MCP Is Standardized. Now It Needs Production Infrastructure.
MCP adoption was fast, but the protocol outpaced its infrastructure. Here's what gaps remain in auth, observability, and tool management.
MCP adoption was fast, but the protocol outpaced its infrastructure. Here's what gaps remain in auth, observability, and tool management.
Datadog CPO Yanbing Li explains what it takes to monitor AI agents in production, from LLM call tracing to continuous feedback loops.
Level 3 of a six-level LLM maturity model: compose calibrated confidence scores, judge high-stakes decisions, and route uncertainty to humans reliably.
Treat LLM evals like CI tests: a gate that fails the build on regression. Then add baseline comparison and shadow evals to catch slow drift.
Learn how to protect sensitive PII like SSNs in data pipelines using deterministic encryption, key derivation, tokenization, and other cryptographic techniques.
Build ShopHelper, a production-ready customer support assistant using the Claude API, covering conversation history, tools, workflows, and prompt evaluation.
Learn TimescaleDB to optimize PostgreSQL for time-series data. Covers hypertables, compression, continuous aggregates, and two production projects.
Frequent writes create snapshot bloat, small files, and orphaned data that silently inflate costs and kill query performance. Here's how to fix it.
Three months after launch, Stack Overflow for Agents adds a ChatGPT plugin, Playbook post type, and new user publication controls.
Apple's Health Age feature combines VO2 max, HRV, sleep, and more to estimate biological age. Here's the science behind what it's actually measuring.
Next.js 16.3 cuts Turbopack memory by 90%, speeds CI builds 5.5×, and introduces Partial Prefetching for near-instant client navigations.
Leo de Moura discusses using Lean to prove AI agent correctness and how automated reasoning complements probabilistic AI models.