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View all →Using an LLM to Pick Follow-Up Quiz Questions Without Letting It Run Wild on Cost
An LLM re-selects practice questions based on a student's weak spots. Here's the batching + fallback pattern that keeps cost bounded and the quota filled.
My AI Grader Scored the Same Conversation Differently Every Time I Ran It
My LLM-graded conversation feature scored identical input differently each run. The fix was moving most of the scoring out of the LLM entirely.
I Had Claude Code Dockerize a FastAPI + React App — Here Are the Non-Obvious Parts
Dockerfiles, an alembic migration entrypoint, timestamp-only versioning, and a docker-compose that plugs into a shared postgres — how the pieces fit together for a real production deploy.
How a Variable in nginx.conf Silently Stripped All My API Paths (and How Claude Code Caught It)
I set up Docker deployment for a FastAPI + React app and every API call returned 404. The routes existed, the image was current — the bug was one word in nginx.conf.
My Demo Mode Almost Needed a Whole New Backend — Until a Tiny Axios Adapter Fixed It
I wanted one frontend codebase that works as a fully static demo and against a real API. The first two architectures I asked Claude Code to evaluate would have quietly broken my zero-backend deploy — the third one, a custom axios adapter, didn't.
Claude Code After One Month: An Honest Daily-Use Review
I ran Claude Code 8+ hours a day for a month and wrote almost zero code by hand. Here's what actually worked, what confused me about token usage, and who I'd recommend it to.
Weekly AI Coding Digest
New tutorials, Claude Code tips, and tool releases — one short email every Sunday.