Blogs
Blogs and field notes on product interfaces, backend workflows, RAG systems, agent control, LLM evaluation, observability, workshops, and deployment.
Deep technical blogs on AI product architecture, RAG, agents, evaluation, and production engineering.
Short practical lessons from workshops, mentoring, project design, debugging, and implementation work.
Workshop notes, speaking sessions, project milestones, and public activity updates.
Featured
Article · Advanced AI
Jun 7, 2026• 10 min read
A practical Advanced AI guide to temporal probabilistic reasoning, hidden states, evidence, Markov assumptions, transition models, sensor models, and the umbrella world example.
Articles
Article · AI Product Engineering
Jun 21, 2026• 2 min read
A curious AI engineer's reading note on domain-owned context, curated examples, context health, and trustworthy internal AI assistants.
Article · Advanced AI
Jun 7, 2026• 12 min read
A practical Advanced AI guide to inference over time, explaining filtering, prediction, smoothing, most likely explanation, recursive belief updates, and the umbrella world example with correctly rendered math and visual diagrams.
Article · Advanced AI
Jun 7, 2026• 10 min read
A practical Advanced AI guide to temporal probabilistic reasoning, hidden states, evidence, Markov assumptions, transition models, sensor models, and the umbrella world example.
Article · Agentic AI
Jun 7, 2026• 6 min read
A practical beginner-friendly guide to agentic AI, LLM agents, evaluation, AgentBeats, green agents, white agents, benchmark mode, and arena mode.
Article · AI Product Engineering
Jun 6, 2026• 2 min read
A practical field note on why AI demos work in controlled settings but fail when real users, unclear workflows, stale data, and missing evaluation enter the system.
Field Notes
Field Note · Teaching and Workshops
Jun 5, 2026• 1 min read
A short note on designing AI workshops around real implementation work instead of only slides and definitions.
Updates
Update · Portfolio Update
Jun 6, 2026• 1 min read
The portfolio now supports file-based articles, field notes, and news updates using GitHub-backed content.
