GLM

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Colibri: Running GLM 5.2 on a 32GB Laptop with Disk Streaming and Expert Offloading

A solo developer built a 1,300-line C inference engine that runs the 744B GLM 5.2 model on consumer hardware by streaming routed experts from disk. Here's how it works.

July 10, 2026•6 min read

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7 min read

GLM 5.2 Matches Human Bookkeeper Accuracy on UK VAT Returns - With Some Caveats

A new benchmark shows GLM 5.2 processing 59 transactions and producing VAT returns off by only 7 pence - at $2.73 versus typical accounting fees of $1,000+. Here is what the benchmark actually tested, where the model failed, and why the HN discussion focused on liability.

News Hacker News GLM

7 min read

GLM 5.2 and the AI Margin Collapse Thesis

Martin Alderson's argument for why open-weights models like GLM 5.2 will compress frontier lab margins is sparking debate on HN. Here is what the thesis actually says, where HN agrees and disagrees, and why it matters for developers choosing models.

News Hacker News GLM

5 min read

Cheap subagents are better when their work is visible

DeepSeek, Kimi, and GLM are cheap enough to run as sidecar subagents for drafts and exploration. The catch is that cheap work you cannot inspect is just expensive noise. A shared canvas makes the output reviewable.

AgentCanvas Subagents DeepSeek

6 min read

GLM 5.2 in 9 Minutes: The Open-Weight Rival to GPT-5.5

A companion guide to the GLM 5.2 video: an open-weight model positioned against GPT-5.5, walked through with benchmarks, pricing, and a live OpenCode demo. Here is what the video covers and where to go deeper.

glm open-weight-models opencode

10 min read

Where to Run GLM-5.2 Free and Cheap: Every Provider Compared (2026)

GLM-5.2 ships under an MIT license, so it is hosted everywhere - and a few places run it for free or nearly free right now. Here is every way to access Z.ai's open-weights coding model, from OpenCode Go referral credits and Devin to the cheapest per-token routes on OpenRouter, Fireworks, and DeepInfra, plus local Ollama.

glm z-ai open-weights

$GLM-5.2 Cost Math: When Open-Weights Coding Models Actually Save You Money$

9 min read

GLM-5.2 Cost Math: When Open-Weights Coding Models Actually Save You Money

Z.ai's GLM-5.2 lands as a 753B open-weights coding model that beats GPT-5.5 on SWE-bench Pro for roughly one-sixth the per-token cost. Here is the real cost math, a worked cost-per-task example, and a when-to-use-which decision guide.

pricing ai-models open-weights

14 min read

GLM-5.2 vs DeepSeek V4 vs Qwen3: The Open-Weights Coding Model Showdown (2026)

A data-rich, source-cited comparison of the open-weights coding models that matter in 2026: GLM-5.2, DeepSeek V4, Qwen3, and the new Kimi K3 frontier entrant. Benchmark table, per-token pricing, context windows, self-host footprint, and a clear pick-X-if decision matrix.

open-weights comparison glm

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