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multi-model-verification
Parallel code verification using multiple models with severity classification
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Parallel code verification using multiple models with severity classification
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Invoke and resume YAML-defined pipelines by name — /pipeline auto-dev runs the full release pipeline
Full Self Driving — autonomous release loop that processes all auto-dev-eligible GitHub issues until none remain, by repeatedly running /pipeline auto-dev then /homework.
On explicit /homework invocation, analyze the current and linked previous sessions, extract mistakes (찐빠), and report them via omcustom-feedback with a confirmation gate. Auto-activation on session cleanup/session-end signals is OPT-IN (default OFF) — requires an explicit project/user directive. Use when explicitly auditing recent work for harness gaps.
hada.io RSS feed monitoring for AI agent/harness articles with automated /scout analysis
Pre-action boundary checking — validates agent tool calls against declared capabilities and task contracts
Auto-detect project context and optimize harness — deactivate unused agents/skills, suggest missing experts, generate project profile
| name | multi-model-verification |
| description | Parallel code verification using multiple models with severity classification |
| scope | core |
| version | 1.0.0 |
| user-invocable | false |
Parallel code verification using multiple AI models for comprehensive quality assurance. Each model focuses on a different aspect, and results are aggregated with severity classification.
Inspired by Pi Coding Agent Workflow Extension's multi-model verification pattern. Instead of a single reviewer, multiple models verify code simultaneously, each with specialized focus areas.
| Model | Role | Focus Areas |
|---|---|---|
opus | Architecture Reviewer | Design patterns, separation of concerns, extensibility, security architecture |
sonnet | Code Quality Reviewer | Logic correctness, error handling, edge cases, performance patterns |
haiku | Style & Convention Reviewer | Naming conventions, formatting, documentation, code organization |
| Severity | Description | Action Required |
|---|---|---|
| CRITICAL | Bugs, security vulnerabilities, data loss risks | Must fix before merge |
| WARNING | Code smells, suboptimal patterns, missing error handling | Should fix, justify if skipped |
| INFO | Style suggestions, minor improvements, alternative approaches | Optional improvement |
CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1) for full parallel executionAgent(opus) → Architecture & design reviewAgent(sonnet) → Code quality & correctness reviewAgent(haiku) → Style & convention reviewWhen Agent Teams is available, create a verification team:
TeamCreate("verification-team")
├── architect-reviewer (opus) → Architecture review
├── quality-reviewer (sonnet) → Code quality review
└── style-reviewer (haiku) → Style review
Members communicate findings via SendMessage for cross-cutting concerns.
When Agent Teams is unavailable, spawn parallel agents:
[1] Agent(general-purpose):opus → Architecture review
[2] Agent(general-purpose):sonnet → Code quality review
[3] Agent(general-purpose):haiku → Style & convention review
## Multi-Model Verification Report
### Summary
- Files reviewed: {count}
- Findings: {critical} CRITICAL, {warning} WARNING, {info} INFO
- Reviewers: opus (architecture), sonnet (quality), haiku (style)
### CRITICAL
[opus] {file}:{line} — {description}
[sonnet] {file}:{line} — {description}
### WARNING
[sonnet] {file}:{line} — {description}
[haiku] {file}:{line} — {description}
### INFO
[haiku] {file}:{line} — {description}
### Consensus
Issues flagged by 2+ reviewers:
- {file}:{line} — {description} (flagged by: opus, sonnet)
dev-review skill as an enhanced verification modestructured-dev-cycle skill at the "Verify Implementation" stage| Parameter | Default | Description |
|---|---|---|
models | [opus, sonnet, haiku] | Models to use for verification |
severity_filter | all | Minimum severity to report (critical, warning, all) |
consensus_threshold | 2 | Number of reviewers needed for consensus flag |
include_suggestions | true | Include INFO-level suggestions |
| Scenario | Recommended |
|---|---|
| Pre-merge review of critical code | Yes |
| Architecture changes | Yes |
| Security-sensitive code | Yes |
| Simple formatting changes | No (use single reviewer) |
| Rapid prototyping | No (overhead too high) |
Multi-model verification uses 3x the tokens of a single review. Reserve for: