Transforming human intent into autonomous execution.
Stop manual grinding, start directing intelligence.
🔄 Autonomous Iteration Engine Director Agent drives Analyze → Research → Design → Implement → QA in a closed loop. Not a one-shot generator — it iterates until quality converges. Auto-detects stagnation, oscillation, and Pareto frontiers to reach highest quality in minimum iterations.
👥 Expert Review Panel Automatically assembles 3-5 domain experts for parallel design review. Each expert evaluates independently — security, performance, maintainability — with veto power. Multi-perspective synthesis eliminates blind spots.
✅ Rigorous Quality Assurance Three-tier acceptance criteria (L1→L2→L3) with progressive escalation. Output integrity validation auto-detects truncation and recovers. Optimization directives are closed-loop tracked — every improvement proposed is verified next round.
📋 PRD-to-Deliverable Pipeline One PRD in, complete deliverables out — code, documents, or strategy reports. Auto-analyzes requirement topology, negotiates acceptance criteria, orchestrates parallel subtasks. From fuzzy intent to structured output, fully autonomous.
🧠 Self-Evolving Process Memory Extracts process experience after every iteration — ambiguities found, reusable components, rejected approaches, missing test cases. Persisted to memory files — gets smarter with every use. Retro phase generates rule update suggestions.
Intent-Fluid transforms intent into structured reality through an iterative, agentic pipeline. It doesn't generate once and stop — it loops through Analyze → Research → Design → Implement → QA until quality converges on your acceptance criteria. Each iteration extracts process memory, making the next run smarter.
See the full Installation Guide for platform-specific instructions.
git clone https://github.com/carbonshow/intent-fluid.git| Platform | Integration |
|---|---|
| Claude Code | /plugin marketplace add carbonshow/intent-fluid |
| Cursor | Add https://github.com/carbonshow/intent-fluid as a rule source or MCP server |
| Gemini CLI | gemini extensions install https://github.com/carbonshow/intent-fluid |
| Skill | Description |
|---|---|
| surge | Autonomous delivery system — iterative analyze/research/design/implement/QA cycles driven by a Director Agent. Provide a PRD to activate. |
- Read the Skill Specification
- Copy the Skill Template
- Create your skill under
skills/<your-skill-name>/ - Validate:
bash scripts/validate-skill.sh skills/<your-skill-name>
This project is licensed under the MIT License — see the LICENSE file for details.
"Stay in flow. Let the intelligence follow your will."