docs(agents): regenerate all AGENTS.md with deep codebase analysis

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YeonGyu-Kim
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## OVERVIEW
32 files containing AI agents and utilities for multi-model orchestration. Each agent has factory function + metadata + fallback chains.
**Primary Agents** (respect UI model selection):
- Sisyphus, Atlas, Prometheus
**Subagents** (use own fallback chains):
- Hephaestus, Oracle, Librarian, Explore, Multimodal-Looker, Metis, Momus, Sisyphus-Junior
11 AI agents with factory functions, fallback chains, and model-specific prompt variants. Each agent has metadata (category, cost, triggers) and configurable tool restrictions.
## STRUCTURE
```
agents/
├── atlas/ # Master Orchestrator (holds todo list)
│ ├── index.ts
│ ├── default.ts # Claude-optimized prompt (390 lines)
│ ├── gpt.ts # GPT-optimized prompt (330 lines)
├── sisyphus.ts # Main orchestrator (530 lines)
├── hephaestus.ts # Autonomous deep worker (624 lines)
├── oracle.ts # Strategic advisor (170 lines)
├── librarian.ts # Multi-repo research (328 lines)
├── explore.ts # Fast codebase grep (124 lines)
├── multimodal-looker.ts # Media analyzer (58 lines)
├── metis.ts # Pre-planning analysis (347 lines)
├── momus.ts # Plan validator (244 lines)
├── atlas/ # Master orchestrator
│ ├── agent.ts # Atlas factory
│ ├── default.ts # Claude-optimized prompt
│ ├── gpt.ts # GPT-optimized prompt
│ └── utils.ts
├── prometheus/ # Planning Agent (Interview/Consultant mode)
├── prometheus/ # Planning agent
│ ├── index.ts
│ ├── system-prompt.ts # 6-section prompt assembly
│ ├── plan-template.ts # Work plan structure (423 lines)
│ ├── interview-mode.ts # Interview flow (335 lines)
│ ├── plan-generation.ts
│ ├── high-accuracy-mode.ts
│ ├── identity-constraints.ts # Identity rules (301 lines)
│ └── behavioral-summary.ts
├── sisyphus-junior/ # Delegated task executor (category-spawned)
│ ├── index.ts
│ ├── default.ts
│ └── gpt.ts
├── sisyphus.ts # Main orchestrator (530 lines)
├── hephaestus.ts # Autonomous deep worker (618 lines)
├── oracle.ts # Strategic advisor (170 lines)
├── librarian.ts # Multi-repo research (328 lines)
├── explore.ts # Fast codebase grep (124 lines)
├── multimodal-looker.ts # Media analyzer (58 lines)
├── metis.ts # Pre-planning analysis (346 lines)
├── momus.ts # Plan validator (243 lines)
├── sisyphus-junior/ # Delegated task executor
│ ├── agent.ts
│ ├── default.ts # Claude prompt
│ └── gpt.ts # GPT prompt
├── dynamic-agent-prompt-builder.ts # Dynamic prompt generation (431 lines)
├── builtin-agents.ts # Agent registry (179 lines)
├── types.ts # AgentModelConfig, AgentPromptMetadata
├── builtin-agents/ # Agent registry (8 files)
├── utils.ts # Agent creation, model fallback resolution (571 lines)
├── types.ts # AgentModelConfig, AgentPromptMetadata
└── index.ts # Exports
```
## AGENT MODELS
| Agent | Model | Temp | Purpose |
|-------|-------|------|---------|
| Sisyphus | anthropic/claude-opus-4-6 | 0.1 | Primary orchestrator (fallback: kimi-k2.5 → glm-4.7 → gpt-5.3-codex → gemini-3-pro) |
| Hephaestus | openai/gpt-5.3-codex | 0.1 | Autonomous deep worker, "The Legitimate Craftsman" (requires gpt-5.3-codex, no fallback) |
| Atlas | anthropic/claude-sonnet-4-5 | 0.1 | Master orchestrator (fallback: kimi-k2.5 → gpt-5.2) |
| oracle | openai/gpt-5.2 | 0.1 | Consultation, debugging |
| librarian | zai-coding-plan/glm-4.7 | 0.1 | Docs, GitHub search (fallback: glm-4.7-free) |
| explore | xai/grok-code-fast-1 | 0.1 | Fast contextual grep (fallback: claude-haiku-4-5 → gpt-5-mini → gpt-5-nano) |
| multimodal-looker | google/gemini-3-flash | 0.1 | PDF/image analysis |
| Prometheus | anthropic/claude-opus-4-6 | 0.1 | Strategic planning (fallback: kimi-k2.5 → gpt-5.2) |
| Metis | anthropic/claude-opus-4-6 | 0.3 | Pre-planning analysis (fallback: kimi-k2.5 → gpt-5.2) |
| Momus | openai/gpt-5.2 | 0.1 | Plan validation (fallback: claude-opus-4-6) |
| Sisyphus-Junior | anthropic/claude-sonnet-4-5 | 0.1 | Category-spawned executor |
## HOW TO ADD
1. Create `src/agents/my-agent.ts` exporting factory + metadata.
2. Add to `agentSources` in `src/agents/builtin-agents.ts`.
3. Update `AgentNameSchema` in `src/config/schema.ts`.
4. Register in `src/index.ts` initialization.
| Agent | Model | Temp | Fallback Chain | Cost |
|-------|-------|------|----------------|------|
| Sisyphus | claude-opus-4-6 | 0.1 | kimi-k2.5 → glm-4.7 → gpt-5.3-codex → gemini-3-pro | EXPENSIVE |
| Hephaestus | gpt-5.3-codex | 0.1 | NONE (required) | EXPENSIVE |
| Atlas | claude-sonnet-4-5 | 0.1 | kimi-k2.5 → gpt-5.2 | EXPENSIVE |
| Prometheus | claude-opus-4-6 | 0.1 | kimi-k2.5 → gpt-5.2 | EXPENSIVE |
| oracle | gpt-5.2 | 0.1 | claude-opus-4-6 | EXPENSIVE |
| librarian | glm-4.7 | 0.1 | glm-4.7-free | CHEAP |
| explore | grok-code-fast-1 | 0.1 | claude-haiku-4-5 → gpt-5-mini → gpt-5-nano | FREE |
| multimodal-looker | gemini-3-flash | 0.1 | NONE | CHEAP |
| Metis | claude-opus-4-6 | 0.3 | kimi-k2.5 → gpt-5.2 | EXPENSIVE |
| Momus | gpt-5.2 | 0.1 | claude-opus-4-6 | EXPENSIVE |
| Sisyphus-Junior | claude-sonnet-4-5 | 0.1 | (user-configurable) | EXPENSIVE |
## TOOL RESTRICTIONS
| Agent | Denied Tools |
|-------|-------------|
| oracle | write, edit, task, task |
| librarian | write, edit, task, task, call_omo_agent |
| explore | write, edit, task, task, call_omo_agent |
| multimodal-looker | Allowlist: read only |
| Sisyphus-Junior | task, task |
| Atlas | task, call_omo_agent |
## PATTERNS
- **Factory**: `createXXXAgent(model: string): AgentConfig`
| Agent | Denied | Allowed |
|-------|--------|---------|
| oracle | write, edit, task, call_omo_agent | Read-only consultation |
| librarian | write, edit, task, call_omo_agent | Research tools only |
| explore | write, edit, task, call_omo_agent | Search tools only |
| multimodal-looker | ALL except `read` | Vision-only |
| Sisyphus-Junior | task | No delegation |
| Atlas | task, call_omo_agent | Orchestration only |
## THINKING / REASONING
| Agent | Claude | GPT |
|-------|--------|-----|
| Sisyphus | 32k budget tokens | reasoningEffort: "medium" |
| Hephaestus | — | reasoningEffort: "medium" |
| Oracle | 32k budget tokens | reasoningEffort: "medium" |
| Metis | 32k budget tokens | — |
| Momus | 32k budget tokens | reasoningEffort: "medium" |
| Sisyphus-Junior | 32k budget tokens | reasoningEffort: "medium" |
## HOW TO ADD
1. Create `src/agents/my-agent.ts` exporting factory + metadata
2. Add to `agentSources` in `src/agents/builtin-agents/`
3. Update `AgentNameSchema` in `src/config/schema/agent-names.ts`
4. Register in `src/plugin-handlers/agent-config-handler.ts`
## KEY PATTERNS
- **Factory**: `createXXXAgent(model): AgentConfig`
- **Metadata**: `XXX_PROMPT_METADATA` with category, cost, triggers
- **Tool restrictions**: `createAgentToolRestrictions(tools)` or `createAgentToolAllowlist(tools)`
- **Thinking**: 32k budget tokens for Sisyphus, Oracle, Prometheus, Atlas
- **Model-specific routing**: Atlas, Sisyphus-Junior have GPT vs Claude prompt variants
- **Model-specific prompts**: Atlas, Sisyphus-Junior have GPT vs Claude variants
- **Dynamic prompts**: Sisyphus, Hephaestus use `dynamic-agent-prompt-builder.ts` to inject available tools/skills/categories
## ANTI-PATTERNS
- **Trust reports**: NEVER trust "I'm done" - verify outputs
- **High temp**: Don't use >0.3 for code agents
- **Trust agent self-reports**: NEVER — always verify outputs
- **High temperature**: Don't use >0.3 for code agents
- **Sequential calls**: Use `task` with `run_in_background` for exploration
- **Prometheus writing code**: Planner only - never implements
- **Prometheus writing code**: Planner only never implements