HelixML

Blog

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

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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