Feeding fresh context to the models that spend the money
A model's serving-time quality is bounded by the freshness of what it reads. Why offline metrics hide the gap, what staleness costs at auction scale, and what agents change.
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The story is what was announced. Nobody has discussed it yet, so if it touches your team, a short post about what you’ve seen helps the next reader.
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Introducing the Query Tuning Agent: Optimize Your Most Complex Workloads
Discover SingleStore's Query Tuning Agent. Automate performance tuning, analyze debug profiles, and get expert-level recommendations for complex distributed workloads.
Most AI Context Layers Are an Inch Off. That's a Mile Wrong.
Most AI context layers miss the hardest part: runtime context. Learn why agents need current data, shared definitions and permissions where writes happen.
Why Real-Time Healthcare Data Still Produces Late Decisions
Healthcare bets billions on data and AI to decide faster, yet the intelligence keeps arriving late and fragmented. The reason is structural, and it points somewhere specific.
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How LinkedIn extended ClickHouse from distributed tracing to metric discovery and analytics
LinkedIn expanded its ClickHouse observability stack from distributed tracing to metric discovery and analytics, consolidating 13B+ metrics into one index serving 150k+ queries per minute.
What is direct I/O, and why does ClickHouse Managed Postgres use it for backups?
ClickHouse Managed Postgres uses direct I/O and stripe-sized reads to keep backups fast while protecting the page cache and query latency.
How Jev Uses Meko to Make Code Review Feedback Stick
When a Jev-powered check gets something wrong, and a person corrects it, where does that correction go, and how can you ensure the correction is implemented in future results? This blog explains why a decision model correction should live outside the model, what a system needs to ensure corrections carry into the next request, and the code review check that prevents the system from raising a…
Beyond the return: who controls the business?
A tax return can be correct and still tell the authority too little. The filing identifies the taxpayer but it may not reveal who actually controls the business. Investigations into tax fraud and related financial crime often depend on some… Read more →