MJnCompany_2-0

CS Session Closing — Session Digest (Attention) → 4-Agent parallel analysis → Learning Gate (Input Gate) → Selective version-up (GRU Update Gate) → Knowledge Decay (Forget Gate) → Structured compact handoff (Hidden State)

CS 시리즈 CEO 오케스트레이터 — 공수 추정 후 MJ-test/MJ-plan/MJ-codebase-review/mj-design/mj-smart-run 자율 배분. v5.2: External Knowledge Gate (context7-auto-research 자동 호출) + superpowers/bkit/omc/gstack 파트너십 프로토콜.

Requirements clarification before planning — 4-agent Socratic elicitation team. Surfaces hidden assumptions, validates scope, prevents over-engineering before MJ-plan runs.

TDD + Clean Architecture 4-agent planning - domain analysis, architecture, test strategy, implementation checklist

5-agent parallel design review + claude.ai/design-quality generation (--gen mode). Review: visual hierarchy, interaction quality, design system consistency, responsive/accessibility, anti-pattern detection. Generate: oklch() palette, ec-* namespace, self-contained HTML or Next.js TSX output.

Crextio-inspired design guide: warm cream palette, amber/slate accents, dark table headers, KPI cards — for Tailwind/Next.js dashboard UIs

14-agent AI Teams web testing - security, SEO, performance, DB, touch, image optimization

5-perspective codebase review - architecture, quality, security, performance, maintainability

Pre-PR validation gate — 4-agent team runs final checks before merging. Validates spec compliance, coverage, commit messages. Based on kimoring verify-implementation + gstack ship patterns.

Two-phase orchestrator: Plan with Opus, Execute with Sonnet agents in parallel

Accumulated knowledge repository v4 — MJ-test, MJ-plan, MJ-codebase-review, mj-design domain learnings. Integrated: bkit btw capture, Karpathy guidelines, gstack Iron Law + atomic commits.

Transforms session Q&A into natural American English conversations for real-world language learning