Checking plant data and testing compact models: OPC UA telemetry audit, 3W well events on unseen wells, controller benchmarks. Failures kept.
Sankalp Thakur
sankalpsthakur
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
Recent Activity
updated a model 1 day ago
sankalpsthakur/qwen3-06b-typed-decisions-cloud-pilot updated a model 1 day ago
sankalpsthakur/forge-pump-surrogate-multiruntime updated a model 1 day ago
sankalpsthakur/forge-electrolyser-telemetry-baselineOrganizations
None yet
Vision, speech, and language artifacts — image/signal demos, voice stacks, and encoder/NLP cards for multimodal industrial interfaces.
Industrial energy decision AI, plant-ops eval, ISO 50001/EnMS prototypes, leakage-safe methodology. Synthetic demos ≠ real-plant savings.
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Transient Energy EnMS
⚡Fictional energy-management and governed-control workflow.
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sankalpsthakur/iea-global-ev-outlook-2026-owid-processed
Preview • Updated • 91 -
sankalpsthakur/forge-electrolyser-telemetry-baseline
Updated -
sankalpsthakur/forge-industrial-control-scenarios
Viewer • Updated • 64.8k • 55
Checking plant data and testing compact models: OPC UA telemetry audit, 3W well events on unseen wells, controller benchmarks. Failures kept.
Vision, speech, and language artifacts — image/signal demos, voice stacks, and encoder/NLP cards for multimodal industrial interfaces.
Edge/on-device deployment: ONNX/ORT/ExecuTorch exports, latency parity, industrial inference for constrained envs. Placeholder until first exports.
Industrial energy decision AI, plant-ops eval, ISO 50001/EnMS prototypes, leakage-safe methodology. Synthetic demos ≠ real-plant savings.
-
Transient Energy EnMS
⚡Fictional energy-management and governed-control workflow.
-
sankalpsthakur/iea-global-ev-outlook-2026-owid-processed
Preview • Updated • 91 -
sankalpsthakur/forge-electrolyser-telemetry-baseline
Updated -
sankalpsthakur/forge-industrial-control-scenarios
Viewer • Updated • 64.8k • 55