Machine Learning Production ML Without a Data Science Team How a martech company shipped production ML with no data science team. Silver layer, AutoML, delta inference, and matchback validation to prove it works.
Artificial Intelligence Natural-Language Search Over Image Libraries: RAG Architecture How to make thousands of images searchable in plain language without CLIP: RAG architecture using vision at ingest, hybrid search, and custom retrieval glue.
Kubernetes KEDA Didn't Just Save Us Money. It Saved Our Jobs From Themselves. How we stopped AKS PDF workers from OOM-crashing using KEDA scale to zero, a dedicated high-memory node pool, and a Postgres queue trigger.
Software Architecture Solving AI Sprawl: Using Git Worktrees and ADRs to Govern Parallel Agents How a five-phase AI-assisted SDLC pipeline (SpecKit, Git worktrees, /done, Claude Poll, /fix-pr) enforces architectural discipline at speed without the AI sprawl.
Software Engineering Two Kinds of Human-in-the-Loop — And Why LangGraph Needs Both Two kinds of HITL interrupts in LangGraph: information gaps (stuck, need data) vs authority gaps (stopped, need approval). Design for both; use interrupt(), never END as pause.
Software Engineering Agentic AI Governance: It Fails at System Assumptions Agentic AI governance for mission-critical software: a three-tier model, ADR boundaries, and why AI fails at system assumptions, not syntax.
Software Architecture How C4 Model + DDD Fixed My Team's Architecture Diagrams How C4 model and DDD fixed our architecture diagrams: shared vocabulary, diagrams as code, and the C3 trap. Practical workflow for agile teams.
Data Engineering Medallion Architecture in Azure Databricks: The Practical Guide A practical guide to Medallion Architecture in Azure Databricks — what Bronze, Silver, and Gold layers do, what they cost, and when skipping a layer makes sense.
Data Engineering How Z-Order Cut My Databricks ETL Time in Half Z-Order cut my Databricks ETL from 1m40s to 50s per tenant. Here's why partitioning failed and how Z-Order works like a clustered index for Delta Lake.
