LLM MODELS TRAINED, FINE-TUNED, MERGED BY (WITHIN US AI)
WithIn Us AI
company
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 20
WithinUsAI/WithIn-Us-Coder-4B.gguf
4B • Updated • 674 • 1
WithinUsAI/GPT-2.5.2-NSFW-Codex-0.4B-GGUF
0.4B • Updated • 157 • 1
WithinUsAI/GPT2.5.2-high-reasoning-codex-0.4B-GGUF
0.4B • Updated • 119 • 1
WithinUsAI/Next_Nemotron_Reasoning_Coder-7B
Text Generation • Updated • 43 • 2
WithinUsAI/GPT2.5.2-high-reasoning-codex-0.4B
0.4B • Updated • 182 • 2
WithinUsAI/GPT5.1-high-reasoning-codex-0.4B-GGUF
0.4B • Updated • 112 • 3
WithinUsAI/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF
0.6B • Updated • 84 • 1
WithinUsAI/GPT-2.5.2-NSFW-Codex-0.4B
0.4B • Updated • 130 • 3
WithinUsAI/GPT5.1-high-reasoning-codex-0.4B
0.4B • Updated • 131 • 2
WithinUsAI/flanT5-MoE-7X0.1B-PythonGOD-AgenticAI
77M • Updated • 251 • 2
datasets 80
WithinUsAI/Python_GOD_Coder_Omniforge_AI_12k
Viewer • Updated • 12k • 59 • 1
WithinUsAI/GPT-2-to-GPT-5-5k
Updated • 27 • 1
WithinUsAI/mindset_datasets_5x25k
Preview • Updated • 61 • 2
WithinUsAI/Ancient_Civilaztion_Historian_25k
Viewer • Updated • 25k • 30 • 2
WithinUsAI/Ancient_MaaterMind_MOE_1k
Viewer • Updated • 1k • 14
WithinUsAI/Ancient_MasterMind_COT_1k
Viewer • Updated • 1k • 11
WithinUsAI/Ancient_MasterMind_10k
Viewer • Updated • 10k • 18 • 2
WithinUsAI/Ancient_MasterMind_3k
Viewer • Updated • 3k • 13
WithinUsAI/Ancient_MasterMind_1k
Viewer • Updated • 1k • 9
WithinUsAI/Ancient_Civilization_25k
Viewer • Updated • 25k • 11 • 1