GitHub rolls out Copilot desktop app preview; CLI adds MCP discovery and reproducible setups
GitHub is turning Copilot into a governed, repo-native agent hub—and the CLI now makes those agent stacks reproducible.
GitHub is turning Copilot into a governed, repo-native agent hub—and the CLI now makes those agent stacks reproducible.
Opus 4.7’s 1M context makes repo-scale Claude Code runs feasible—use Skills and plugins to keep them reliable and affordable.
Stop blaming the model — lock down your harness, add evals, and drop relay proxies in favor of allowed per-profile rotation.
OpenAI is unifying its products into one agentic platform—align your stack to the OpenAI-compatible protocol and harden for long-lived, tool-using workloads.
A single-binary Rust port makes Pi Agent fast, lean, and team-ownable.
Keep more context, but let an agent decide what matters—and verify before answering.
Route simple or ambiguous work to Gemma 4 E4B and escalate complex planning to 31B to balance quality, latency, and cost.