1+ day, 22+ hour ago   (223+ words) Learn in this article how to treat LLM output as unknown until runtime schema validation proves it safe for typed application logic. The practical goal is a pipeline in which model output becomes domain data only after passing a runtime…...

2+ day, 23+ hour ago   (634+ words) A chatbot can explain data, summarize a screen, or answer questions, yet the application still behaves largely as before: business state lives elsewhere, actions remain disconnected from model output, and the interface is reduced to a transcript. Agentic UI takes…...

4+ day, 4+ hour ago   (610+ words) Learn how SQL Server 2025 memory-first indexing can accelerate hybrid transactional and analytical workloads by reducing disk I/O and latency. Modern database environments rarely run a single type of workload. Most production systems handle both transactional operations and analytical queries…...

4+ day, 23+ hour ago   (1117+ words) Most enterprise QA teams aren't equipped to detect AI hallucinations. Here's the testing framework they need with code examples and real-world scenarios. The first time most teams encounter a hallucination in production, they treat it like a bug. They investigate…...

5+ day, 1+ hour ago   (722+ words) Databricks Lakebase introduces database branching, giving each agent an isolated workspace to safely experiment, test changes, and merge validated updates. There's an awkward moment in every agentic data project. The agent works. It writes decent SQL, it reasons about schema,…...

5+ day, 2+ hour ago   (1022+ words) Learn how to test, monitor, and deploy reliable agentic AI and multi-agent systems in enterprise environments using modern testing and CI/CD strategies. With industry analysts recording a massive surge in multi-agent system deployments, including a staggering 1,445% increase in enterprise…...

5+ day, 21+ hour ago   (696+ words) Past ~20-30 tools, sending every schema every turn hurts cost and accuracy. A lexical scorer plus a registry-search hatch fixes most of it — no embeddings needed. I stumbled onto this pattern while building agents with Deep Agents, watching a tool registry…...

5+ day, 22+ hour ago   (504+ words) DBAs and developers managing Oracle schemas want to understand what integrating Select AI and vector search entails before applying it to critical systems. Who this is for: DBAs and developers sitting on an Oracle schema that's been in production for…...

5+ day, 23+ hour ago   (535+ words) How a database subsetting tool turned a plain-English request into a reviewable, undoable extraction model — instead of just another SQL-generation chatbot. This is where Jailer's AI Subsetting Assistant comes in. It's a narrower, more interesting problem than "generate me some…...

6+ day, 47+ min ago   (353+ words) AI incidents don't follow the security playbook: no CVE, no patch, and evidence that vanishes in minutes unless you've planned ahead. Every mature engineering team has a Security Incident Response Plan, refined over years of postmortems. But when the incident…...