LLM MODELS TRAINED, FINE-TUNED, MERGED BY (WITHIN US AI)
AI & ML interests
*Agentic AI *Code LLMs *Evaluation / SWE-bench **Tool Calling *Secure Code Generation *Mixture-of-Experts (MoE) *Continual Learning *MLOps / CI Integration
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Within Us AI
Frontier-grade datasets for agentic, reasoning-driven AI software engineering.
Within Us AI builds high-signal open datasets designed to train AI systems that think, build, verify, and operate like real software engineers.
Focus Areas
- Agentic AI & tool-using workflows
- Code LLM datasets (tests-as-truth, diff-first patching)
- Reasoning & evaluation-driven training
- Secure, governed, auditable AI engineering
- Cost- and latency-aware autonomous systems
Flagship Work
- Genesis AI Code
Demo → 10K → 50K → 100K (Frontier)
Intelligence is not just generated. It is engineered.
models 36
WithinUsAI/Agent.Nano.Coder-2B-gguf
2B • Updated • 1
WithinUsAI/Llama-Coyote.Coder-4B.gguf
4B • Updated
WithinUsAI/Llama3.2-Agent.Hermes.Coder-3B-gguf
3B • Updated
WithinUsAI/Gemma4-Most.Seen.Unseen.Reasoner-2B
5B • Updated • 5 • 3
WithinUsAI/Opus4.7-GODs.Ghost.Codex-4B.GGuF
Text Generation • 4B • Updated • 462 • 8
WithinUsAI/Qwen3-Space.Agent.Claude-Uncensored-4B
Text Generation • 4B • Updated • 364 • 2
WithinUsAI/Qwen3-Desert.Coder.MoE-8X0.6B
2B • Updated • 33 • 2
WithinUsAI/Gemma3-Heavens-Army-MoE-11X0.3B
0.9B • Updated • 51 • 2
WithinUsAI/Gemma3-Heavens.Army.MoE-11X0.3B
0.9B • Updated • 103 • 3
WithinUsAI/IBM-Grok4-Ultra.Fast.Coder-1B-GGUF
Text Generation • 2B • Updated • 991 • 3
datasets 91
WithinUsAI/high_priest_supernatural_magic_FACT_BASED_1M
Viewer • Updated • 1M • 58 • 2
WithinUsAI/high_priest_supernatural_magic_1M
Viewer • Updated • 1M • 23
WithinUsAI/seed_ai_150k_package
Viewer • Updated • 150k • 66 • 2
WithinUsAI/hyper_advanced_10_datasets
Preview • Updated • 208 • 2
WithinUsAI/Aspire
Updated • 7 • 1
WithinUsAI/Grok-4.20-Agentic-Coding-25K
Updated • 1 • 2
WithinUsAI/Opus-4.6-Thinking-Agentic-Coding-25K
Updated • 5 • 2
WithinUsAI/GPT-5.4-Thinking-Agentic-Coding-25K
Updated • 16 • 2
WithinUsAI/Gemini-Pro-3.1-Agentic-Coding-25K
Updated • 4 • 2
WithinUsAI/GOD_Coder_Complete_DataSet
Updated • 448 • 4