ShopFloor Copilot
A manufacturing operations copilot that plans its own investigations, writes guarded SQL against a 16-table plant database, and never acts without human approval. Gemini on Vertex AI, full audit trail, hard-kill cancel.
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Sagar Kant · AI/ML Lead
LLM systems that earn their autonomy.
I design and ship agentic AI end to end — copilots that plan their own investigations, act only behind human approval gates, and leave an audit trail for every answer. Built cloud-native on GCP, run with real cost discipline, and documented in the open.
01 / SIGNALDataschema-grounded
02 / CONTROLGuardrailshuman approved
03 / TRUSTSystemsauditable
ORBIT USING MOUSE
AGENTIC AI ✦ HUMAN APPROVAL ✦ EVALUATION ✦ GCP ✦ COST DISCIPLINE ✦ AUDITABILITY ✦ AGENTIC AI ✦ HUMAN APPROVAL ✦
12+ yearsAbout
Scientist. Builder. Business translator.
I build AI systems end to end—from classical machine learning to deep learning to LLMs and agents. Twelve years of shipping production systems across logistics, automotive, cybersecurity, and enterprise IT. I lead teams through uncertainty and design systems people actually trust. Happy to collaborate.
More about how I workFeatured evidence
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Real systems, explicit constraints, and the engineering evidence behind each claim.
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