Windsurf becomes Devin Desktop: a command center for local and cloud coding agents
Windsurf is now Devin Desktop, making multi‑agent coding a first‑class, centralized workflow without disrupting existing setups.
Windsurf is now Devin Desktop, making multi‑agent coding a first‑class, centralized workflow without disrupting existing setups.
AI moved from co‑pilot to bulk author; Opus 4.8’s agent upgrades make it operational—your job is to add the guardrails.
Treat shiny agent scores with suspicion—use harder, leak-proof, workflow-grounded evals and measure them in your own stack.
Local-first agents with Gemma 4 12B are now practical on laptops—stand up a localhost LLM and keep data on-device.
A single, customizable safety model for text and images can simplify guardrails and close gaps that piecemeal filters miss.
Microsoft is bundling agent grounding and a governed backend runtime into Fabric to replace DIY stacks with a cost-aware path to production.
Treat the Prompt Objects deprecation as your cue to decouple agents from a single provider and lock in governance now.
Stop juggling prompts across tools; build unified, observable AI workflows.