OOT β Only One Task
One Model. One Job. Built to Do It Right.
Open-source, single-purpose fine-tuned models designed for reliability, clarity, and production use.
π§ Why OOT Exists
Most AI systems try to do everything.
We donβt.
OOT builds focused models that perform exactly one task β exceptionally well.
No multi-tool confusion. No unpredictable role switching. No unnecessary capability creep.
Just clean, specialized AI building blocks.
π― Core Philosophy
- One model = one responsibility
- Purpose-built over general-purpose
- Composable over monolithic
- Transparent over opaque
- Efficient over bloated
We treat models like microservices: Small. Clear. Replaceable. Reliable.
𧩠What We Build
| Model | Task | Status |
|---|---|---|
oot-title-generator |
Generate concise, optimized titles | π§ In Progress |
oot-tags-extractor |
Extract structured tags from text | π Planned |
oot-harm-guardrail |
Safety filtering & harm detection | π Planned |
oot-structured-extractor |
Convert text into structured JSON | π Planned |
More focused micro-models coming.
βοΈ Designed for Production
OOT models are:
- β‘ Lightweight & fast
- π Highly specialized
- π§ͺ Easily testable
- π Boundary-controlled
- 𧩠Pipeline-friendly
Example architecture:
User Input
β
OOT Title Generator
β
OOT Tags Extractor
β
OOT Harm Guardrail
β
Final Output
Each component has a clear scope and predictable behavior.
π¦ Repository Standard
Every OOT model repository includes:
- Clear task definition
- Training & fine-tuning details
- Dataset used for fine-tuning
- Evaluation benchmarks
- Known limitations
- Example usage
- Responsible AI notes
Consistency is part of the design.
π Naming Convention
All models follow:
oot-{task-name}
Examples:
oot-title-generatoroot-tags-extractoroot-harm-guardrailoot-json-extractor
This keeps the ecosystem clean and scalable.
π Open Source Commitment
OOT is fully open-source and community-driven.
We aim to make AI:
- Modular
- Understandable
- Composable
- Auditable
We believe the future of AI is not one giant black box β but small, trustworthy building blocks.
π€ Contributing
We welcome:
- New single-task model proposals
- Benchmark improvements
- Dataset contributions
- Safety & robustness enhancements
- Fine-tuning experiments
If it solves one problem extremely well β it belongs here.
π Vision
To build the most reliable ecosystem of single-purpose AI models on the open web.
OOT β Only One Task
Precision over complexity.