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Practical guides to AI-driven development, full-stack architecture, and solving production problems.
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Choose an index from a slow query rather than a guess
Choose a candidate index from the real filter, sort, projection, and explain plan, then compare examined work and write costs in a controlled dataset.
Find an N plus one query before optimizing the wrong layer
Count storage operations across a complete request, distinguish ORM population from per-row reads, and batch only the relationships the response needs.
Use AI to audit an API without leaking credentials or private data
Create a synthetic API evidence bundle, redact secrets without erasing the bug, and bound AI review tools to the exact contract being audited.
Handle third party API failure without misleading the user
Represent local persistence and remote delivery as separate states, handle timeouts as uncertain outcomes, and give retries a durable operation identity.
Design file uploads that enforce server side limits
Enforce upload size, type, ownership, and publication state on the server, including direct-to-storage flows and cleanup after provider failure.
Trace an authorization rule from the page to the database query
Follow a document-access rule through identity, service calls, queries, and serialization so hidden buttons cannot substitute for enforced permissions.
Make a password reset token work only once under concurrency
Consume a password-reset grant with an atomic conditional update, keep password changes in the same invariant, and test two simultaneous submissions.
Implement cursor pagination without losing or repeating records
Define a total order with a tie-breaker, encode the full cursor, and test inserts and equal timestamps without promising a snapshot of a changing dataset.
Design retry safe create endpoints with idempotency keys
Give repeated create requests a scoped identity, compare payloads, and persist replayable results without claiming exactly-once effects across external providers.
Prevent duplicate records when two requests arrive together
Replace a check-then-insert race with a database uniqueness constraint, audit existing conflicts, and verify the invariant under simultaneous requests.
Find why invalid input becomes a 500 response
Trace malformed JSON, schema errors, invalid identifiers, and dependency failures through an endpoint so client mistakes receive deliberate responses.
Design a small API contract before generating frontend and backend code
Write a narrow request and response contract before generating both sides of an endpoint, including unknown fields, null values, and failure examples.
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