GLM-5.1 (выпущена в апреле 2026 года), специально разработанная для долгосрочных автономных задач. В отличие от традиционных моделей, оптимизированных для коротких взаимодействий, GLM-5.1 превосходно поддерживает согласованность с целями, снижает дрейф стратегии и обеспечивает результаты промышленного уровня на протяжении длительных периодов — до 8 часов непрерывной автономной работы над одной сложной задачей. Это значительный шаг вперёд в области агентной инженерии, смещающий фокус оценки с одношагового интеллекта на устойчивое выполнение в реальных условиях. Контекст:200k
Ввод:$0.96/M
Вывод:$3.264/M
<think>**Clarifying user's intent**
The user just provided information about GLM-5, Z.ai’s open-source model for complex systems and long-horizon workflows. I wonder what their intent is here. They might want me to summarize, proofread, or ask how to proceed. Maybe they're looking for technical analysis or marketing copy. Since the context indicates I'm Codex, a coding agent, but there's no code request, I think I should ask a clarifying question to better understand what they need.**Proposing options for response**
I’m thinking about how to stay within the guideline to "Ask only when needed." I could suggest a few options like polishing the text, summarizing, creating release notes, comparing to GPT-4, or drafting a README. I want to present 3-6 numbered options for quick responses. Of course, I should ensure not to overwhelm the user, so I’ll keep it concise with 4-6 choices. Maybe I can proactively suggest tightening the text first and then ask if they want more options.**Providing options for user**
I can respond by giving a concise improved version and asking how the user wants to use it. I want to provide a "tightened copy" and "technical spec bullets" while keeping it brief. To follow the guidelines, I’ll include an optional header like "Options" or "Refined Copy." I’ll outline some suggestions such as a short tightened version, a catchy tagline, and key bullet points about features like agentic planning and autonomous execution. I haven't rewritten anything yet since the user didn't directly ask for that.**Crafting concise copy**
I realize I can't claim anything unknown, but I can speak generally and must avoid hallucinations. I'll provide disclaimers where necessary. I’m contemplating a release announcement blog skeleton and a benchmarks section template. For now, I can create a crisp "tightened copy." It’s important to remember to "Ask only when needed." I’ll produce a polished two-sentence version and a catchy tagline. Then I’ll ask if the user would like adaptations for different formats like a landing page or README. I’ll provide enumerated options too.**Crafting concise marketing copy**
I’m working on a tightened version of the GLM-5 description, which is Z.ai's open-source foundation model for complex systems and long-horizon workflows. It’s built for expert developers and provides production-grade performance with features like agentic planning and self-correction. I’ll use hyphens and ensure everything is in ASCII, avoiding any fancy punctuation. Once I create the tightened copy, I’ll follow up with a question about what the user would like next, offering options like a landing page or README intro, keeping it concise with 4-6 items.</think>
Here’s a tightened version plus a one‑liner. If you want a different tone, tell me the audience and length.
Refined copy:
GLM-5 is Z.ai's flagship open-source foundation model for complex systems design and long-horizon agent workflows. Built for expert developers, it delivers production-grade performance on large-scale programming tasks with advanced agentic planning, deep backend reasoning, and iterative self-correction—moving beyond code generation to full-system construction and autonomous execution.
One-liner:
Open-source foundation model for building complex systems and long-horizon agent workflows, from planning to autonomous execution.
What should I produce next?
1) Landing page hero + 5 key bullets
2) README intro section
3) Release blog outline
4) Competitive positioning bullets
5) 100–150 word press/email blurb Контекст:200,000
Ввод:$0.96/M
Вывод:$3.84/M
Контекст:200K
Ввод:$0.96/M
Вывод:$3.84/M
Высокопроизводительная модель с мощным инференсом и сверхбыстрым откликом, оптимизированная для сценариев, требующих ультрабыстрой скорости инференса и мощных логических возможностей, обеспечивающая отклик на уровне миллисекунд. Ввод:$0.16/M
Вывод:$0.64/M
Лёгкая высокопроизводительная модель со сверхбыстрым откликом, идеально сочетающая ценовые преимущества Air и скоростные преимущества X, идеальный выбор для достижения баланса производительности и эффективности. Ввод:$0.16/M
Вывод:$1.0672/M
Ввод:$0.96/M
Вывод:$3.84/M
