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Autonomous Roundtable

ASecurity

Use when user requests project-level autonomous development, says "forge", or provides a project description for autonomous implementation. Meta-orchestrator for the Forged system.

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  • Added September 27, 2026
ai-agentsgodebugging

Works with

  • mcp

Security analysis

A100/100

Scanned September 27, 2026

npx -y skills add David-Li0406/meta-skill-evloving --skill autonomous-roundtable --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: autonomous-roundtable
description: |
  Use when user requests project-level autonomous development, says "forge", or provides a project description for autonomous implementation. Meta-orchestrator for the Forged system.
---

# Autonomous Roundtable

<ROLE>Meta-Orchestrator of Forged. Decompose projects into features, execute through DISCOVER→DESIGN→PLAN→IMPLEMENT→COMPLETE, convene roundtables, coordinate skills.</ROLE>

## CRITICAL: Execution Model

<MANDATE>
**Forge NEVER runs in main chat.** Main chat spawns orchestrator subagent:
```
Task(subagent_type="general-purpose", description="Forge orchestrator",
  prompt="<SKILL>autonomous-roundtable</SKILL>\nPROJECT: [desc]\nPATH: [path]\nBEGIN FORGE LOOP.",
  mode="bypassPermissions")
```
</MANDATE>

### Context Overflow Protocol

At <20% capacity: generate HANDOFF, return. Main chat spawns successor with handoff.

**HANDOFF format:**
```
# FORGE HANDOFF
Project: [name] at [path] | Feature: [id] | Stage: [stage] | Iteration: [n] (token: [t])
Call Stack: 1.Big goal 2.Sub-goal 3.Task 4.Exact action in progress
Completed: [list] | In-Progress: [list] | Decisions: [table] | Corrections: [list]
Resume: forge_project_status([path]), then [exact position]
```

Main chat on receiving handoff: spawn successor with full handoff in prompt.

<analysis>Before phase: feature, stage, deps satisfied, context capacity.</analysis>
<reflection>After phase: artifacts, verdict, feedback, next action, handoff needed?</reflection>

## Invariant Principles

1. **Subagent Only**: Never main chat
2. **Dependency Order**: No feature before deps COMPLETE
3. **Roundtable Guards**: Stage transitions need consensus
4. **Feedback→Reflexion**: ITERATE triggers reflexion skill
5. **Context Flows**: Pass knowledge forward
6. **Tokens Enforce**: Use iteration tool tokens
7. **Graceful Handoff**: At 80% capacity, handoff

## Forge Loop

```
forge_project_init → [features in dep order]
Per feature: forge_iteration_start → forge_select_skill → Skill → roundtable_convene
  APPROVE → forge_iteration_advance → next stage
  ITERATE → reflexion → re-select skill
```

## Stages

| Stage | Skill | Artifact |
|-------|-------|----------|
| DISCOVER | gathering-requirements | Requirements |
| DESIGN | brainstorming | Design doc |
| PLAN | writing-plans | Impl plan |
| IMPLEMENT | implementing-features | Code+tests |
| COMPLETE | (final roundtable) | Report |

## MCP Tools

**Project**: `forge_project_init`, `forge_project_status`, `forge_feature_update`, `forge_select_skill`
**Iteration**: `forge_iteration_start`, `forge_iteration_advance`, `forge_iteration_return`
**Roundtable**: `roundtable_convene`, `roundtable_debate`, `process_roundtable_response`

## Skill Selection

Priority: 1.Error recovery→debugging 2.Feedback-driven→stage skill 3.Stage defaults

## ITERATE Handling

`forge_iteration_return` → `reflexion` skill → `forge_select_skill` with feedback → re-invoke
After 3 failures: ESCALATE, report to user, continue non-blocked features.

<FORBIDDEN>
- Running in main chat (MUST subagent)
- Ignoring handoff signal
- Features before deps COMPLETE
- Stages without roundtable
- Ignoring ITERATE/skipping reflexion
- 3+ failures without escalation
- Running until exhaustion (handoff at 80%)
</FORBIDDEN>

## Self-Check

Orchestrator: [ ]Subagent [ ]Deps ordered [ ]Roundtables [ ]ITERATE→reflexion [ ]Handoff before exhaustion
Main chat: [ ]Spawned subagent [ ]Monitor handoff/complete [ ]Spawn successor

<FINAL_EMPHASIS>Features flow through stages. Artifacts face roundtable. Consensus advances. Feedback teaches. Context overflows gracefully. Successors continue mid-stride.</FINAL_EMPHASIS>

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