GLM 5 Blog
Blog
Read about our latest product features, solutions, and updates.
How to Use Ox Alpha: A Practical First-Task Workflow
How to use Ox Alpha: a practical first-task workflow covering reasoning effort, 1M-token context, tools and structured output, plus repeatable mini-evaluation.
Is GLM 5.2 Multimodal? Vision Capabilities Explained
GLM 5.2 is text-only: no image input or vision. The real multimodal model from Z.ai is GLM-5V-Turbo. What each does, how to add vision, and what's coming.
Kimi K3 API: Authentication, Endpoints, and Python Integration Guide
Get started with the Kimi K3 API: set up authentication, call chat completions, use streaming and function calling — complete Python examples included.
Kimi K3 Context Window: 1M Tokens Explained
Everything about Kimi K3's 1M token context window: what it means in practice, what fits inside it, performance at long context, and how to use it effectively.
Kimi K3 for Coding: Benchmarks, Setup, and Real-World Use Cases
How well does Kimi K3 handle coding tasks? Benchmark scores, Python API setup, code generation examples, and how it compares to GPT-4o and Claude Sonnet 5.
Kimi K3 for Writing: Content, Copywriting, and Creative Use Cases
How to use Kimi K3 for professional writing — blog posts, copywriting, creative fiction, translation, and content marketing — with prompt templates and real examples.
Kimi K3 Pricing: API Costs, Context Window, and Value Compared
Kimi K3 costs $3.00/M input and $15.00/M output tokens. That is 3.4x more expensive than GLM 5.2 per output token for a 6-point AA Intelligence advantage. Here is the full breakdown.
Kimi K3 Thinking Mode: How Extended Reasoning Works
Everything about Kimi K3's thinking mode — how extended chain-of-thought reasoning works, when to enable it, API parameters, performance on hard problems, and cost trade-offs.
Kimi K3 vs Claude Opus 4.8: Frontier Models Head-to-Head
Claude Opus 4.8 costs $75/M output tokens versus Kimi K3's $15/M — 5× more expensive. Opus 4.8 leads every benchmark and sets the bar for top-tier AI. Here is when the premium is justified.
Kimi K3 vs Claude Sonnet 5: Open Weights vs Closed API
Kimi K3 vs Claude Sonnet 5 — compare cost, benchmark performance, context length, open weights vs closed source, and which model to choose for your use case.
Kimi K3 vs DeepSeek R1: Two Open-Source Reasoning Models Compared
Kimi K3 vs DeepSeek R1 — compare reasoning performance, pricing, context length, self-hosting requirements, and which open-source model to choose for complex tasks.
Kimi K3 vs DeepSeek V3: Cost, Speed, and Coding Benchmarks
DeepSeek V3 costs $1.10/M output tokens versus Kimi K3's $15/M — 13× cheaper. Kimi K3 scores ~10 points higher on the AA Intelligence Index. Here is when each open-weight-adjacent model is the right call.
Kimi K3 vs DeepSeek V4 Pro: Battle of Chinese Open-Source Reasoning Models
Kimi K3 vs DeepSeek V4 Pro — compare long-context performance, reasoning benchmarks, pricing, and open-source licensing to find the right Chinese AI model for your project.
Kimi K3 vs Fable 5: Open Weights vs Anthropic's Creative Model
Kimi K3 vs Claude Fable 5 — compare pricing, benchmark scores, creative writing quality, context length, open weights vs closed source, and which model fits your use case.
Kimi K3 vs Gemini 2.5 Pro: Performance, Price, and Context Window
Gemini 2.5 Pro scores significantly higher on the AA Intelligence Index than Kimi K3 and costs $10/M output tokens versus K3's $15/M — 33% cheaper for a stronger model. Here is how these 1M-context models compare.
Kimi K3 vs Gemma 3: Chinese Open-Source vs Google Open-Source
Kimi K3 vs Gemma 3 — compare cost, context length, benchmark scores, self-hosting requirements, and which open-source model is right for your project.
Kimi K3 vs GLM 5.3：基准对比、独立评测与选购建议
Kimi K3 vs GLM 5.3 对比：官方基准表（GLM 5.3 赢 CyberGym 84.5 vs 80.0、AutomationBench 48.2 vs 46.7；Kimi K3 赢 SWE-Marathon 48.1 vs 42.5）、AA 指数均为 60 分、价格差近一倍。
Kimi K3 vs GPT-4.1: Long Context vs API Ecosystem
Kimi K3 vs OpenAI GPT-4.1 — compare pricing, context window, benchmark performance, API ecosystem, open weights vs closed source, and which to choose for your use case.
Kimi K3 vs GPT-4o: Benchmarks, Speed, and When to Choose Each
Kimi K3 and GPT-4o both score around 57 on the AA Intelligence Index but take opposite positions on cost and context. K3 output tokens cost 50% more; GPT-4o has audio input but only 128K context.
Kimi K3 vs Grok 3: Open Weights vs Closed Source
Kimi K3 vs Grok 3 — compare cost, context length, benchmark performance, self-hosting options, and which model to choose for your AI application.
Kimi K3 vs LLaMA 4 Scout: Long-Context Open Models Compared
Kimi K3 vs LLaMA 4 Scout — compare 1M vs 10M context, pricing, multimodal, benchmark scores, and which open-source long-context model fits your project.
Kimi K3 vs MiniMax M1: Chinese Open-Source Models Head-to-Head
Kimi K3 vs MiniMax M1 — compare pricing, context window, benchmark performance, open-source licensing, and which Chinese AI model to choose for your project.
Kimi K3 vs Mistral Large 2: Cost, Multilingual, and Performance Compared
Kimi K3 vs Mistral Large 2 — compare pricing, multilingual benchmarks, context length, self-hosting options, and which model to choose for your workload.
Kimi K3 vs Phi-4: Large Context vs Compact Efficiency
Kimi K3 vs Microsoft Phi-4 — compare benchmark performance, context length, pricing, self-hosting requirements, and which model to choose for your use case.
Kimi K3 vs Qwen 3: Chinese AI Frontier Models Compared
Kimi K3 vs Qwen 3 — cost per million tokens, thinking mode, context length, coding benchmarks, and which Chinese AI model fits your workflow.
Ox Alpha Benchmarks: Community Scores Decoded
Ox Alpha benchmarks: no official scores exist, community DeepSWE and Kingbench results are unverified — here's how to read them and test the model yourself.
How to Use Ox Alpha in OpenCode: Free Setup
Use Ox Alpha in OpenCode — enable free Ox Alpha Free on OpenCode Go for a week of near-unlimited agentic coding, or connect via OpenRouter (stealth/ox-alpha).
Ox Alpha on OpenRouter: Model ID, Pricing & API
Ox Alpha on OpenRouter — model ID stealth/ox-alpha, free $0/$0 preview pricing, 1M context, and curl + Python API setup for agentic coding.
Ox Alpha on Reddit: What the Community Is Saying
Ox Alpha Reddit discussion is thin but real: identity speculation, unverified benchmark scores, and free-window hype — and how to separate fact from rumor.
Ox Alpha Vs Fable 5 — Ox Alpha vs Fable 5 decision
Ox Alpha vs Fable 5 compared: pricing, 1M context, coding, agentic work, and the stealth-model risk — plus a decision framework and a free GLM 5 alternative.