A coding-agent CLI that behaves the same whether the model is Claude, GPT, or an open-weight model running locally - because it treats tool calls as a text-parsing problem, not an API contract.
Missing system state, absent ownership, and the illusion of intelligence in real-world deployments.
Designing AI systems that respect uncertainty, accountability, and human judgment.
A practical exploration of multi-agent AI for software development, built around local LLMs and specialized agent roles that can be combined into different coding crews.
My journey to build an Agentic AI solution that allows for interactive conversations about career, resume, publications, and skills.