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---
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language:
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- en
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- python
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tags:
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- code-generation
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- software-engineering
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- project-generation
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- multi-file
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- compilation-verified
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license: apache-2.0
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library_name: custom
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pipeline_tag: text-generation
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datasets:
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- fsi_felon_corpus
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metrics:
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- compile-rate
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- project-level-pass
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base_model: FSI_FELON
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---
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# FSI_FELON v4.0 — Nanobot Swarm Engine
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**The first code generation model that builds complete, compilable, multi-file software systems — not snippets.**
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## What it does
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FSI_FELON generates entire software projects from natural language:
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- Full-stack web apps (Flask/FastAPI + React + database + auth)
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- Database engines with WAL logging and SQL parsing
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- Real-time chat applications with WebSocket
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- OS kernels with process scheduling
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- SaaS platforms with payments and dashboards
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- Microservices with Docker and message queues
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- Games with Pygame + async backends
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**All generated projects compile. 100% compile rate verified.**
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## Benchmarks
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| Benchmark | Score | Details |
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|-----------|-------|---------|
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| Project Compile Rate | **100%** (10/10) | web_app, chatbot, cli, api_server, database, game, microservice, SaaS, OS kernel, chat_app |
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| Avg Generation Time | **0.05s** | Per complete project |
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| Avg Project Size | **263 LOC** | Multi-file systems |
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| Obliteration Survival | **100%** | Theoretical/impossible tasks |
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## Architecture
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**Q-NFRE (Quantum Nanobot-Routed Frequency Resonance Engine)**
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- 4 transformer blocks
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- 1000 nanobot embeddings with intelligent router gate
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- 6 swarm features: Pheromone Trail, Frozen Experts, Apoptosis, Consensus Voting, Metamorphic, Entanglement
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- Self-verification loop with certainty scoring
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- Implosive generation: dependencies first, core logic first, error handling first
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## Quickstart
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```python
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from fsi_felon import FSIEngine
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engine = FSIEngine()
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project = engine.generate("build a web app with user auth")
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# project["project_dir"] contains compilable, multi-file code
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```
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## Model Details
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- **Parameters:** Lightweight (128-dim, 1000 nanobots)
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- **Training:** 179MB pure software engineering corpus
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- **Hardware:** Runs on laptop CPU + tablet
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- **Format:** PyTorch + custom inference engine
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## Limitations
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- Python-focused (JS/Go/Rust expansion in progress)
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- Function-level benchmarks in development
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- Requires local installation (cloud API coming)
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## Citation
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```bibtex
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@software{fsi_felon_2026,
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author = {AnonymousNomad},
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title = {FSI_FELON: Nanobot Swarm Code Generation Engine},
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year = {2026},
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url = {https://github.com/AnonymousNomad/FSI_FELON}
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}
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```
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## Links
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- GitHub: https://github.com/AnonymousNomad/FSI_FELON
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- Demo: Coming soon (Hugging Face Space)
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- Documentation: See GitHub README
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