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Inside AI coding agents: supervisors, tools, and sandboxed execution

article Daily Digest calendar_today 2025-12-25 Daily

Modern coding agents wrap multiple LLMs: a supervisor decomposes work and tool-using workers edit code, run commands, and verify results in loops. They operate either locally with OS-level permissions or in sandboxed cloud containers preloaded with your repo to run tests and linters safely. Effectiv...

MiniMax M2.1 lands; plan for faster agentic-model iterations

article Daily Digest calendar_today 2025-12-24 Daily

MiniMax released its M2.1 model; coverage highlights accelerating release cycles and growing focus on agentic use cases. Expect changes in tool-use behavior and prompt sensitivity as models iterate faster. Validate API details (availability, rate limits, function-calling) against official docs befor...