DX launches AI Code Insights to measure AI-generated code, agent effectiveness, and ROI across your org
Instrument AI-assisted coding now so you can govern, improve, and fund it with real data.
Instrument AI-assisted coding now so you can govern, improve, and fund it with real data.
Cursor 3 meaningfully upgrades AI code review, but roll it out gradually while you verify client stability and agent workflows.
Upgrade to Copilot CLI 1.0.22, migrate to .mcp.json, and consider agent-driven doc testing—while watching VS Code agent compaction reports.
Claude Code 2.1.98 meaningfully levels up cloud onboarding, safety, and observability for real engineering workflows.
If you’re building agents, stop wiring your own harness and start evaluating Managed Agents as your production control plane.
AI agents have moved from code helpers to autonomous vulnerability hunters—tune your pipelines for continuous triage and rapid, safe patching now.
Use AWS’s Agent Registry to see and govern your agents, then make them dependable with deterministic workflows and artifact-driven behavior.
Agent skills are getting real for data teams—use them to gate changes, codify monitors, and keep assistants in sync.
Pro raises the ceiling, but disciplined token and limit-aware design determine whether you actually feel the lift.
Agent wins often come from the hints; measure with and without them before you ship or buy.
Efficient, production-ready small models like Muse Spark are becoming the pragmatic default for scalable AI assistants.
Predict churn timing with survival analysis, but only ship it once your real-time features are point-in-time correct.
Treat powerful LLMs like prod infra: restrict access, monitor deeply, and split detection from enforcement to stay safe at speed.
Gate AI-generated code with CI-grade Sonar checks in seconds, not minutes, and keep shipping fast without drowning in noisy PRs.
Keep an eye on chat-first agent workflows—they might be the practical on-ramp for safe, useful automation in day-to-day ops.
Treat memory as a first-class layer—Mem0 shows how to ship it fast and cut token bloat without breaking context.