7 min read
GLM-5.2 Local Deployment: Running Z.ai's 744B Model on Consumer Hardware
Run GLM-5.2 locally with Unsloth dynamic quantization: hardware math for a 256GB Mac or 24GB GPU, quantization tradeoffs and lessons from the HN thread.
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OPEN WEIGHTS
39 articles - page 3 of 4
7 min read
Where to Run GLM-5.2 Free and Cheap: Providers Compared
GLM-5.2 is an MIT-licensed open-weights coding model. Cheapest routes: OpenRouter hosts from about $0.36 per million input tokens, Z.ai's API, or self-host.
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6 min read
GPT-5.5 Has a 3x Higher Hallucination Rate Than MIT-Licensed GLM-5.2
GPT-5.5 hallucinates 86% of the time on AA-Omniscience when it does not know, versus 28% for MIT-licensed GLM-5.2. What the metric measures and why it matters.
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11 min read
The Router Era: Why Not Owning a Frontier Model Became an Advantage
Model routers turn having no single winning model into an advantage: how routing works, why open weights and neoclouds make it cheap, and the counter-argument.
7 min read
Mellum2 Developer Guide: JetBrains' Open-Source Coding Model
Mellum2 developer guide: JetBrains' open-source 12B MoE coding model with 2.5B active parameters. How to run it locally and where it fits in your coding stack.
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12 min read
AI Model Routing: Why the Orchestration Layer Is the Next Big Play Next to the Labs
AI model routing and orchestration decide which model handles which task. How routing differs from orchestration, and practical ways to cut your model spend.
9 min read
DeepSeek V4 Economics: The Cost-Quality Frontier for Agentic Coding in 2026
DeepSeek V4 economics for agentic coding: worked cost math, the Flash vs Pro split, and when to route coding work to DeepSeek instead of a frontier model.
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9 min read
GLM-5.2 Cost Math: When Open-Weights Coding Models Actually Save You Money
GLM-5.2 cost math: when Z.ai's open-weights coding model actually saves money, with per-token pricing, a worked cost-per-task example and a decision guide.
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14 min read
GLM-5.2 vs DeepSeek V4 vs Qwen3: The Open-Weights Coding Model Showdown (2026)
GLM-5.2 vs DeepSeek V4 vs Qwen3 vs Kimi K3: open-weights coding models compared on benchmarks, pricing, context windows, self-host footprint and best picks.
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11 min read
Self-Hosting Open-Weights Models: The Real Break-Even Math
Self-hosting open-weights models like GLM-5.2, DeepSeek V4 or Llama: the break-even math against per-token API prices, with GPU costs and the hidden ops bill.
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7 min read
Fable 5 vs DeepSeek V4: The Cost-Quality Gap Measured in Real Tasks
Fable 5 vs DeepSeek V4 on cost and quality: a 178x output price gap, a real quality difference, and the task split most production teams end up running.
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7 min read
June 10, 2026: The Day the AI Dev Tool Market Showed Its Whole Hand
June 10, 2026 AI dev tools roundup - the Fable 5 deadline, PgDog funding, a banking prompt injection, DiffusionGemma speed gains, and what to do this week.
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Showing 25-36 of 38 articles
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