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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

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“Qwen 3.5”
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WithIn US AI (((GGUF MODELS)))
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WithinUsAI/Opus4.8-Enemey.Of.Thy.State-4B.gguf
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WithinUsAI 's collections 27

“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)
“WithIn Us AI” (Recursive Models)
Recursive Language Models designed By (WithIn Us AI) at core. The RLM’s are in total 11. All are ready base models for pre-training
“With In” (Data-Sets)
Does you LLM got what it takes to be a llm but lacks what it needs to be a master of agentic Automation remote cli abilities? Here’s the cure!
“Open Source LLMs & Distill” (Data-Sets)
Use these data-sets to create “distilled ”versions of your Favorite OPEN source model LLMs.
“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)
“With In” (Data-Sets)
Does you LLM got what it takes to be a llm but lacks what it needs to be a master of agentic Automation remote cli abilities? Here’s the cure!
“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.
“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.
“WithIn Us AI” (Recursive Models)
Recursive Language Models designed By (WithIn Us AI) at core. The RLM’s are in total 11. All are ready base models for pre-training