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 collection 1 day ago
Industrial data quality and edge research updated a model 1 day ago
sankalpsthakur/gridload-compact published a model 1 day ago
sankalpsthakur/gridload-compactOrganizations
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spaces 11
Running
Forge Industrial Agent Lab
🏭
Audit telemetry data for unit mismatches and missing channels
Running
Well Event Transfer Audit
🛢
Explore well-event model performance metrics
Running
CD OGI Mask Reference Audit
🔬
Explore performance of OGI mask methods
Running
Forge Pump Edge Twin Lab
⚙
Browser ONNX pump surrogate; read-only by design
Running
Industrial Edge Setpoint Lab
⚙
Explore controller performance for pressure setpoints
Running on Zero
Agents
Grounded Yes No Decisions
🔎
Grounded yes/no scores from a Qwen3 0.6B LoRA
models 11
sankalpsthakur/gridload-compact
Time Series Forecasting • Updated
sankalpsthakur/controlled-diet-ogi-mask-reference
Image Segmentation • Updated
sankalpsthakur/well-production-event-causal
Updated
sankalpsthakur/industrial-edge-setpoint-kernels
Reinforcement Learning • Updated • 97
sankalpsthakur/qwen3-06b-typed-decisions-cloud-pilot
Text Generation • Updated • 38
sankalpsthakur/forge-pump-surrogate-multiruntime
Tabular Regression • Updated • 37
sankalpsthakur/forge-electrolyser-telemetry-baseline
Updated
sankalpsthakur/forge-tiny-drift-multiruntime
Tabular Classification • Updated • 18
sankalpsthakur/tiny-industrial-edge-onnx
Tabular Classification • Updated
sankalpsthakur/sankalpsthakur
Updated
datasets 9
sankalpsthakur/cd-ogi-recording-mask-audit
Viewer • Updated • 137 • 120
sankalpsthakur/johansson-delayed-sensor-control
Viewer • Updated • 314k • 251
sankalpsthakur/3w-causal-real-group-audit
Viewer • Updated • 224k • 336
sankalpsthakur/tadi-release-denominator-audit
Viewer • Updated • 969 • 67
sankalpsthakur/forge-pump-digital-twin-synthetic
Viewer • Updated • 40k • 24
sankalpsthakur/ibm-150q-ising-hardware-results
Viewer • Updated • 29 • 32
sankalpsthakur/forge-industrial-control-scenarios
Viewer • Updated • 64.8k • 52
sankalpsthakur/banking77-gemma-evaluation-receipt
Updated • 43
sankalpsthakur/iea-global-ev-outlook-2026-owid-processed
Preview • Updated • 98