Coding agents

Week of October 12: coding agents go team-mode

OpenCode, Codex CLI and Claude Code shipped multi-agent updates between Oct 11 and 16, after VS Code, while Meta unveiled a huge coding model.

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Between October 11 and 16, 2026, three major tools shipped updates pointing the same way: running more agents, for longer, with less babysitting. VS Code had led the way a week earlier.

What shipped

On the model side

Meta launched Muse Spark Open, an 816-billion-parameter MoE model with 42 billion active per token and a 1-million-token context, built for agentic coding (NVIDIA, Oct 15). On October 19, Meta also released Muse Glimmer, a 30-billion-parameter Apache 2.0 model, quantized to about 4 bits to run on a single GPU (Meta AI). See the Muse Spark Open page.

The common thread: orchestrating, not assisting

Each vendor tackles a different pain point. OpenAI lets you correct an agent without killing the task. Anthropic makes delegating to subagents automatic. OpenCode is moving its users to a v2 built around a background service that other programs can call. Microsoft focuses on the developer watching several sessions at once.

That is the shift Gartner acknowledged when it redefined the category around agents in its first Magic Quadrant for coding (see our article). Tools no longer stand apart only on model quality, but on how they launch, isolate and control several agents.

What it changes for developers

The limits

More agents in parallel also means more logs to review, more permissions to set and more tokens to pay for. The vendors do not quantify the gains from these updates, and the Muse Spark Open figures come from a Meta partner, NVIDIA.

The trend: the single agent is giving way to coordinated agent teams.

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