Systems & Solutions
From AI platforms to sensor intelligence — solving real problems with science, software, and systems thinking.
From AI platforms to sensor intelligence — solving real problems with science, software, and systems thinking.
Flagship Product — Beta Release
Speak your ideas. Aani’s agentic AI researches, validates, and delivers citation-backed documents.
Privacy-First: Your voice never leaves our servers • Military-grade encryption • You own your data
What This Proves: I ship complex AI systems. Full-stack: LLMs, agentic AI, security, deployment.
Medical Devices & Biosensing
Turn noisy sensor data into reliable insights. ML-driven pipelines for brain oxygen monitoring, metabolite biosensing, IoT sensors.
Brain Oxygen Monitoring: Life-critical measurements from noisy data
Metabolite Biosensing: Faint signals in complex samples
Universal: IoT • Manufacturing • Patient monitoring • Environmental sensing
Clients: Medical device companies, biosensor developers
Open-source scientific package. Rust performance (10-50x speedup) + Python ease-of-use.
Technologies: Python • Rust (performance-critical code) • NumPy/SciPy
Impact: Hours → minutes • 42K+ downloads worldwide • Published on PyPI
Demonstrates: Architect high-performance solutions that people actually use.
Automate repetitive image tasks. Zero-shot classification, semantic search, medical segmentation.
EmojiVision: Semantic image search (10K+ downloads)
Medical Segmentation: Production pipelines for clinical use
Turn state-of-the-art ML research into working business tools.
Production ML: LLMs • Agentic AI • Computer vision • Time-series • PyTorch
Data Engineering: Real-time pipelines • Signal processing • Python, SQL
High-Performance: Rust (10-50x speedups) • pytmat (42K+ downloads)
Tools: Git • Docker • Linux • VS Code • Obsidian
Security: End-to-end encryption • Privacy-first • Medical compliance
Full-Stack: Docker • AWS • FastAPI • CI/CD
I ship working systems, not just talk about tools.
Results, Not Reports
Week 1-2: Understand the real problem
Week 3-6: Deliver working solution
Week 7+: Transfer knowledge
What you get: Production code • Weekly progress • Business focus • No vendor lock-in
What you don’t: Academic papers • Proof-of-concepts • Jargon walls
Product Development: Full-stack ML systems
Sensor Intelligence: ML pipelines for noisy data
Data Pipelines: Robust, scalable architecture
Privacy-First ML: Sensitive data, security built-in
Not a fit: Proof-of-concepts • Generic reports • Privacy not a priority
Contact me • Building now: Aani (beta) • Sensor consulting