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> 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 Age
by jumploops 9mo ago
> 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!
- deleted 9mo ago[deleted]
- mohsen1 9mo agoParallel agents are such a simple, yet powerful hack. Using it in Claude Code with TeammateTool and getting lots of good results!
- esperent 9mo ago> TeammateTool What is this?
- jlu 9mo agoclaude code hidden feaure currently under a feature flag: https://github.com/mikekelly/claude-sneakpeek https://github.com/mikekelly/claude-sneakpeek
- frimmy 9mo agohttps://x.com/kieranklaassen/status/2014830266515382693 https://x.com/kieranklaassen/status/2014830266515382693 - agent swarms tool shipping w/ cc soon..
- XCSme 9mo ago> 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
- mzl 9mo agoAn 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.
- XCSme 9mo agoOk, so agent swarm = tool calling where the tool is a LLM call and the argument is the prompt
- dcre 9mo agoSort 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.
- IanCal 9mo agoYes largely, although they’ve trained a model specifically for this task rather than using the base model and a bit of prompting.
- storystarling 9mo ago1,500 tool calls per task sounds like a nightmare for unit economics though. I've been optimizing my own agent workflows and even a few dozen steps makes it hard to keep margins positive, so I'm not sure how this is viable for anyone not burning VC cash.
- zozbot234 9mo ago"tool call" is just a reference to any elementary interaction with the outside system. It's not calling third-party APIs or anything like that.
- storystarling 9mo agoTrue, but that's still 1,500 inference cycles. Even without external API fees, the latency and compute burden seems huge. I don't see how the economics work there without significant subsidies.
- darrinm 9mo agoFWIW many tool calls can be and often are made in one inference cycle.