Sankalp Thakur

sankalpsthakur

2

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https://transientlabs.ai

AI & ML interests

I run Transient Labs. Public work is industrial AI, energy systems, and auditable agents near plant systems — SCADA/PLC/OPC UA ↔ ERP/MES/PLM. I've been a contributor to pymodbus, opcua-asyncio, FlexMeasures, and electricitymaps-contrib. Exploring classical MIP ↔ Qiskit QAOA for energy flex scheduling — classical stays production; not claiming advantage. https://github.com/sankalpsthakur · https://transientlabs.ai

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sankalpsthakur/well-event-transfer-audit

updated a model 1 day ago

sankalpsthakur/well-production-event-causal

updated a model 1 day ago

sankalpsthakur/industrial-edge-setpoint-kernels

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sankalpsthakur 's Spaces 11

Well Event Transfer Audit

Explore model performance metrics for well-event detection

Forge Industrial Agent Lab

Audit industrial telemetry data for quality and consistency

CD OGI Mask Reference Audit

Explore performance of OGI mask methods

Forge Pump Edge Twin Lab

Browser ONNX pump surrogate; read-only by design

Industrial Edge Setpoint Lab

Explore controller performance for pressure setpoints

Grounded Yes No Decisions

Grounded yes/no scores from a Qwen3 0.6B LoRA

QAOA Depth & Noise Lab

Explore 150-qubit IBM QAOA depth and noise evidence.

Game Theory Lab

Explore classic game theory scenarios with adjustable payoffs

Games Strategy Demo

Explore precomputed game strategy metrics and compare algorithms

What Does SAM Actually Add?

Explore a study on SAM masking for fruit classification

Transient Energy EnMS

Fictional energy-management and governed-control workflow.