IDEAS TO TAKE INTO THE WORK
Field notes
Practical perspectives on interviews, systems and growing as an engineer.
01
Interview practice
A stronger system-design answer
A compact structure for moving from requirements to a defensible design.
5 min read02
Applied AI
Debug a weak RAG answer in order
A practical investigation sequence that separates evidence failures from answer failures.
5 min read03
ML Engineering
Audit leakage before celebrating a score
Inspect the prediction timestamp, entity boundary and learned preprocessing.
5 min read04
Interview practice
Explain a project with evidence
A structure for discussing decisions, ownership and measured outcomes clearly.
5 min read05
Learning
Turn practice into a useful review loop
Use attempts and explanations to decide what to revisit next.
4 min read06
MLOps
Prepare for a production-readiness discussion
Connect quality evidence with latency, permissions, recoverability and monitoring.
5 min read