Today

Move slow dashboard regions behind streamed server component boundaries so the shell renders while expensive data keeps loading.

Have the agent add embeddings, distance query shape, and the HNSW index together so search quality and database performance stay coupled.

Ask the agent to wire Biome through Turbo filters so CI checks the touched workspace quickly before falling back to a full monorepo check.

Make the hero headline, CTA, and first demo show the quickest local command path first; move vendor/admin-key setup into a secondary accuracy section so the default path feels install-first instead of paste-a-key-first.

When you want a model to sound region-specific, replace generic tone guidance with an explicit vocabulary block plus a banned-phrase guardrail. Give the model example words it should prefer, words it should avoid, and a concrete fallback...

When a social feed depends on relationships, compute visibility from every relationship source that can imply access—not just one table or one UI state. Check both the explicit follow graph and the accepted connection graph before deciding

When automating repo setup, expect secret scanning to block the push and build a sanitize-and-retry loop into your workflow. Remove hardcoded secrets, delete accidental env files, add them to .gitignore, then push again.

Add an archival flag/timestamp to long-lived records and keep the row available for joins, favorites, and audit trails. Hide archived items from default reads instead of removing them, so references stay intact.

When migrations and code references may drift, inspect the generated database types file to reconstruct the real, current schema and verify every table/column/type pair before making product decisions.

When pricing a done-for-you website offer, compare the activation fee to what local agencies charge for comparable build/setup work; that anchor is often more decisive than monthly subscription comps.

When multiple GitHub accounts are cached in gh, log out a single account with the `--user` flag instead of clearing all credentials. This preserves the other signed-in account.