LABORATORY DIRECTORY — 39 LABS
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MA-LAB
Startup Signal
LIVE
4-agent pipeline — Scout → Failure Analyst → Lead Hunter → Synthesis. Validates startup id…
Claude APIMulti-Agentn8n
⊕
TS-LAB
Telemetry Anomaly
LIVE
Real-time telemetry signal tracking with Kalman state estimation and multi-method anomaly …
Kalman FilterIsolation ForestClaude API
ψ
Q-LAB
Quantum Lab
LIVE
Quantum simulation suite: TDSE wavepacket dynamics, Physics-Informed Neural Quantum Error …
JAX/FlaxPennyLaneSALMON+Maxwell
⬡
PHOTONIQ
PhotonIQ
LIVE
Production-grade neural surrogates for quantum error correction (PI-NQEC / QuantumNeMo) an…
QuantumNeMoWaveNeMoFDTD
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DS-COACH
DS Interview Coach
LIVE
Practice data science interviews with AI-generated questions across ML, statistics, Python…
GeminiGPT-4Multi-category
∿
SURROGATE-OS
SurrogateOS
LIVE
Configure, run, and analyze physics surrogate models — TDSE-PINN, WaveNeMo, PI-NQEC, HHG s…
JAXPINNWaveNeMo
∇
PINN-PORTFOLIO
PINN Solvers — Project
LIVE
Production PINN service: 1D Schrödinger TDSE (4 potentials) and 2D Maxwell waveguide (25 T…
PyTorchFastAPIGradio
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PINN-LAB
PINN Solvers
LIVE
Live PINN solvers: 1D Time-Dependent Schrödinger (4 potentials, |ψ|² heatmap) and 2D Maxwe…
PyTorchFastAPITDSE
⊕
ANOMALY-VIZ
Signal Anomaly Workbench
LIVE
Six-stage telemetry pipeline: Ingest → Feature Extraction → Kalman Tracking → Anomaly Dete…
Kalman FilterIsolation ForestChart.js
⊞
HELIXCARE
HelixCare
CODE
Secure multi-agent healthcare operations platform on Agent-to-Agent (A2A) protocol. Eight …
A2A ProtocolMCPRAG
✦
DEAL-DIGEST
Deal Digest
CODE
Multi-agent investment diligence: PE, Credit, Real Assets, Venture. Six specialist agents …
Claude APIMulti-agentPE/VC
∿
ENERGY-PINN
Energy PINN Platform
CODE
Three energy-sector PINN problems: battery thermal estimator (1D transient heat eq.), hydr…
PyTorchFastAPIStreamlit
∫
MECHANICS-ML
ML on Classical Mechanics
CODE
ML on two physics systems with configurable noise. Damped harmonic oscillator: RandomFores…
RandomForestMLPSciPy ODE
λ
HPC-CODES
HPC Research Codes
CODE
Unpublished HPC research codes developed over 13 years: TDSE solvers for strong-field ioni…
Fortran/C++TDSEHHG
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NLP-LANGCHAIN
NLP, GenAI & LangChain
CODE
Four projects: Pandas DataFrame EDA agent (GPT-4 natural-language queries); LangChain RAG …
LangChainQLoRAFAISS
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CV-PROJECTS
Computer Vision Projects
CODE
CV notebook collection: MRI brain tumour classification via transfer learning, YOLOv5 vehi…
YOLOv5Transfer learningSiamese net
λ
U-LAB
Ultrafast AMO
COMING
Ultrafast laser-matter interaction suite. TDSE for strong-field ionization, HHG spectrosco…
TDSE solverHHGRydberg Control
∇
EP-LAB
EP-Waveguide
COMING
AR/VR waveguide inverse design using exceptional point physics. Non-Hermitian coupled-mode…
Non-Hermitian CMTRCWAPINNs
⊗
G-LAB
G-Code Lab
COMING
AI-enhanced CNC precision. Natural surface texture as angular encoder (patent pending), Fi…
Kalman FilterFisher InfoCNC
∫
ML-LAB
ML Lab
COMING
Physics-inspired ML: Fisher Information-Guided Adaptive Fine-Tuning (FiGAFT), FI-RAG retri…
FiGAFTFI-RAGFNO/DeepONet
⊞
MED-LAB
Medical Imaging
COMING
Multi-agent medical imaging pipeline: Detection → Segmentation → Explanation → Retrieval. …
CVMulti-AgentRAG
∂
FI-LAB
FI-LLM Lab
COMING
Fisher Information Matrix-guided adaptive fine-tuning. Theoretically optimal PEFT: rank pa…
FIMPEFTLoRA
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VIZ-LAB
Viz Lab
COMING
Manus-AI-style unified visualization for all other labs. 3D wavefunction rendering, real-t…
Three.jsD3WebGL
⊓
ARXIV-BOT
arXiv AutoBot
COMING
Autonomous pipeline: arXiv paper → structured extraction → expert-quality training example…
arXiv APIActive LearningQA agents
⊕
CAREGRAPH
CareGraph
COMING
Multi-agent healthcare RAG with LlamaIndex. Four specialist agents — Eligibility, PriorAut…
LlamaIndexLLaMA.cppFHIR
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AGENTFORGE
AgentForge
COMING
LangGraph multi-agent coding pipeline: Planner → Coder → Tester → Security → Reviewer. Lan…
LangGraphClaude OpusFastAPI SSE
∂
FI-RAG
FI-RAG
COMING
Physics-constrained retrieval-augmented generation. Fisher Information scoring ranks retri…
RAGFisher InformationClaude API
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IDEASCOUT
IdeaScout
COMING
5-agent Claude pipeline for semantic startup validation. Keyword Signal Extractor → Scout …
Claude API5-agentReddit signals
⊗
NEXUS
Nexus Router
COMING
Browser-based routing layer that dispatches prompts across Claude, GPT-4, and Gemini with …
ClaudeGPT-4Gemini
⊓
SUPPLY-CHAIN
Supply Chain Intel
COMING
Full-stack TypeScript app: Express 5 API + React dashboard. Aggregates global risk signals…
TypeScriptExpress 5React
∿
ENERGY-LSTM
Energy Forecast
COMING
Production energy demand forecasting with LSTM. Full MLOps pipeline: data ingestion, featu…
LSTMAWSTerraform
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JOB-AGENT
Job Hunt Agent
COMING
Three-agent LangGraph pipeline — Researcher discovers postings via Tavily, Evaluator score…
LangGraphClaude APITavily
⬡
PATENT-INTEL
Patent Intelligence
COMING
Patent search and analysis tool using Claude structured outputs. Extracts claims, prior ar…
Claude APIStructured outputIP
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CONV-COPILOT
Conversation Copilot
COMING
Real-time meeting assistant that listens, summarises, extracts action items, and surfaces …
Claude APIReal-timeWebSocket
∇
PINN-NOTEBOOKS
PINN Research Notebooks
COMING
Five research notebooks: Schrödinger TISE (harmonic oscillator n=0–3, exact energies), TDS…
PyTorchJAXSIREN
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VERTEX-SCIFM
VertexSciFM
COMING
Production TDSE surrogate on Google Vertex AI. U-Net and Fourier Neural Operator learn (|ψ…
FNOU-NetVertex AI
⊗
GPR-GCODE
GPR G-Code Surface Profiling
COMING
Gaussian Process Regression for CNC G-code surface profiling. Physics-constrained ML for p…
Gaussian ProcessGPRCNC
⊓
REPROSIM
ReproSim
COMING
Reproducible scientific simulation platform: converts problem specs into executable numeri…
HPCSurrogate modelsMPI/OpenMP
◎
RECTIFIEDHR
RectifiedHR
COMING
Training-free high-resolution image generation for SDXL. Two-stage inference: mid-trajecto…
SDXLDiffusionMLflow
FOUNDER
Agnieszka Jaron-Becker, PhD
FOUNDER · PRINCIPAL SCIENTIST● AVAILABLE FOR WORK
15+ years in computational physics. Expert in PINN solvers, quantum simulation, photonic waveguide design, and physics-informed ML. Author of 100+ publications. Patents pending: EP waveguide inverse design & CNC surface texture encoding.
Previously: Associate Research Professor & JILA Associate Fellow · CUbit Quantum Initiative · University of Colorado Boulder
AMO PhysicsPINNQuantum MLPhotonicsJAXFastAPILLM Fine-tuning
SCICOMP QLAB LLC · Thornton, CO
scicompqlab.com · GitHub