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Insights, updates and articles on AI agent orchestration — from practical guides to deep dives on building with HelixML.

Modelling the AI-Augmented Organisation

May 26, 2026

Swarms of agents is the wrong mental model. Reuse the org-chart and model AI as colleagues with roles, responsibilities, and a human accountable at the top.

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Four Lessons from Building an Agentic Workforce

May 15, 2026

Notes from wiring up agents with personalities to streams of information: cascading self-activations, models that won't shut up, emergent enterprise politics, and agents that forget they aren't human.

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Working with the Garage Door Up, Without a Door

May 7, 2026

Why every design doc we write goes straight to a public Git branch, and what we've learned by leaving the door off.

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Chunking Beats Slicing: What SWE-Bench Taught Me About Code Intelligence

Mar 17, 2026

I benchmarked two approaches to code indexing. The smarter one lost.

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76ms writes on an NVMe: how ZFS dedup ate my agent infrastructure alive

Mar 16, 2026

ZFS dedup was causing 4-6x write amplification and 76ms latency spikes on our agent infrastructure. The fix was a ZFS feature from 2005.

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Adding support for Gemini thought signatures

Mar 7, 2026

Gemini 3 and 2.5 models require thought signatures for multi-turn tool calling. Here's what they are, why they break OpenAI-compatible proxies, and how we fixed it in Helix with a global signature cache.

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The $175K Server That Replaces Your Cloud AI Bill

Mar 5, 2026

We're shipping a 4U rack server with 8× RTX 6000 Pro GPUs, 768 GB VRAM, and Helix preloaded. The maths works — and sovereignty matters more than cost.

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Trump Can Read Your Email — and Your AI Agent Logs: The Case for Digital Sovereignty

Mar 5, 2026

I was on a video call with Dubai while missiles were being intercepted overhead. The next day I watched Trump threaten the UK prime minister on live television. It connected some dots about AI infrastructure.

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Introducing the Helix Blog

Feb 25, 2026

Welcome to the Helix blog — your source for insights, tutorials, and updates on AI agent orchestration with HelixML.

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