WRITING
Notes from the lab × data frontier.
From five systems of record to one: data engineering for lab analytics
Nobody demos the ETL. Everybody depends on it: unifying LIMS, custom apps, and instrument data into analysis-ready tables.
DATA ENGINEERINGSNOWFLAKEDATABRICKSSNOWPARK MLMLFLOW
Building Genie: an enterprise GenAI platform for regulated R&D
Natural-language querying over scientific databases, MCP servers, and the discipline of trustworthy refusal.
GENAIRAGMCPPROMPT ENGINEERING
97% accuracy on fungal contamination detection with SAM
From one crowded image of twenty petri dishes to per-leaf infection maps: the staged vision pipeline behind it.
SAMCOMPUTER VISIONAZURE MLNVIDIA TRITONMLOPS
Converse, confirm, create: a GenAI POC for LabVantage master data
Admins talk master data into existence for LabVantage, with human approval gating every single write.
GENAIRAGLANGCHAINVECTOR DBMCPLABVANTAGE
Counting thrips: when your dataset is a wriggling crowd
Hundreds of thrips in one dish image, larvae and adults mixed, counting them all with computer vision.
OBJECT DETECTIONAZURE CONTAINER APPSNVIDIA TRITONMLOPS