AI & ML interests

*Agentic AI *Code LLMs *Evaluation / SWE-bench **Tool Calling *Secure Code Generation *Mixture-of-Experts (MoE) *Continual Learning *MLOps / CI Integration *Recursive Seed AI

Recent Activity

WithinUsAI 's collections 26

“DistilGPT2“
All Models are "Distilgpt2" at core, fine-tuned with distilled datasets to create minute flash coders. (Experiential & Rough Drafts)
“Closed Source LLMs & Distill” (Data-Sets)
Use these data-sets to create “distilled ”versions of your Favorite closed source model LLMs. (eg. Grok, Gemini, ChatGPT, Claude)
“GOD Coder” (Data-Sets)
A frontier-scale collection of high-density software engineering datasets designed to train AI systems into production-grade coding intelligence.
“Ancient Civilization” (Data-Sets)
A structured collection of high-signal datasets designed to train AI systems in ancient history, archaeology, and early human civilization reasoning
“Open Source LLMs & Distill” (Data-Sets)
Use these data-sets to create “distilled ”versions of your Favorite OPEN source model LLMs.
“Inventor & Scientist Mastermind“ (Data-Sets)
scientific and invention-focused datasets designed to train AI systems in discovery-driven reasoning, experimentation logic, and innovation modeling
“Digital Audio Workstations & Plugins” (Data-Sets)
datasets designed to train AI systems in Digital Audio Workstation (DAW) workflows, audio plugin behavior, and music production systems reasoning.
“DistilGPT2“
All Models are "Distilgpt2" at core, fine-tuned with distilled datasets to create minute flash coders. (Experiential & Rough Drafts)
“Closed Source LLMs & Distill” (Data-Sets)
Use these data-sets to create “distilled ”versions of your Favorite closed source model LLMs. (eg. Grok, Gemini, ChatGPT, Claude)
“Open Source LLMs & Distill” (Data-Sets)
Use these data-sets to create “distilled ”versions of your Favorite OPEN source model LLMs.
“GOD Coder” (Data-Sets)
A frontier-scale collection of high-density software engineering datasets designed to train AI systems into production-grade coding intelligence.
“Inventor & Scientist Mastermind“ (Data-Sets)
scientific and invention-focused datasets designed to train AI systems in discovery-driven reasoning, experimentation logic, and innovation modeling
“Ancient Civilization” (Data-Sets)
A structured collection of high-signal datasets designed to train AI systems in ancient history, archaeology, and early human civilization reasoning
“Digital Audio Workstations & Plugins” (Data-Sets)
datasets designed to train AI systems in Digital Audio Workstation (DAW) workflows, audio plugin behavior, and music production systems reasoning.