sample issue · Sep 24, 2026 · 9 items
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Anthropic's structured outputs constrain a model's reply to your JSON schema, so responses parse without retries.
what to do with itList the calls where your pipeline re-asks the model after malformed JSON and move them onto a schema.
Postgres asynchronous I/O speeds up cold sequential scans two to three times on NVMe in early benchmarks.
what to do with itRerun your slowest analytics query on a test instance before budgeting new hardware.
The EU AI Act's rules for general-purpose models are phasing in; fines scale with global turnover.
what to do with itSpend an hour checking whether your product's model usage falls under the notification duty.
Ollama serves open-weight models locally behind an OpenAI-compatible API, so they can stand in for hosted ones during development.
what to do with itPoint a staging copy of your assistant at a local model and measure how much traffic really needs a frontier one.
OWASP maintains a Top 10 of LLM application risks; prompt injection has held the first spot since the first edition.
what to do with itWalk your agent's tool permissions through the list before giving it write access to anything.
SQLite in WAL mode lets readers keep working while a writer commits — enough for most single-node services.
what to do with itCheck whether your smallest services need a database server at all before renewing the managed-Postgres plan.
Ruff folds Python linting and formatting into one Rust-based tool and replaces most Flake8 plugin stacks.
what to do with itTime your CI lint step, run Ruff on the same codebase and compare before touching the config.
GDPR's data-portability right obliges services to hand users their data in a machine-readable format.
what to do with itRun your own export flow end to end: a broken one usually surfaces first in a regulator's inbox.
California's CCPA gives residents deletion and opt-out rights that reach companies far outside the state.
what to do with itMap where your user records live so a deletion request doesn't turn into a manual hunt across databases.