Anthropic launches Project Glasswing and restricts Claude Mythos Preview to harden critical software
AI‑grade vuln discovery just became an industry program, not a demo—get your scanning, triage, and patch pipelines ready.
AI‑grade vuln discovery just became an industry program, not a demo—get your scanning, triage, and patch pipelines ready.
The bar for AI coding may have jumped, but use this lull to fortify your evals and fix AI test blind spots.
Treat agents like distributed systems: ground them in real context, sandbox hard, stream fast, and measure everything.
If you use Claude Code with Bedrock, move to 2.1.96 and explicitly set effort defaults before rolling out to teams.
Cursor 3 makes agent-first development real, but prove it with a scoped pilot before betting your team’s workflow on it.
Pick IDE-first agents for safe acceleration and app builders for speed; both are now practical to pilot under enterprise guardrails.
Copilot CLI is getting more operable and smarter, but tighten observability and policy now to avoid surprise spend and data-sharing gotchas.
Powerful new agent and Realtime patterns are here, but ship with guardrails until reliability and billing behaviors settle.
Google is steering Gemini toward ambient, project-aware, agentic use—start planning context memory, fallbacks, and on-device boundaries now.
A frontier-scale, MIT-licensed LLM that can explain and fix its own code is now usable via a router—time to run head-to-head trials.
Upgrade to 12.0.1, verify MCP+Bun paths, then take advantage of the new gating and AST explore to cut tokens and speed code dives.
Plan, measure, and govern synthetic data as a core pipeline stage to safely scale AI when real data falls short.
QA and AppSec are consolidating into automated, spec-driven pipelines—run focused pilots now to measure value before you rewire the stack.
If you need reliable AI on private data, start with a small, measured RAG pipeline before anything else.
AI can draft code fast, but engineering rigor keeps uptime and cloud bills under control.
Treat Slurm like a strategic dependency and add vendor-risk guardrails now, before roadmap changes ripple into your clusters.
Treat Claude Opus 4.6 app seats and API as separate cost models and architect accordingly to avoid surprise bills.