Ideas, learnings and technique
Tramo drafts university course equivalency reports with Gemma 4 running locally. Here's what it does and where to read the full story of how I built it.
A free Spanish language Microsoft Learn plan with three modules to learn AI from scratch, write better prompts with Copilot and review what it generates.
October 21, 2026
What Managed Identity actually does, the difference between system-assigned and user-assigned, how to use DefaultAzureCredential, and the security mistake most developers make after turning it on.
September 5, 2026
Two verified paths to activate Azure for Students when your university email is not recognized automatically. Documentation-based verification and GitHub Student Developer Pack
September 1, 2026
How Supabase RLS silently filtered rows without throwing any error in Entiscore, why the first fix was wrong even though it worked, and how the same 404 appeared weeks later with a completely different cause.
August 31, 2026
How the same broken animation appeared in three unrelated components of Entiscore, why treating each occurrence as an isolated bug delayed the fix, and the technical reason behind it.
August 28, 2026
How Entiscore's orchestrator handles partial failures, redistributes weights when an analyzer breaks, and falls back gracefully when the AI layer is unavailable, built for the Kiro powered by AWS hackathon.
August 26, 2026
The difference is in infrastructure, authentication, and compliance. A guide to choosing between Azure OpenAI and the direct OpenAI API in 2026.
August 25, 2026
When stdio transport doesn't fit a serverless deployment, separating the MCP contract from its transport mechanism is a practical path forward.
August 24, 2026
How three documents written before a single line of code kept a two-person team on track during a two-day hackathon. What worked, what surprised us, and what we'd do differently.
August 22, 2026
Everything that changed in Next.js from version 16 through 16.3, which just went stable. Turbopack by default, Instant Navigations, Partial Prefetching, MCP, and what to enable now vs what to wait on.
August 18, 2026
These are the tools I open every single day, why I chose them, and what each one does in my workflow.
August 17, 2026
Practical GitHub Actions guide for 2026. What CI/CD is, how a workflow is structured, secrets, environments, OIDC for Azure, and what changed this year.
August 2, 2026
Practical and updated guide to joining the Microsoft Student Ambassadors program in 2026. Requirements, the two paths, Contributor ID, valid platforms, and what to avoid from day one.
July 13, 2026
June 23, 2026
June 13, 2026
April 26, 2026
April 17, 2026
April 10, 2026
