Hacker News discusses AI agentic setups and tools
Users share current subscriptions to Claude and ChatGPT, models via OpenRouter, and tools like Pi and custom orchestrators for daily agent workflows.
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Stories tagged #orchestration
DynaFlow lets a main agent synthesize multi-agent workflows
With a fixed Qwen3.5-27B backbone, Forced mode reached 88.08% overall, 10.90 points above the strongest baseline.
How Itaú is building generative AI for its entire customer base
Itaú uses OpenAI models in ia.i and IARA to deliver generative AI banking for about 70 million Brazilian customers.
Learning Self-Orchestration in Decentralized Agent Swarms
Market-based post-training lets decentralized agent swarms learn both actions and self-orchestration.
How Anthropic’s Dynamic Workflows Coordinate Claude Agents
Anthropic showed dynamic workflows that let Claude plan and orchestrate its own multi-agent topology.
Anthropic's Claude can now orchestrate up to 1,000 AI agents in parallel through dynamic workflows
Anthropic added dynamic workflows so Claude Managed Agents can run up to 1,000 agents in parallel.
Cohere pitches North 2 as the enterprise AI control room that works with any model
Cohere pitches North 2 as a model-agnostic control room for enterprise AI agents with human approval.
Co-Evolving Robot Orchestrators and Policies through Deployment
Robo-COP co-evolves robot policies and orchestrators in deployment, raising real-world success from 38.3% to 50%.
Weird Machine Compositors: Exploiting AI Orchestration at the Expression Layer
Paper shows n8n expression sandboxes can be bypassed, citing three CVEs including two CVSS 9.4 flaws.
DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration
DataMagic authors accurate data videos from tables via declarative multi-agent orchestration, beating GPT-5 baselines.
Omni-IO Skills: Harnessing Your Agent Omni-Native
Omni-IO Skills gives existing agents full multimodal coverage, raising GPT-5.6 Sol and Claude Sonnet 5 to 100% UniM-90 support.
Agensh: Scaling Organizational Intelligence to 1,024 Agents
Agensh lets up to 1,024 self-organized agents raise ProgramBench scores without a central orchestrator.
[AINews] not much happened today
Latent Space AI news digest covers Anthropic's Claude Code Projects, Google's managed agent APIs, TypeSafe's Jev classifier, and OpenAI's Astra for Law launch.
Claude Code relaunches Projects to manage multiple AI agents in the cloud
Anthropic relaunched Claude Code Projects, letting users run multiple parallel Claude Code cloud agents with shared memory, goals, and files.
Decomposition Buys Integrity, Not Yield
Study of 600 production deep-research traces finds agent-tree decomposition loses findings at rate N^(1-δ); flat architectures maximize yield.
NVIDIA Open-Sources OSMO: One YAML Orchestrates Physical AI Training, Simulation, and Robot Testing
NVIDIA open-sourced OSMO, a Kubernetes-native YAML orchestrator running physical-AI training, simulation, and robot testing across mixed GPU tiers.
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Dr. Claw: An AI Scientist Workspace for Vibe Research
Researchers release Dr. Claw, an open-source auditable workspace that wraps coding agents like Claude Code for end-to-end AI-assisted research workflows.