Vision, speech, and language artifacts — image/signal demos, voice stacks, and encoder/NLP cards for multimodal industrial interfaces.
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 Space about 18 hours ago
sankalpsthakur/forge-pump-edge-twin-lab published a Space about 18 hours ago
sankalpsthakur/forge-pump-edge-twin-lab updated a model about 18 hours ago
sankalpsthakur/forge-pump-surrogate-multiruntimeOrganizations
None yet
spaces 7
Running
Forge Pump Edge Twin Lab
⚙
Browser ONNX pump surrogate; read-only by design
Running
QAOA Depth & Noise Lab
⚛
Explore 150-qubit IBM QAOA depth and noise evidence.
Running
Game Theory Lab
♟
Explore classic game theory scenarios with adjustable payoffs
Running
Games Strategy Demo
♟
Explore precomputed game strategy metrics and compare algorithms
Running on Zero
Agents
Forge Industrial Agent Lab
🏭
Simulate industrial agent reviews, edge inference, and safety demos
Running
What Does SAM Actually Add?
🍊
Explore a study on SAM masking for fruit classification
models 6
sankalpsthakur/sankalpsthakur
Updated
sankalpsthakur/forge-pump-surrogate-multiruntime
Tabular Regression • Updated • 35
sankalpsthakur/forge-electrolyser-telemetry-baseline
Updated
sankalpsthakur/forge-tiny-drift-multiruntime
Tabular Classification • Updated • 4
sankalpsthakur/unmute-voice-stack-card
Text-to-Speech • Updated
sankalpsthakur/tiny-industrial-edge-onnx
Tabular Classification • Updated
datasets 5
sankalpsthakur/forge-pump-digital-twin-synthetic
Viewer • Updated • 40k • 8
sankalpsthakur/ibm-150q-ising-hardware-results
Viewer • Updated • 29 • 9
sankalpsthakur/forge-industrial-control-scenarios
Viewer • Updated • 64.8k • 5
sankalpsthakur/banking77-gemma-evaluation-receipt
Updated • 8
sankalpsthakur/iea-global-ev-outlook-2026-owid-processed
Preview • Updated • 8