# Workflow catalog

This catalog names common multi-agent workflows by area and lists, for each role in them, dated model candidates to evaluate. Use it when you design a workflow: it gives you workflow and role names, a stage breakdown, and a first shortlist of models. It grants nothing; a candidate runs only on a route your project admits, through a harness that is installed and signed in.

## Contents

1. [How to read this catalog](#how-to-read-this-catalog)
2. [Slug registry](#slug-registry)
3. [Documentation for each workflow](#documentation-for-each-workflow)
4. [Software Engineering](#software-engineering)
5. [Design & Experience](#design--experience)
6. [Media Production](#media-production)
7. [Data & Analytics](#data--analytics)
8. [Research & Strategy](#research--strategy)
9. [Business Operations](#business-operations)
10. [Security & Reliability](#security--reliability)
11. [Repository workflow: land](#repository-workflow-land)

---

## How to read this catalog

The catalog is a four-level taxonomy: **Area → Workflow → Stage → Role**. Each area groups related workflows, each workflow lists its stages in order, and each role belongs to one stage, with a short domain description and up to five ranked candidate models.

- **Candidates are dated research.** The lists come from a documentation snapshot taken on 2026-09-06. Prices (USD per million input and output tokens), context windows and capability notes were not re-verified after that date. Verify them before you dispatch work, and read every quality note as a research claim, not a guarantee.
- **Candidates are not admission.** A model ID here is a research identifier, not a route selector. Your project admits routes in `.kxm/routes.yaml`, and `kxm harness list` shows which harnesses are installed and signed in. [Harness routing](harness-routing.md) explains when to use a native harness and when an aggregator.
- **Selection is per role.** Areas are navigation only; they never pool unrelated roles into one ranking. Model, harness, platform, modality and required tools are routing attributes, not areas.
- **Gates stay deterministic.** Where a role is a critic next to a gate, the gate (tests, type checks, linters) decides pass or fail, and the model reviews what a gate cannot check.

An interactive `kxm init` offers to install the Software Engineering workflows when at least one harness is signed in. For each role it picks the first candidate that is on KXM's reviewed harness/model map and whose harness is installed and signed in (Google candidates are skipped for now), and writes one agent file per role and one `kxm.workflow.v1` file per workflow you choose. Existing files are kept. Set `KXM_SKIP_GUIDE_SETUP_PROMPT=1` to skip the offer.

### Cost bands (dated candidates)

| Tier | Price band | Context window | Example models | Typical work |
|---|---|---|---|---|
| **Tier 0: Filter and ingestion** | $0.03 - $0.20 / M | 1.0M - 1.31M | DeepSeek-V4-Flash, Qwen-3.7-Flash, GLM-5.3-Flash, GPT-5.6-Luna | High-throughput telemetry, raw log ingestion, triage, video pre-filtering, and initial inbox classification. |
| **Tier 1: Workhorse** | $0.30 - $1.00 / M | 262k - 1.05M | Gemini-3.8-Flash, Qwen-3-Coder-Plus, DeepSeek-V4-Pro, Devstral-2512 | Routine code generation, multimodal visual QA, Text-to-SQL, AST diff patching, and fast tool dispatching. |
| **Tier 2: Precision and critic** | $1.25 - $4.00 / M | 200k - 1.05M | GPT-5.6-Sol, Grok-4.6, Claude Sonnet 5, OpenAI o3, DeepSeek-R1, Codex 5.3 | Primary code writing, formal contract generation, concurrency race diagnosis, and causal inference. |
| **Tier 3: Architecture** | $5.00 - $15.00 / M | 1.0M - 1.05M | Claude Fable 5.1, Claude Opus 5, GPT-6-Astra-Pro (escalation only) | Architecture review, executive briefs, high-stakes legal redlining, and RFC review. |

---

## Slug registry

Area and workflow slugs are lower-case kebab-case ASCII and do not use numerals as canonical identity. They are documentation identity, declared here separately from display names and from GitHub auto-anchors. Role slugs are reusable specialty slugs: kebab-case, no area or workflow prefix, and no numbers.

The same specialty may recur across workflows; a role slug must be unique within a workflow. When a role must be disambiguated, the composite reference is the explicit namespace `area-slug/workflow-slug/role-slug` (for example `security-reliability/investigate-incident/forensic-causal-analyst`). Never use a bare number such as 3.1.2 as identity.

These slugs imply no runtime config, role admission, schema field, CLI behavior, or alias. Role slugs are declared under each role heading.

### Areas

| Area | Slug |
|---|---|
| Software Engineering | `software-engineering` |
| Design & Experience | `design-experience` |
| Media Production | `media-production` |
| Data & Analytics | `data-analytics` |
| Research & Strategy | `research-strategy` |
| Business Operations | `business-operations` |
| Security & Reliability | `security-reliability` |

### Workflows

| Area | Workflow | Slug |
|---|---|---|
| Software Engineering | Build Feature | `build-feature` |
| Software Engineering | Refactor and Repair Regressions | `refactor-repair-regressions` |
| Software Engineering | Stabilize Flaky Tests | `stabilize-flaky-tests` |
| Software Engineering | Design Software System | `design-software-system` |
| Software Engineering | Maintain Documentation | `maintain-documentation` |
| Design & Experience | Build Design System | `build-design-system` |
| Design & Experience | Engineer Mobile Interactions | `engineer-mobile-interactions` |
| Design & Experience | Engineer Terminal Interfaces | `engineer-terminal-interfaces` |
| Design & Experience | Audit Visual Quality and Accessibility | `audit-visual-accessibility` |
| Media Production | Produce Generative Video | `produce-generative-video` |
| Media Production | Repurpose Long-Form Video | `repurpose-long-form-video` |
| Media Production | Edit and Render Media | `edit-render-media` |
| Data & Analytics | Query Business Intelligence | `query-business-intelligence` |
| Data & Analytics | Analyze Dataset | `analyze-dataset` |
| Data & Analytics | Extract and Audit Documents | `extract-audit-documents` |
| Research & Strategy | Prepare Decision Brief | `prepare-decision-brief` |
| Research & Strategy | Structure Negotiations | `structure-negotiations` |
| Business Operations | Automate Tasks | `automate-tasks` |
| Business Operations | Handle Customer Escalations | `handle-customer-escalations` |
| Business Operations | Review Contracts | `review-contracts` |
| Security & Reliability | Investigate Incident | `investigate-incident` |
| Security & Reliability | Patch Vulnerability | `patch-vulnerability` |

## Documentation for each workflow

This cross-reference points each software and security workflow at the KXM pages its work most often needs. Like the slugs, it implies no runtime configuration, admission, schema or CLI behavior.

| Workflow slug | Primary docs |
|---|---|
| `build-feature` | [Set up a first workflow](../start/first-workflow.md), [Architecture](../concepts/architecture.md), [Workflow definitions](workflow-definitions.md), [Test matrix](../contributing/test-matrix.md) |
| `refactor-repair-regressions` | [Architecture](../concepts/architecture.md), [Test matrix](../contributing/test-matrix.md), [Troubleshooting](../operations/troubleshooting.md), [Provenance gates](../guides/provenance-gates.md) |
| `stabilize-flaky-tests` | [Test matrix](../contributing/test-matrix.md), [Monitoring](../operations/monitoring.md), [Troubleshooting](../operations/troubleshooting.md) |
| `design-software-system` | [Architecture](../concepts/architecture.md), [Configuration file reference](config-reference.md), [KXM contracts](../contracts/README.md) |
| `maintain-documentation` | [Writing docs](../contributing/writing-docs.md), [CLI reference](cli-reference.md) |
| `investigate-incident` | [Monitoring](../operations/monitoring.md), [Troubleshooting](../operations/troubleshooting.md), [Webhook workflows](../guides/webhook-workflows.md) |
| `patch-vulnerability` | [Provenance gates](../guides/provenance-gates.md), [Trust model](../concepts/trust-model.md), [Environment variables and limits](configuration.md) |

---

## Software Engineering

*Slug:* `software-engineering`

**Overview:**

1. **Build Feature:** PRD Ingestion → System Planning → API Spec/Contract Authoring → Workspace Scaffolding → Core Backend & Data Logic → Full-Stack UI Implementation → Tool/SDK Integrations → Automated Verification.
2. **Refactor and Repair Regressions:** Codebase Smell Analysis → Modular Decomposition → Surgical Multi-File AST Transforms → Static Typing & Contract Verification.
3. **Stabilize Flaky Tests:** Flakiness Root-Cause Extraction → Deterministic Mock/Async Hardening.
4. **Design Software System:** NFR/SLA Ingestion → System Topology & Trade-Offs → Technical RFC Authoring → STRIDE Threat Modeling → Storage/Sharding Design → IaC Cloud Topology → Chaos/DR Review → Independent Critic Quorum.
5. **Maintain Documentation:** Accuracy Audit → Documentation Write → Review.

---

### Workflow: Build Feature

*Slug:* `build-feature`

**Stages:** System planning → Spec and contract → Scaffold → Backend and data → Frontend → SDK integration

#### Role: Lead Systems Planner

*Slug:* `lead-systems-planner` | *Stage:* System planning

*Domain:* Decomposes requirements into an executable, dependency-ordered DAG of modules, tasks, and verification gates.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Systems planning; strict boundary isolation and non-overlapping DAG synthesis.
2. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Exceptional price-to-reasoning ratio; detects race conditions and circular dependencies.
3. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Enterprise task decomposition and critical-path scheduling across massive PRDs.
4. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Pragmatic engineering focus; rapid modular task decomposition.
5. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Broad framework knowledge; maps migration orders and build prerequisites.

#### Role: Spec Contract Generator

*Slug:* `spec-contract-generator` | *Stage:* Spec and contract

*Domain:* Authors zero-ambiguity API contracts, type definitions, and schema validation rules before implementation begins.

1. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Premier schema contract generator; 100% compliant OpenAPI 3.1, Protobuf v3, and JSON schemas.
2. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — High-throughput Zod/Pydantic validation pipeline synthesis.
3. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast translation of data dictionaries into TypeScript interfaces.
4. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — 1M-context contract verification across monorepo boundaries.
5. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Reserved for mission-critical authentication and security contract definitions.

#### Role: Scaffold Build Specialist

*Slug:* `scaffold-build-specialist` | *Stage:* Scaffold

*Domain:* Provisions monorepo workspace topologies (Turborepo, Cargo, pnpm), linters, Docker multi-stage builds, and CI pipelines.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast repository builder; resolves path aliases, links, and workspace configs cleanly.
2. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Developer-focused open model; produces clean Makefiles, Taskfiles, and tool configs.
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Coordinates cross-package build configs and dependency lockfiles in 1M context.
4. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex CI/CD workflows and multi-stage container build optimizations.
5. **`kwaipilot/kat-coder-pro-v2.5`** (262k ctx | $0.74 / $2.96) — Resilient project scaffolding and bundler configuration.

#### Role: Backend Data Implementer

*Slug:* `backend-data-implementer` | *Stage:* Backend and data

*Domain:* Implements domain entities, SQL queries/migrations, ORM persistence, concurrency primitives, and transactional boundaries.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Strong first-pass implementation that passes deterministic verification gates with minimal rework.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — 1M-context open-weight anchor; generates performant database layers and CRUD services.
3. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Exceptional database logic, indexing, and edge-case domain implementation.
4. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Algorithmic precision in Rust, Go, Python, and TypeScript concurrent systems.
5. **`kwaipilot/kat-coder-pro-v2.5`** (262k ctx | $0.74 / $2.96) — Multi-file backend logic implementation adhering to project coding patterns.

#### Role: Frontend Fullstack Implementer

*Slug:* `frontend-fullstack-implementer` | *Stage:* Frontend

*Domain:* Constructs stateful UI components, routing, client cache management, responsive Tailwind styles, and accessible interactions.

1. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Industry leader for UI engineering; elegant Tailwind/React component hierarchies and hooks.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast streaming UI prototyping, token parsing, and JSX/TSX tree generation.
3. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast full-stack wiring, shadcn/ui integration, and client-server action implementations.
4. **`bytedance-seed/seed-2.0-code`** (262k ctx | $0.50 / $3.00) — Specialized web engineering model for interactive client components.
5. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex client cache mutations (TanStack Query) and optimistic UI state machines.

#### Role: SDK Integration Specialist

*Slug:* `sdk-integration-specialist` | *Stage:* SDK integration

*Domain:* Wires external APIs, authentication flows (OAuth2/OIDC), webhook validation, cloud SDKs, and async worker queues.

1. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Flawless SDK synthesis, webhook signature validation, and API adapter error handling.
2. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Robust glue code, rate-limiting backoff algorithms, and token refresh loops.
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Ingests full third-party API documentation to emit typed wrapper clients.
4. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Low-cost mapping of disparate vendor payloads into internal domain models.
5. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — High-speed webhook listener and protocol transformation adapter.

---

### Workflow: Refactor and Repair Regressions

*Slug:* `refactor-repair-regressions`

**Stages:** Refactor architecture → Code transform → Equivalence verification

#### Role: Refactoring Architect

*Slug:* `refactoring-architect` | *Stage:* Refactor architecture

*Domain:* Analyzes code coupling, designs clean modular boundaries, and authors step-by-step non-breaking migration plans.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Strict boundary isolation and dependency inversion planning across large codebases.
2. **`z-ai/glm-5.3`** (1.31M ctx | $1.40 / $4.40) — 1.31M context full-repo symbol dependency analysis.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Deep architectural judgment; anticipates runtime blast radius during refactors.
4. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Cost-efficient full-codebase impact analysis.
5. **`moonshotai/kimi-k3`** (1.05M ctx | $3.00 / $15.00) — Multi-package refactoring plan generation.

#### Role: Code Transform Implementer

*Slug:* `code-transform-implementer` | *Stage:* Code transform

*Domain:* Executes surgical multi-file edits, applying design patterns while preserving comments and formatting.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast execution of multi-file semantic code changes.
2. **`relace/relace-apply-3`** (256k ctx | $0.85 / $1.25) — Specialized model for deterministic AST code patch merging without syntax corruption.
3. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — High-precision refactoring of complex pointer/generic logic.
4. **`morph/morph-v3-large`** (262k ctx | $0.90 / $1.90) — 4,500 tok/sec high-accuracy mechanical patch application.
5. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Broad contextual refactoring across multi-file boundaries.

#### Role: Semantic Equivalence Verifier

*Slug:* `semantic-equivalence-verifier` | *Stage:* Equivalence verification

*Domain:* Critic-with-gate: reviews public contract compliance and behavioral equivalence; deterministic checks (type checks, tests, build output) remain the fixed gate and are never delegated to a model.

1. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Reviews compiler and type-checker cascades against API contracts.
2. **`openai/o3-mini-high`** (200k ctx | $1.10 / $4.40) — Deep symbolic verification that AST refactors maintain behavioral equivalence.
3. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Type-cascade and semantic regression review across package boundaries.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Verifies backwards compatibility and deprecation notices across public APIs.
5. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Fast lint rule and syntax compliance review.

---

### Workflow: Stabilize Flaky Tests

*Slug:* `stabilize-flaky-tests`

**Stages:** Flakiness diagnosis

#### Role: Concurrency Flakiness Detective

*Slug:* `concurrency-flakiness-detective` | *Stage:* Flakiness diagnosis

*Domain:* Untangles timing hazards, async wait conditions, shared state pollution, and unhandled promise rejections.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Unrivaled reasoning on async timing races, microtask queues, and thread contention.
2. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — Exposes hidden execution dependencies and global singleton leaks between tests.
3. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Ingests hundreds of CI failure logs to map statistical failure distributions.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Identifies test runner interactions with underlying event loops.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — Complex distributed deadlocks and environmental flakiness.

---

### Workflow: Design Software System

*Slug:* `design-software-system`

**Stages:** Distributed architecture → Database topology → Threat modeling → IaC topology → Reliability review → Protocol audit

#### Role: Principal Distributed Architect

*Slug:* `principal-distributed-architect` | *Stage:* Distributed architecture

*Domain:* Evaluates CAP/PACELC trade-offs, consensus protocols (Raft, Sagas), partition boundaries, and authors primary RFCs.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Strict fault-domain and consensus design.
2. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Formal proof of consensus safety, liveness, and split-brain recovery logic.
3. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Multi-tier cloud topology and global multi-region architecture design.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Publication-grade RFC authoring detailing operational trade-offs and team boundaries.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Cost-effective evaluation of microservice communication topologies.

#### Role: Scalability Database Topologist

*Slug:* `scalability-database-topologist` | *Stage:* Database topology

*Domain:* Designs relational/NoSQL schemas, horizontal sharding keys, caching topologies (Redis/Valkey), and zero-downtime migration plans.

1. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Primary workhorse for high-scale sharding and replication modeling.
2. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Distributed multi-master database topology and write-conflict resolution.
3. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Strict consistency vs eventual consistency boundary auditing.
4. **`qwen/qwen3.8-2.4t-a95b`** (1.05M ctx | $2.00 / $6.00) — Partitioning, indexing, and high-throughput query topology.
5. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Pragmatic cache tiering (Redis/Dragonfly) and read-replica strategies.

#### Role: Security Architect Threat Modeler

*Slug:* `security-architect-threat-modeler` | *Stage:* Threat modeling

*Domain:* Conducts STRIDE threat assessments, reviews IAM least-privilege policies, mTLS boundaries, and zero-trust architectures.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Architecture and permissions review; zero-trust network modeling.
2. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Auth token and protocol threat analysis.
3. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Enterprise IAM and cloud privilege escalation modeling.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — STRIDE threat matrix synthesis and compliance verification.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Full-infrastructure vulnerability surface analysis.

#### Role: IaC Cloud Topology Engineer

*Slug:* `iac-cloud-topology-engineer` | *Stage:* IaC topology

*Domain:* Generates declarative Terraform/OpenTofu, Pulumi, Kubernetes CRDs, and VPC networking definitions.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast, deterministic Terraform/Kubernetes manifest implementation.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — 1M context whole-infrastructure state dependency resolution.
3. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex cloud provider networking and peering configurations.
4. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — High-speed validation of cloud resources and linting.
5. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Lightweight Helm chart and Docker Compose generator.

#### Role: Reliability Chaos Reviewer

*Slug:* `reliability-chaos-reviewer` | *Stage:* Reliability review

*Domain:* Evaluates single points of failure, RPO/RTO metrics, cascading timeouts, circuit breakers, and active-active failovers.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Principal disaster recovery and cascading failure reviewer.
2. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Probabilistic modeling of MTTR, MTBF, and network partition recovery.
3. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Full-topology chaos injection scenario planning.
4. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Multi-region disaster recovery runbook formulation.
5. **`moonshotai/kimi-k3`** (1.05M ctx | $3.00 / $15.00) — Cross-datacenter failover verification.

#### Role: Architecture Critic Protocol Auditor

*Slug:* `architecture-critic-protocol-auditor` | *Stage:* Protocol audit

*Domain:* Independent peer-review; challenges unvalidated assumptions, prevents architectural drift, and verifies contracts.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Architecture and permissions criticism.
2. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — CLI, protocol and contract criticism.
3. **`z-ai/glm-5.3`** (1.31M ctx | $1.40 / $4.40) — 1.31M context full-stack protocol audit.
4. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Enterprise RFC compliance verification.
5. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Independent open-weights architectural validation.

---

### Workflow: Maintain Documentation

*Slug:* `maintain-documentation`

**Stages:** Accuracy audit → Documentation write → Review

#### Role: Documentation Accuracy Auditor

*Slug:* `documentation-accuracy-auditor` | *Stage:* Accuracy audit

*Domain:* Read-only audit of developer and operator documentation against CLI `--help` output, source environment variables, tool schemas, and repository configuration before writing begins.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Audits authority, permissions, and lifecycle models against actual behavior.
2. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — High-throughput cross-referencing between source code symbols and markdown documentation.
3. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Precision auditing of CLI commands, flags, schema definitions, and environment variables.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Broad codebase auditing against guides, tutorials, and operational manuals.
5. **`z-ai/glm-5.3`** (1.31M ctx | $1.40 / $4.40) — Long-context consistency verification across multi-document doc trees.

#### Role: Documentation Writer

*Slug:* `documentation-writer` | *Stage:* Documentation write

*Domain:* Authors concise, accurate developer and operator documentation, ensuring clear terminology, correct command flags, and consistent formatting without marketing drift.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Rapid, structured Markdown authoring that follows repository conventions.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-context technical writer; coordinates cross-file references across large documentation sets.
3. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Fluid technical documentation authoring with clear instructional hierarchy.
4. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Accurate technical guides, CLI flag references, and runnable examples.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Cost-effective multi-page documentation generation and reference expansion.

#### Role: Documentation Reviewer

*Slug:* `documentation-reviewer` | *Stage:* Review

*Domain:* Critic-with-gate: the architecture critic verifies authority and permission wording; the CLI critic verifies command and flag accuracy; a deterministic docs lint remains the fixed gate.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Verifies security, governance, and authority wording.
2. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Verifies CLI command accuracy, flag syntax, and documentation formatting.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Rigorous editorial review for clarity, technical completeness, and tone consistency.
4. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Systematic verification of cross-document links and anchor consistency.
5. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Rapid lint rule compliance and syntax verification.

---

## Design & Experience

*Slug:* `design-experience`

**Overview:**

1. **Build Design System:** W3C DTCG Token Modeling → Style Dictionary v4 AST Engine → Headless Component Primitives → Compound Variants (CVA).
2. **Engineer Mobile Interactions:** Harmonic Spring Physics → Reanimated v3 UI-Thread Worklets → SwiftUI/Compose Gestures → CoreHaptics Waveforms → 120Hz LTPO Profiling.
3. **Engineer Terminal Interfaces:** Raw Mode Protocol → TrueColor Double-Buffering → The Elm Architecture (Bubbletea) / Ratatui Layouts → Terminal Signal Trapping.
4. **Audit Visual Quality and Accessibility:** Snapshot Ingestion → Perceptual Diffing (SSIM) → WCAG 2.2 / APCA Contrast Math → Concentric Radius / Optical Polish.

---

### Workflow: Build Design System

*Slug:* `build-design-system`

**Stages:** Token architecture → Component synthesis

#### Role: Design Token Theme Architect

*Slug:* `design-token-theme-architect` | *Stage:* Token architecture

*Domain:* W3C DTCG token schema authoring, Style Dictionary v4 AST pipelines, OKLCH/Display-P3 scales, and multi-platform packaging (Web, Swift, Compose).

1. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Master design token taxonomist; color space (OKLCH) and scale hierarchy.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Multi-platform token transformation (W3C Design Tokens to CSS/iOS/Android).
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Monorepo theme implementation and code generation.
4. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast token validation and contrast ratio auditing.
5. **`openai/gpt-5.4`** (1.05M ctx | $2.50 / $15.00) — Enterprise design system cross-platform consistency.

#### Role: Web Component Synthesizer

*Slug:* `web-component-synthesizer` | *Stage:* Component synthesis

*Domain:* Modern React 19, Tailwind CSS v4 `@theme`, Radix UI headless primitives, polymorphic slot patterns, and CVA variant systems.

1. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Clean React 19, Tailwind, and accessible Radix/Aria primitives.
2. **`bytedance-seed/seed-2.0-code`** (262k ctx | $0.50 / $3.00) — Highly efficient component code synthesizer.
3. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast state machine implementation and micro-interaction code.
4. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex layout virtualization and DOM performance tuning.
5. **`deepseek/deepseek-v4-pro`** (1.05M ctx | $0.63 / $1.25) — Bulk UI component library scaffolding.

---

### Workflow: Engineer Mobile Interactions

*Slug:* `engineer-mobile-interactions`

**Stages:** Micro-interactions → Haptics

#### Role: Mobile Micro-Interaction Engineer

*Slug:* `mobile-micro-interaction-engineer` | *Stage:* Micro-interactions

*Domain:* Multi-touch gesture lifecycles, spring physics (stiffness, damping), 120Hz frame budgets, Reanimated v3 worklets, and native modifiers.

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Native mobile animation drivers, spring physics, and gesture recognizers.
2. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Fluid micro-interaction design and gesture state architecture.
3. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast mobile component implementation and state binding.
4. **`moonshotai/kimi-k2.7-code`** (262k ctx | $0.66 / $3.40) — Resilient mobile code generation.
5. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Mobile screen layout translation and asset mapping.

#### Role: Native Haptics Specialist

*Slug:* `native-haptics-specialist` | *Stage:* Haptics

*Domain:* Apple CoreHaptics (`.ahap` waveforms), Android `VibrationEffect` compositions, JSI hardware bridges, and tactile throttling.

1. **`mistralai/codestral-2508`** (256k ctx | $0.30 / $0.90) — Low-latency, precise hardware API bindings (Swift/Kotlin/C++).
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-throughput cross-platform haptic wrapper synthesizer.
3. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Fine-grained haptic feedback design and event mapping.
4. **`openai/gpt-5.4`** (1.05M ctx | $2.50 / $15.00) — Hardware sensor integration and battery lifecycle optimization.
5. **`openai/gpt-5.6-luna`** (1.05M ctx | $0.20 / $1.20) — Fast AHAP waveform JSON serialization.

---

### Workflow: Engineer Terminal Interfaces

*Slug:* `engineer-terminal-interfaces`

**Stages:** TUI layout → Event loop

#### Role: TUI Layout Engineer

*Slug:* `tui-layout-engineer` | *Stage:* TUI layout

*Domain:* Terminal emulation protocols (VT100, ANSI escape codes), TrueColor 24-bit rendering, alternate screens, and Ratatui constraint math.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Pragmatic terminal systems code writer; adheres to strict TUI layout constraints.
2. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex ANSI rendering engines and terminal buffer diffing.
3. **`poolside/laguna-s-2.1`** (1.05M ctx | $0.09 / $0.18) — Low-cost candidate; 1M context at $0.09/M.
4. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Clean Go (Bubbletea) and Rust (Ratatui) view/update implementations.
5. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — High-ergonomic terminal UX and keyboard navigation design.

#### Role: Terminal Event Loop Specialist

*Slug:* `terminal-event-loop-specialist` | *Stage:* Event loop

*Domain:* The Elm Architecture (TEA) in Bubbletea, Tokio event loops in Rust, raw mode stdin demuxing, Vim modal keymaps, and signal trapping.

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Flawless asynchronous event loop (Tokio/TEA) and POSIX termios handling.
2. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Flagship CLI and sub-process navigation specialist; signal cleanup.
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-precision Rust/Go async event handling and state dispatch.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Complex modal keybinding architectures (Vim/Emacs emulation).
5. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Clean command routing and keyboard navigation schemas.

---

### Workflow: Audit Visual Quality and Accessibility

*Slug:* `audit-visual-accessibility`

**Stages:** Visual QA → Accessibility

#### Role: Visual QA Polish Auditor

*Slug:* `visual-qa-polish-auditor` | *Stage:* Visual QA

*Domain:* High-resolution screenshot vs Figma spec comparisons, optical alignment, typography baseline grids, and concentric nested radii math.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — **Primary Automated Visual QA Gate**; rapid visual diff and layout regression detection.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — High-precision design system aesthetic fidelity and alignment audit.
3. **`qwen/qwen3-vl-235b-a22b-instruct`** (262k ctx | $0.21 / $1.90) — Ultra-low-cost screenshot artifact and font rendering detector.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Final qualitative visual polish and brand aesthetic signoff.
5. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — High-resolution pixel-perfect design-to-code comparison.

#### Role: Accessibility WCAG Specialist

*Slug:* `accessibility-wcag-specialist` | *Stage:* Accessibility

*Domain:* WCAG 2.2 AA/AAA success criteria, APCA contrast math, accessibility tree DOM verification, focus traps, and axe-core test automation.

1. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Gold standard for semantic HTML, ARIA tree hierarchies, and focus management.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Automated WCAG 2.2 color contrast and visual touch-target auditor.
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-throughput AST accessibility linter and automated ARIA fixer.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Cognitive load and neurodiverse accessibility compliance evaluation.
5. **`openai/gpt-5.4`** (1.05M ctx | $2.50 / $15.00) — Screen-reader script simulation and compliance reporting.

---

## Media Production

*Slug:* `media-production`

**Overview:**

1. **Produce Generative Video:** Ideation → Scriptwriting → Shot Storyboarding → Prompt Synthesis → Video Generation → Visual Continuity QA → Audio/Foley Scoring → Final Render.
2. **Repurpose Long-Form Video:** Raw Media Ingestion (1–4h) → Semantic Hook Extraction → Active Speaker Tracking & Dynamic 9:16 Reframing → B-Roll Matching → Kinetic Typography & Packaging.
3. **Edit and Render Media:** Codec/Asset Ingestion → Rough-Cut Compilation → Deterministic NLE/FFmpeg Filtergraph Assembly → Color LUT/Loudness Normalization → Broadcast Compliance Gate.

---

### Workflow: Produce Generative Video

*Slug:* `produce-generative-video`

**Stages:** Script and storyboard → Prompt engineering → Visual continuity → Video QA → Audio-visual compositing

#### Role: Scriptwriter Storyboard Director

*Slug:* `scriptwriter-storyboard-director` | *Stage:* Script and storyboard

*Domain:* Cinematic screenplays, narrative arcs, shot descriptions, scene tempos, and blocking instructions.

1. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Frontier narrative depth, emotional nuance, and long-horizon multi-act pacing across 1M context.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Highly responsive, steerable screenplay formatting (Fountain/Final Draft XML) at 1/3rd the operating cost.
3. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Punchy dialogue cadence, contemporary cultural fluency, and unconventional creative treatments.
4. **`mistralai/mistral-large-2512`** (262k ctx | $0.50 / $1.50) — Multilingual narrative drafting and shot list breakdown at exceptional unit economics.
5. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Complex multi-character worldbuilding and director-ready blocking notes.

#### Role: Video Prompt Engineer

*Slug:* `video-prompt-engineer` | *Stage:* Prompt engineering

*Domain:* Deconstructing storyboards into diffusion/autoregressive prompts (framing, camera vectors, lighting, negative constraints).

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast spatial-visual comprehension; converts visual concepts into diffusion parameters at high throughput.
2. **`bytedance-seed/seed-2-1-turbo`** (262k ctx | $0.50 / $2.50) — Native diffusion tuning; outputs compact, weighted prompts with motion velocity vectors.
3. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Complex camera motion prompting (e.g., *dolly zoom with 45° pan*) without semantic drift.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — 2.4T multimodal MoE tuned across global generative video backends (Wan, Kling, Sora, Runway).
5. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Strict schema compliance for programmatic video generation APIs.

#### Role: Visual Continuity Engine

*Slug:* `visual-continuity-engine` | *Stage:* Visual continuity

*Domain:* Compares generated frames against reference sheets to prevent facial, wardrobe, lighting, and environmental drift.

1. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Native multi-image/video reasoning; cross-references character turnarounds across a 1M token context.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Real-time frame-by-frame similarity scoring and spatial discrepancy detection.
3. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Fine-grained texture, logo, and wardrobe consistency tracking.
4. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — Ultra-low-cost screening gate across high-volume rendering batches.
5. **`openai/gpt-5.4-image-2`** (272k ctx | $8.00 / $15.00) — *Image Output Engine*; generates in-painted corrective reference keyframes.

#### Role: Video QA Defect Inspector

*Slug:* `video-qa-defect-inspector` | *Stage:* Video QA

*Domain:* Scans raw video renders for frame flicker, non-physical deformations, temporal morphing, and anatomical glitches.

1. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — **Tier-0 Primary Ingestion Gate**; 1.31M native video context at $0.075/M prompt.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast, reliable defect classification and timestamp annotation.
3. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Escalation arbiter for subtle temporal and physical artifact validation.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Evaluates physics continuity (fluid dynamics, shadows, reflections).
5. **`bytedance-seed/seed-2-1-turbo`** (262k ctx | $0.50 / $2.50) — Emits structured defect reports categorized by error severity.

#### Role: Audio-Visual Compositor

*Slug:* `audio-visual-compositor` | *Stage:* Audio-visual compositing

*Domain:* Analyzes video hit points, generates music briefs, places Foley effects, and aligns audio with visual cues.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Native multimodal engine (video + audio + text); detects hit points and sync offsets.
2. **`google/lyria-3-pro-preview`** (1.05M ctx | $0.08 / song) — Generates high-fidelity 48kHz audio and scoring directly from visual prompts.
3. **`openai/gpt-audio`** (128k ctx | $2.50 / $10.00) — Native speech and audio synthesis; cadence and vocal inflection alignment.
4. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Authors time-indexed EDL/FCPXML sound design cue sheets.
5. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Orchestrates multi-channel frequency and ducking parameter hierarchies.

---

### Workflow: Repurpose Long-Form Video

*Slug:* `repurpose-long-form-video`

**Stages:** Highlight extraction → Reframing and B-roll → Kinetic typography

#### Role: Highlight Hook Extractor

*Slug:* `highlight-hook-extractor` | *Stage:* Highlight extraction

*Domain:* Ingests 1–4 hour recordings, identifying viral hooks, high-retention segments, and standalone topics.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Scans multi-hour video/audio streams; extracts timestamped clips at sub-$0.50 cost per hour.
2. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — Massive 1.31M context for bulk background indexing of livestreams.
3. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Deep semantic extraction for complex lectures and technical panels.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Correlates audience physical cues (laughter, applause) with audio punchlines.
5. **`moonshotai/kimi-k3`** (1.05M ctx | $3.00 / $15.00) — Long-horizon needle-in-a-haystack topic retrieval across long discussions.

#### Role: Reframing B-Roll Matcher

*Slug:* `reframing-broll-matcher` | *Stage:* Reframing and B-roll

*Domain:* Tracks active speakers for 16:9 to 9:16 dynamic cropping and generates semantic B-roll search queries.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Computes normalized bounding-box coordinates for smooth virtual camera pans.
2. **`qwen/qwen3.8-flash`** (1M ctx | $0.15 / $0.47) — Real-time contextual B-roll keyword and stock asset search query generation.
3. **`xiaomi/mimo-v2.5`** (1.05M ctx | $0.14 / $0.28) — Native omnimodal video model with spatial frame perception.
4. **`bytedance-seed/seed-2-1-turbo`** (262k ctx | $0.50 / $2.50) — Visual tracking and keyframe coordinate mapping.
5. **`amazon/nova-2-lite-v1`** (1M ctx | $0.30 / $2.50) — Low-cost video indexing and visual scene classification.

#### Role: Kinetic Typographer

*Slug:* `kinetic-typographer` | *Stage:* Kinetic typography

*Domain:* Formats word-level subtitle timings, selects kinetic text styling/colors, and drafts click-through titles.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — High cultural fluency; generates punchy titles, descriptions, and hashtags matching platform trends.
2. **`mistralai/mistral-large-2512`** (262k ctx | $0.50 / $1.50) — Cost-effective structured JSON/ASS subtitle styling and localization.
3. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Polished typography formatting, emphasis palettes, and social pacing.
4. **`qwen/qwen3.8-flash`** (1M ctx | $0.15 / $0.47) — Real-time formatting of raw Whisper transcripts into styled subtitle chunks.
5. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Precise timing verification and deterministic subtitle schema alignment.

---

### Workflow: Edit and Render Media

*Slug:* `edit-render-media`

**Stages:** Timeline assembly → Broadcast compliance

#### Role: Timeline Assembly Engineer

*Slug:* `timeline-assembly-engineer` | *Stage:* Timeline assembly

*Domain:* Emits executable FFmpeg filtergraphs, OpenTimelineIO (OTIO) JSON, and Remotion/DaVinci Resolve Python scripts.

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Frontier code generation for complex multi-input FFmpeg filtergraphs and OTIO structures.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — 1M-context Remotion/React-video and Python automation specialist at low cost.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Multi-track timecode arithmetic, drop-frame calculations, and nested timeline logic.
4. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Inspects raw asset metadata directly and constructs execution CLI commands.
5. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Lightweight Bash and Python timeline glue scripts.

#### Role: Broadcast Compliance Gatekeeper

*Slug:* `broadcast-compliance-gatekeeper` | *Stage:* Broadcast compliance

*Domain:* Verifies broadcast safe zones, subtitle synchronization, audio loudness (EBU R128), and photosensitive epilepsy (PSE) safety.

1. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Multi-modal audit across 1M tokens; validates title safety, strobe risks, and branding.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Fast automated gatekeeper in rendering CI/CD; catches black frames and desync.
3. **`meta/muse-spark-1.3`** (1.05M ctx | $1.25 / $4.25) — Native audio/video inspection of loudness dynamics and visual pacing.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — High spatial resolution checks for color clipping and compression banding.
5. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — High-throughput preliminary broadcast screening.

---

## Data & Analytics

*Slug:* `data-analytics`

**Overview:**

1. **Query Business Intelligence:** Metric Resolution → SQL Generation → AST Optimization → Warehouse Execution → Declarative Dashboard Formatting.
2. **Analyze Dataset:** Data Hygiene → Hypothesis Formulation → Vectorized Python (Polars/Pandas) → Sandbox Execution → Causal Inference.
3. **Extract and Audit Documents:** Massive 10-K Ingestion → Table/Chart Extraction → High-Precision Mathematical Auditing → Executive Variance Memo.

---

### Workflow: Query Business Intelligence

*Slug:* `query-business-intelligence`

**Stages:** Text-to-SQL → Query optimization → Dashboard formatting

#### Role: Text-to-SQL Architect

*Slug:* `text-to-sql-architect` | *Stage:* Text-to-SQL

*Domain:* Translates natural language questions into performant SQL queries (CTEs, window functions) across enterprise warehouses.

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex nested SQL queries, CTEs, and window functions.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Ingests 1,000-table enterprise data dictionaries in 1M context.
3. **`deepseek/deepseek-v4-pro`** (1.05M ctx | $0.63 / $1.25) — High-throughput Text-to-SQL generation.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Ambiguous business metric semantic translation.
5. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Ultra-fast schema resolution and join mapping.

#### Role: SQL Optimizer Validator

*Slug:* `sql-optimizer-validator` | *Stage:* Query optimization

*Domain:* Inspects `EXPLAIN ANALYZE` query plans, eliminates Cartesian products, and applies dialect-specific index optimizations.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Query execution plan optimization and index utilization logic.
2. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — High-efficiency algorithmic query rewriting.
3. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Database engine-specific syntax correction (Postgres/Snowflake/BigQuery).
4. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Cost-efficient automated query correction loop.
5. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Enterprise data governance and query compliance.

#### Role: BI Dashboard Formatter

*Slug:* `bi-dashboard-formatter` | *Stage:* Dashboard formatting

*Domain:* Transforms SQL result tables into declarative chart specifications (Vega-Lite, ECharts) with executive commentary.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Visual chart layout and structured Vega-Lite/ECharts JSON.
2. **`qwen/qwen3.8-flash`** (1M ctx | $0.15 / $0.47) — Ultra-fast, low-cost dashboard widget JSON generation.
3. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — High-throughput dashboard data series formatting.
4. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Executive visual narrative and metric layout design.
5. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Strict schema compliance for BI embedded frameworks.

---

### Workflow: Analyze Dataset

*Slug:* `analyze-dataset`

**Stages:** Code synthesis → Causal reasoning

#### Role: Data Science Code Synthesizer

*Slug:* `data-science-code-synthesizer` | *Stage:* Code synthesis

*Domain:* Writes vectorized, performant Python code for feature engineering, statistical modeling, and ML pipelines.

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Complex numerical analysis, PyTorch/Scikit pipelines.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-capacity Python data science code generator with 1M context.
3. **`mistralai/codestral-2508`** (256k ctx | $0.30 / $0.90) — Extremely low-cost Polars/Pandas data pipeline implementation.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Complex econometric and Bayesian model formulation.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Large-scale data ingestion and transformation scripts.

#### Role: Statistical Causal Reasoner

*Slug:* `statistical-causal-reasoner` | *Stage:* Causal reasoning

*Domain:* Evaluates p-values, separates correlation from causation, controls for confounders, and diagnoses distribution drift.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Advanced causal inference, covariate adjustment, and distribution shift reasoning.
2. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — High-efficiency statistical hypothesis testing and anomaly deduction.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Interpreting causal models for business decision-makers.
4. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Ingestion of multimodal data distribution plots and correlations.
5. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Enterprise-scale econometric simulation.

---

### Workflow: Extract and Audit Documents

*Slug:* `extract-audit-documents`

**Stages:** Dossier extraction → Variance audit

#### Role: Financial Dossier Extractor

*Slug:* `financial-dossier-extractor` | *Stage:* Dossier extraction

*Domain:* Ingests 100k–1M+ token SEC 10-K/10-Q filings and investor decks; extracts dense tables and footnotes without OCR degradation.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Premier unit economics for 1M-token PDF table and chart extraction.
2. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Footnote reconciliation and complex accounting table extraction.
3. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Robust bilingual financial reporting and balance sheet analysis.
4. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Qualitative MD&A disclosure risk synthesis.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Low-cost long-form structured financial data normalization.

#### Role: Financial Variance Auditor

*Slug:* `financial-variance-auditor` | *Stage:* Variance audit

*Domain:* Reconciles statement equations, verifies debt covenants, and recalculates financial ratios with zero arithmetic error.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Zero-hallucination arithmetic audit and ledger balance reconciliation.
2. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — High-speed variance detection and formula recalculation.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Full financial audit report synthesis and regulatory commentary.
4. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Audit compliance verification against accounting standards.
5. **`openai/gpt-6-astra-pro`** (1.05M ctx | $10.00 / $50.00) — Complex tax and holding company consolidation.

---

## Research & Strategy

*Slug:* `research-strategy`

**Overview:**

1. **Prepare Decision Brief:** Status Ingestion → Signal Extraction → Scenario Trade-Off Modeling → C-Suite Ghostwriting → Tone Calibration.
2. **Structure Negotiations:** Contract/Ticket Ingestion → Leverage (BATNA) Modeling → Counter-Proposal Structuring.

---

### Workflow: Prepare Decision Brief

*Slug:* `prepare-decision-brief`

**Stages:** Intelligence synthesis → Scenario modeling → Competitive research

#### Role: Executive Intelligence Synthesizer

*Slug:* `executive-intelligence-synthesizer` | *Stage:* Intelligence synthesis

*Domain:* Distills messy operational data into dense, crisp, jargon-free executive narratives and board-level memos.

1. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Gold standard in executive prose; authoritative C-suite memos with zero fluff.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Rapid daily drafting of executive summaries and decision briefs.
3. **`writer/palmyra-x5`** (1.04M ctx | $0.60 / $6.00) — Enterprise business corpus trained; low-cost long-form synthesis.
4. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Direct, unvarnished operational status reports.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — High-stakes multi-entity corporate restructuring.

#### Role: Strategic Scenario Modeler

*Slug:* `strategic-scenario-modeler` | *Stage:* Scenario modeling

*Domain:* Analyzes capital allocation trade-offs, competitive moats (7 Powers), and down-side risk matrices.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Game-theoretic modeling of competitor reactions and pricing power.
2. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Evaluates systemic industry dynamics and platform lock-in effects.
3. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — Pure chain-of-thought mathematical sensitivity analysis.
4. **`qwen/qwen3.8-max-0902`** (1M ctx | $2.00 / $6.00) — Macroeconomic supply chain disruption analysis across 1M context.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — Multi-variable enterprise stress testing.

#### Role: Competitive Web Researcher

*Slug:* `competitive-web-researcher` | *Stage:* Competitive research

*Domain:* Scans public databases, competitor releases, earnings calls, and patent filings to build factual dossiers.

1. **`perplexity/sonar-deep-research`** (128k ctx | $2.00 / $8.00) — Autonomous multi-step deep-web market research with live citations.
2. **`x-ai/grok-4.20-multi-agent`** (2M ctx | $1.25 / $2.50) — Real-time social, news, and market intelligence across 2M context.
3. **`perplexity/sonar-pro-search`** (200k ctx | $3.00 / $15.00) — Rapid multi-source competitive landscape synthesis.
4. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Ingests competitor investor slide decks, financials, and whitepapers.
5. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Continuous automated monitoring of competitor site changes.

---

### Workflow: Structure Negotiations

*Slug:* `structure-negotiations`

**Stages:** Deal strategy

#### Role: Negotiation Deal Strategist

*Slug:* `negotiation-deal-strategist` | *Stage:* Deal strategy

*Domain:* Models counterparty BATNA, calculates walk-away thresholds, and structures tiered commercial counter-proposals.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Game-theoretic concession modeling and BATNA optimization.
2. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Psychological leverage, interpersonal dynamics, and counter-framing.
3. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — Mathematical deal structure and incentive alignment analysis.
4. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Term sheet covenant structuring.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — Complex multi-party merger and joint venture dynamics.

---

## Business Operations

*Slug:* `business-operations`

**Overview:**

1. **Automate Tasks:** Multi-Channel Ingestion → Urgency Triage → Action Item Extraction → Multi-Tool API Dispatch → Daily Briefing.
2. **Handle Customer Escalations:** Ticket Ingestion → De-escalation Comms.
3. **Review Contracts:** Contract Ingestion → SLA/Legal Risk Audit → Redline.

---

### Workflow: Automate Tasks

*Slug:* `automate-tasks`

**Stages:** Tool dispatch → Inbox triage → Executive briefing

#### Role: Workflow Tool Dispatcher

*Slug:* `workflow-tool-dispatcher` | *Stage:* Tool dispatch

*Domain:* Invokes external APIs (calendar, email, CRM), coordinates webhooks, and manages background task pipelines.

1. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Sub-second deterministic tool dispatch with zero argument hallucination.
2. **`openai/gpt-5.6-sol`** (1.05M ctx | $2.00 / $10.00) — Complex multi-step tool dependency chaining and error recovery.
3. **`qwen/qwen3.6-flash`** (1M ctx | $0.1875 / $1.125) — High-throughput sub-second personal action router.
4. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Ambiguous user intent disambiguation.
5. **`google/gemini-3.1-pro-preview-customtools`** (1.05M ctx | $2.00 / $12.00) — Multi-agent tool orchestration.

#### Role: Inbox Communication Triager

*Slug:* `inbox-communication-triager` | *Stage:* Inbox triage

*Domain:* Classifies incoming emails, extracts action items, prioritizes blockers, and drafts context-aware replies.

1. **`deepseek/deepseek-v4-flash-0731`** (1.31M ctx | $0.05 / $0.10) — High-volume Tier-0 spam/priority email triage at $0.05/M.
2. **`openai/gpt-5.6-luna`** (1.05M ctx | $0.20 / $1.20) — Fast structured JSON action item extractor from emails.
3. **`google/gemini-3.5-flash-lite`** (1.05M ctx | $0.30 / $2.50) — Multimodal attachment and PDF receipt processing.
4. **`mistralai/mistral-small-3.2-24b-instruct`** (131k ctx | $0.075 / $0.20) — Private, fast thread summarization.
5. **`anthropic/claude-haiku-4.5`** (200k ctx | $1.00 / $5.00) — Escalation tier for sensitive VIP relationship messages.

#### Role: Executive Briefing Concierge

*Slug:* `executive-briefing-concierge` | *Stage:* Executive briefing

*Domain:* Aggregates meeting transcripts, daily agendas, and commitments into a prioritized morning briefing.

1. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Optimal balance of executive briefing tone, elegance, and cost.
2. **`upstage/solar-pro4`** (524k ctx | $0.03 / $0.12) — High-efficiency calendar, news, and slack backlog summarizer.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — High-stakes executive priority briefing and talking points.
4. **`x-ai/grok-4.3`** (1M ctx | $1.25 / $2.50) — Fast morning social and industry pulse digest.
5. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Multimodal briefing compiling audio voicemails and visual slide decks.

---

### Workflow: Handle Customer Escalations

*Slug:* `handle-customer-escalations`

**Stages:** De-escalation communication

#### Role: Customer De-escalation Communicator

*Slug:* `customer-deescalation-communicator` | *Stage:* De-escalation communication

*Domain:* Authors empathetic, authoritative, legally sound communications during outages, breaches, or disputes.

1. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Masterclass in diplomatic de-escalation, emotional intelligence, and trust restoration.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Fast turnaround for high-pressure incident customer comms.
3. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — High-stakes enterprise SLA breach statements.
4. **`writer/palmyra-x5`** (1.04M ctx | $0.60 / $6.00) — Corporate PR and compliance-safe messaging.
5. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Direct, transparent post-mortem communication.

---

### Workflow: Review Contracts

*Slug:* `review-contracts`

**Stages:** Contract redline

#### Role: Contract Redline Auditor

*Slug:* `contract-redline-auditor` | *Stage:* Contract redline

*Domain:* Audits 100-page MSAs, DPAs, and term sheets; flags aggressive indemnification, liability caps, and non-standard SLAs.

1. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Enterprise legal risk auditor; non-negotiable liability clause verification.
2. **`writer/palmyra-x5`** (1.04M ctx | $0.60 / $6.00) — Purpose-built contract language and indemnification clause analyzer.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Contextual commercial terms and dispute resolution redlines.
4. **`google/gemini-3.1-pro-preview`** (1.05M ctx | $2.00 / $12.00) — Long 1M-token cross-contract reconciliation.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — Cross-border regulatory compliance verification.

---

## Security & Reliability

*Slug:* `security-reliability`

**Overview:**

1. **Investigate Incident:** Telemetry filtering → Incident triage → Forensic analysis → Reproduction → Debrief. Stages are optional per incident; there is no mandatory five-model fanout.
2. **Patch Vulnerability:** Taint Flow Analysis → Defensive Patching → Adversarial Mutation Verification.

---

### Workflow: Investigate Incident

*Slug:* `investigate-incident`

**Stages:** Telemetry filtering → Incident triage → Forensic analysis → Reproduction → Debrief (optional per incident; no mandatory five-model fanout)

#### Role: Telemetry Stream Classifier

*Slug:* `telemetry-stream-classifier` | *Stage:* Telemetry filtering

*Domain:* Ingests high-velocity JSON logs, OpenTelemetry traces, and time-series metrics at rock-bottom token cost.

1. **`qwen/qwen3.7-flash`** (1M ctx | $0.03 / $0.13) — **Tier-0 Primary Streaming Gate**; 1M context at $0.03/M prompt.
2. **`deepseek/deepseek-v4-flash-0731`** (1.31M ctx | $0.05 / $0.10) — High-throughput anomaly classification in 1.31M context.
3. **`z-ai/glm-5.3-flash`** (1.31M ctx | $0.075 / $0.25) — High-speed log aggregation and pattern recognition.
4. **`google/gemini-3.1-flash-lite`** (1.05M ctx | $0.25 / $1.50) — Multimodal metric graph and trace ingestion.
5. **`amazon/nova-2-lite-v1`** (1M ctx | $0.30 / $2.50) — Resilient secondary cloud telemetry classifier.

#### Role: Incident Triage Investigator

*Slug:* `incident-triage-investigator` | *Stage:* Incident triage

*Domain:* Consumes raw multi-gigabyte log dumps, APM spans, and core dumps; filters noise and isolates fault boundaries.

1. **`deepseek/deepseek-v4-flash-0731`** (1.31M ctx | $0.05 / $0.10) — **Tier-0 Primary Ingestion Gate**; 1.31M context at $0.05/M prompt.
2. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Multimodal crash analysis (logs + APM graphs + error screenshots).
3. **`openai/gpt-5.6-luna`** (1.05M ctx | $0.20 / $1.20) — Fast structured JSON classification of stack traces across 1M tokens.
4. **`x-ai/grok-4.20`** (2M ctx | $1.25 / $2.50) — 2M context window for cross-service distributed tracing scans.
5. **`qwen/qwen3.8-flash`** (1M ctx | $0.15 / $0.47) — High-throughput multilingual log scanner for multi-cluster events.

#### Role: Forensic Causal Analyst

*Slug:* `forensic-causal-analyst` | *Stage:* Forensic analysis

*Domain:* Analyzes concurrent thread traces, memory corruptions, and race conditions to isolate line-level defects.

1. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Frontier test-time reasoning on distilled call graphs; uncovers edge-case race conditions.
2. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Deep forensic reasoning across complex asynchronous lifecycles in 1M context.
3. **`deepseek/deepseek-r1-0528`** (164k ctx | $0.50 / $2.15) — Open chain-of-thought mathematical and logical bug deduction.
4. **`anthropic/claude-fable-5.1`** (1M ctx | $10.00 / $50.00) — Multi-repository diagnostic investigations for systemic architectural failures.
5. **`openai/gpt-6-astra`** (1.05M ctx | $10.00 / $50.00) — Long-context multi-system causal graph reconstruction.

#### Role: Repro PoC Synthesizer

*Slug:* `repro-poc-synthesizer` | *Stage:* Reproduction

*Domain:* Translates trace observations into isolated, runnable reproduction unit/integration tests and scripts.

1. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Fast, repo-accurate test writer; minimal boilerplate without hallucinating dependencies.
2. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — Ingests full test frameworks; generates parameterized reproduction suites.
3. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Specialized mocking of network calls, clocks, and internal database states.
4. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Parameterized property-based regression test harnesses (Hypothesis/QuickCheck).
5. **`mistralai/devstral-2512`** (262k ctx | $0.40 / $2.00) — Concise, executable unit-test reproductions.

#### Role: Incident Debrief Synthesizer

*Slug:* `incident-debrief-synthesizer` | *Stage:* Debrief

*Domain:* Traces microservice failure cascades, determines primary failure mechanisms, and authors post-mortems.

1. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Unmatched incident debrief authoring, timeline reconstruction, and learnings.
2. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — High-velocity technical post-mortem report writer.
3. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Root cause extraction without corporate sugarcoating.
4. **`google/gemini-3.8-flash`** (1.05M ctx | $0.75 / $3.75) — Visual timeline generation combining metric spikes and log traces.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Infrastructure remediations and preventive patch specification.

---

### Workflow: Patch Vulnerability

*Slug:* `patch-vulnerability`

**Stages:** Defensive patching → Adversarial audit

#### Role: Defensive Patch Hardening Engineer

*Slug:* `defensive-patch-hardening-engineer` | *Stage:* Defensive patching

*Domain:* Synthesizes fail-closed security fixes (parameterized queries, sanitization, constant-time comparisons).

1. **`openai/gpt-5.3-codex`** (400k ctx | $1.75 / $14.00) — Surgical security patch generator using secure coding primitives.
2. **`x-ai/grok-4.6`** (500k ctx | $2.00 / $6.00) — Rapid patch application that passes deterministic verification cleanly.
3. **`qwen/qwen3-coder-plus`** (1M ctx | $0.65 / $3.25) — High-throughput defensive refactoring across large repos.
4. **`anthropic/claude-sonnet-5`** (1M ctx | $2.00 / $10.00) — Applies defensive validation without breaking valid user flows.
5. **`bytedance-seed/seed-2.0-code`** (262k ctx | $0.50 / $3.00) — Web and client-side sanitization hardening.

#### Role: Adversarial Security Mutation Auditor

*Slug:* `adversarial-security-mutation-auditor` | *Stage:* Adversarial audit

*Domain:* Authors exploit PoCs, executes mutation testing, and ensures patches introduce zero bypass vectors.

1. **`openai/gpt-5.6-sol-pro`** (1.05M ctx | $2.00 / $10.00) — Pro reasoning mode; probes candidate fixes with adversarial bypass payloads.
2. **`openai/o3`** (200k ctx | $2.00 / $8.00) — Fuzzing parameter generation and mathematical boundary mutation testing.
3. **`anthropic/claude-opus-5`** (1M ctx | $5.00 / $25.00) — Unforgiving security critic; catches incomplete sanitization and secondary injections.
4. **`nvidia/nemotron-3-ultra-550b-a55b`** (262k ctx | $0.625 / $3.125) — 550B MoE frontier open reasoning model for vulnerability search.
5. **`deepseek/deepseek-v4-pro-0813`** (1.05M ctx | $0.58 / $1.74) — Full-codebase taint tracking and dataflow analysis.

---

## Repository workflow: land

`.kxm/workflows/land.yaml` is a project workflow, not a catalog slug. It runs six command gates in order: `land-verify`, `land-docs`, `land-rebase`, `land-merge`, `land-release`, `land-milestone`. Each gate calls `node scripts/pr-land.mjs --stage <name> --json`. A failed merge returns to `land-rebase` at most three times, then the run fails. `npm run verify` remains the first stage of `kxm land` and is not replaced by this workflow.

`kxm run land --dry-run --json` may be refused by live prerequisites until gate-only workflows are supported. The command `kxm land` runs the same stages without a run receipt.

## Repository developer workflows

These three files live in this repository's `.kxm/workflows`. `kxm init` does not write them.

| Workflow | Runs through |
|---|---|
| `writer-only` | `kxm lane run`. `implement-only` still resolves to this file. |
| `reviewer-arch-only` | `kxm lane run`. `review-arch-only` still resolves to this file. |
| `reviewer-cli-only` | `kxm lane run`. `review-cli-only` still resolves to this file. |

## Related

- [Workflow definitions](workflow-definitions.md): write a webhook or Runtime workflow for these stages
- [Harness routing](harness-routing.md): choose the route that runs a candidate model
- [Configuration file reference](config-reference.md): agents, roles, routes and prices
- [Set up a first workflow](../start/first-workflow.md): run a workflow end to end