Articles
Long-form, interactive
Deeper pieces that don't fit a Medium post — built as standalone interactive pages. For shorter posts, see Medium.
Get new articles by email
No spam, just a short note whenever I publish something new. Unsubscribe anytime by replying.
Same Prompt, Different Answer
Why LLM output determinism is a legal problem, what Azure OpenAI's seed and system_fingerprint actually guarantee (less than you'd hope), why AWS Bedrock has no equivalent for text models, a practical audit-logging playbook, and an honest opinion on building on something that's fundamentally guessing the next word. Scrollable field notes with real vendor docs cited.
The War of the Agents: Mid-2026 Check-in
A deep dive into GPT-5.6 Sol Ultra, Claude 5 Fable/Mythos, and Gemini 3.1. We look past the heavily gamed Terminal-Bench 2.1 scores to see what these frontier models actually mean for everyday developers, and why the community is pushing back on "safety-gated" reasoning capabilities.
The Everyday AI Playbook
How to make AI save you real hours - whether you're a student, a doctor, a researcher, running a business, or just getting through your to-do list. A developer's field guide to the durable habits behind good AI use: the right mindset, per-track use cases, the two skills that decide whether any of it works, and how to stay out of the trap where AI quietly costs you more than it saves. Scrollable, illustrated guide.
Maximum Output with Claude Code
A field guide to running AI like a system, not a chat box - persistent context, a research-first planning gate, controlled execution with subagents, and the two human checkpoints that catch what automation can't. Scrollable, illustrated walkthrough.