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#["GLM 5.2"

15 articles

Macaron-V1: How Mixture-of-LoRA Turns One AI Model Into Four Specialists (2026)

Macaron-V1: How Mixture-of-LoRA Turns One AI Model Into Four Specialists (2026)

Macaron-V1 mounts four specialized LoRA experts on a frozen GLM-5.2 base and routes every request to the right one — here is how it works, what benchmarks actually show, and how to run it.

15 min10
How to Run a 744B Parameter LLM Locally on Consumer Hardware With Colibri in 2026

How to Run a 744B Parameter LLM Locally on Consumer Hardware With Colibri in 2026

Run a 744-billion-parameter frontier LLM on a 25 GB laptop with Colibri, a pure-C MoE engine that streams GLM-5.2 experts from NVMe. Here is what actually works.

13 min40
Self-Hosting GLM-5.2: The Privacy-First Guide to 1M-Context MoE

Self-Hosting GLM-5.2: The Privacy-First Guide to 1M-Context MoE

Run Zhipu AI’s 744B flagship locally. Master the 1-bit quantization setup for GLM-5.2 and unlock unlimited, private agentic tokens in 2026.

4 min30
GLM-5.2 & ZCode: 7 Automated Workflows to Scale Your Business (2026)

GLM-5.2 & ZCode: 7 Automated Workflows to Scale Your Business (2026)

Move beyond chat. Discover 7 high-ROI agent workflows using ZCode and GLM-5.2 to automate business plans, SEO landing pages, and content systems.

5 min10
The AI 'Last Mile' Problem: Why 98% Cheaper Models Aren't Killing the Giants

The AI 'Last Mile' Problem: Why 98% Cheaper Models Aren't Killing the Giants

GLM 5.2 is 98% cheaper than Claude and often smarter. So why aren't companies switching? The answer lies in the 'Harness Gap' and the last mile of AI engineering.

6 min00
The Multi-Agent Fusion Playbook: How to Build Fable-Class AI Systems with Open-Weight Models

The Multi-Agent Fusion Playbook: How to Build Fable-Class AI Systems with Open-Weight Models

Discover the Multi-Agent Fusion architecture. Learn how combining GLM-5.2, Kimi K2.7, and N2 using an independent judge agent matches closed frontier model performance.

7 min00
GLM-5.2 Review: The 1M-Context Open-Source Giant That Challenges Claude

GLM-5.2 Review: The 1M-Context Open-Source Giant That Challenges Claude

GLM-5.2 is the first open-weights model to deliver a 'solid' 1M-token context. Learn how it beats GPT-5.5 on coding and challenges Claude Opus 4.8 for free.

5 min20
The GLM 5.2 + Hermes Agent Stack: How to Build a High-Speed AI Agent Station

The GLM 5.2 + Hermes Agent Stack: How to Build a High-Speed AI Agent Station

Combine Z.ai's 1M-context GLM 5.2 with Hermes Agent's learning loop. Build an autonomous, open-source agent station that rivals frontier models in 2026.

5 min20
GLM 5.2 vs Claude Opus 4.8: What Actually Happened in 5 Build Tests (2026)

GLM 5.2 vs Claude Opus 4.8: What Actually Happened in 5 Build Tests (2026)

GLM 5.2 beat Claude Opus 4.8 on 4 of 5 build tests, but one Claude win revealed the real lesson: use the right model for the job, not the loudest headline.

10 min90
How to Use GLM 5.2 for Small-Business SEO and Content Workflows

How to Use GLM 5.2 for Small-Business SEO and Content Workflows

Learn how small businesses can use GLM 5.2 for SEO research, content planning, and long-horizon content workflows without overpaying or falling for hype.

10 min00
GLM 5.2's 1M-Token Context: How to Run Long-Horizon AI Workflows Without Losing the Plot

GLM 5.2's 1M-Token Context: How to Run Long-Horizon AI Workflows Without Losing the Plot

GLM 5.2 brings a 1 million token context, open MIT weights, and coding-first design. Learn how to use it for long-horizon agent workflows, what it costs, and where it fits against Claude Opus 4.8 and GPT-5.5.

12 min30
How to Build an AI SEO Agent Team with GLM 5.2 and Hermes Agent in 2026

How to Build an AI SEO Agent Team with GLM 5.2 and Hermes Agent in 2026

Learn how to build an AI SEO agent team with GLM 5.2 and Hermes Agent: the tools, the roles, the workflow, costs, and what to watch out for in 2026.

9 min00
GLM 5.2 vs Claude Opus 4.8 vs GPT-5.5: Which Coding Model Should Your Team Use in 2026?

GLM 5.2 vs Claude Opus 4.8 vs GPT-5.5: Which Coding Model Should Your Team Use in 2026?

GLM 5.2 vs Claude Opus 4.8 vs GPT-5.5 in 2026: benchmark, pricing, and use-case comparison for teams choosing a coding model.

10 min60
GLM 5.2 vs Claude Opus 4.8 for Coding: Which AI Model Should You Use in 2026?

GLM 5.2 vs Claude Opus 4.8 for Coding: Which AI Model Should You Use in 2026?

GLM 5.2 vs Claude Opus 4.8: we compare price, benchmarks, context length, licensing, and real agent integration so you can pick the right coding model for your workflow.

7 min60
How to Build and Automate Almost Anything with GLM 5.2 (2026)

How to Build and Automate Almost Anything with GLM 5.2 (2026)

Learn how to use GLM 5.2 to build apps, games, and agent teams. Covers the Z.ai CLI, Hermes Agent integration, local deployment, pricing, and a practical starter workflow.

6 min20