Now

What I am building

• Hardening the production MLOps pipeline at metricHEALTH: tightening readiness/liveness probes, per-IP rate limits, and the fallback path on the clinical-note summariser.
• Phase 3 of the cross-survey stellar Gradient Origin Network: training is in progress after finishing the APOGEE DR17, GALAH DR3, and Gaia-ESO DR4 data engineering.

Recently shipped

• An essay on FHIR for AI/ML engineers, covering what the spec gets right and where it bites in real pipelines.

What I am reading

• Designing Machine Learning Systems by Chip Huyen, on a slow second pass with the production lens.
• The Qiskit textbook on QSVM kernels, alongside the ICU mortality benchmarking notebooks.

What I am open to

Open to AI/ML roles. The fastest path to a conversation is the contact form or a direct email to tirtheshjani@gmail.com.