> For complex tasks, Kimi K2.5 can self-direct an agent swarm with up to 100 sub-agents, executing parallel workflows across up to 1,500 tool calls.

> K2.5 Agent Swarm improves performance on complex tasks through parallel, specialized execution [..] leads to an 80% reduction in end-to-end runtime

Not just RL on tool calling, but RL on agent orchestration, neat!

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XCSme 4 hours ago | parent | next [-]

> Kimi K2.5 can self-direct an agent swarm

Is this within the model? Or within the IDE/service that runs the model?

Because tool calling is mostly just the agent outputting "call tool X", and the IDE does it and returns the data back to AI's context

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mzl 3 hours ago | parent [-]

An LLM model only outputs tokens, so this could be seen as an extension of tool calling where it has trained on the knowledge and use-cases for "tool-calling" itself as a sub-agent.

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XCSme 3 hours ago | parent [-]

Ok, so agent swarm = tool calling where the tool is a LLM call and the argument is the prompt

	▲	IanCal 31 minutes ago \| parent \| next [-]
		Yes largely, although they’ve trained a model specifically for this task rather than using the base model and a bit of prompting.
	▲	dcre 2 hours ago \| parent \| prev [-]
		Sort of. It’s not necessarily a single call. In the general case it would be spinning up a long-running agent with various kinds of configuration — prompts, but also coding environment and which tools are available to it — like subagents in Claude Code.

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8 hours ago | parent | prev | next [-]

[deleted]

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mohsen1 5 hours ago | parent | prev [-]

Parallel agents are such a simple, yet powerful hack. Using it in Claude Code with TeammateTool and getting lots of good results!

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esperent 4 hours ago | parent [-]

> TeammateTool

What is this?

	▲	frimmy 4 hours ago \| parent \| next [-]
		https://x.com/kieranklaassen/status/2014830266515382693 - agent swarms tool shipping w/ cc soon..
	▲	jlu 4 hours ago \| parent \| prev [-]
		claude code hidden feaure currently under a feature flag: https://github.com/mikekelly/claude-sneakpeek