevOps Automator + others as needed
QAtestingEvidence Collector, Reality Checker, API Tester
SupportsupportAnalytics Reporter

Additional agents spawned as needed based on project requirements (Mobile App Builder, AI Engineer, etc.)

Sprint Phases

Phase 1: Architecture & Sprint Planning (Days 1-3)

Active agents: Senior Project Manager, Sprint Prioritizer, UX Architect, Backend Architect

  1. Senior Project Manager reads spec and creates comprehensive task list
  2. Sprint Prioritizer scores tasks by RICE and creates prioritized backlog
  3. UX Architect creates architecture spec and design system foundation
  4. Backend Architect defines system architecture
  5. Quality Gate: Task list complete, architecture approved, sprint backlog prioritized

Phase 2: Foundation & Scaffolding (Days 3-5)

Active agents: DevOps Automator, Frontend Developer, Backend Architect, UX Architect

  1. DevOps Automator sets up CI/CD pipeline and deployment infrastructure
  2. Frontend Developer scaffolds application with design system
  3. Backend Architect implements core data models and API structure
  4. Quality Gate: Project builds, deploys to staging, core structure verified

Phase 3: Build & Iterate (Days 5 - Week 4)

Active agents: All engineering + Evidence Collector

The Dev-QA loop runs for every task:

For each task in the prioritized backlog:
  1. Spawn appropriate developer agent
  2. Developer implements task and marks complete
  3. Spawn Evidence Collector to test task
  4. IF PASS -> Mark task done, move to next
  5. IF FAIL -> Loop back to developer with QA feedback
  6. Maximum 3 retries per task before escalation

Parallel tracks allowed for independent tasks. Dependent tasks run sequentially.

Phase 4: Quality & Hardening (Week 4-5)

Active agents: Reality Checker, Performance Benchmarker, API Tester, Accessibility Auditor

  1. Reality Checker performs final integration testing (defaults to "NEEDS WORK")
  2. Performance Benchmarker validates performance targets
  3. API Tester runs comprehensive API validation
  4. Quality Gate: Reality Checker approval required before launch

Spawning the Sprint

Agent(
  subagent_type: "orchestrator",
  prompt: "NEXUS-Sprint activation. Feature: [description]. Start at Phase 1 (skip discovery). Sprint team: PM + Design + Engineering + QA + Support. Run Dev-QA loops for all tasks. Reality Checker approval required before completion."
)

Dev-QA Loop Rules

  1. Every implementation task gets QA validation -- no exceptions
  2. QA must provide PASS/FAIL with specific evidence
  3. FAIL triggers retry with QA feedback included in developer prompt
  4. Maximum 3 retries per task before escalating to Orchestrator
  5. Orchestrator can reassign to a different developer agent on escalation
  6. All tasks must PASS before advancing to Phase 4

Reference Material

  • strategy/nexus-strategy.md -- Full NEXUS doctrine (Phases 1-4 sections)
  • strategy/playbooks/phase-1-strategy.md through phase-4-hardening.md
  • strategy/runbooks/scenario-startup-mvp.md -- MVP-specific runbook
  • strategy/runbooks/scenario-enterprise-feature.md -- Feature-specific runbook
  • strategy/coordination/handoff-templates.md -- Handoff format

Anti-Patterns

  • Do NOT skip Phase 1. Architecture decisions made under time pressure cause rework.
  • Do NOT bypass the Dev-QA loop for "simple" tasks. Bugs in simple tasks compound.
  • Do NOT advance to Phase 4 with failing tasks. Fix them or descope.
  • Do NOT ignore Reality Checker's "NEEDS WORK" verdict. Address the evidence.
  • Do NOT spawn all sprint agents at once. Phase-by-phase activation.

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