GLM-5.3 benchmarks, pricing and how it compares with Flash and rivals
GLM-5.3 keeps GLM-5.2's list price and matches Kimi K3's cost per Artificial Analysis index task. DeepSeek V4 Pro costs a third as much on the same index. Existing users must update requests that disable thinking.
Opus 5.5, GPT-6 Sol, GPT-6 Luna and Grok 4.7 compared on cost
Opus 5.5's lower rates left max-effort task cost roughly level with Opus 5 in one independent test. Sol and Luna roughly halved their cost per task, while Grok 4.7 used more than twice the output tokens at unchanged rates.
What are System One models? Jev and its open-source alternatives
TypeSafe's Jev returns typed answers and probabilities instead of text. Laya, Nimble, Kev and OpenThai now offer open versions of the same idea. This guide covers how they work, their limits and test results, and when a plain classifier is the simpler option.
GLM-5.3-Flash costs up to 50x less than Opus. Your cost per finished task may not.
Given a billion tokens per vulnerability, GLM-5.3-Flash matched Claude Mythos Preview on ExploitBench at roughly 6% of the cost, while one production team found it fine for bounded work and not ready for their hardest tier.
DeepSeek V4.1 Flash is a 552B model that bills like a smaller one
DeepSeek V4.1 Flash activates 8B parameters per input token and prices cached input from $0.003 per million. On Terminal-Bench 4.0, it scores 31.2 to Opus 5.0's 51.8.
OpenAI says its AI solved Navier-Stokes. Codex users have another question
Navier-Stokes, a Millennium Prize problem in fluid dynamics, is still listed as unsolved. OpenAI denies accessing any specific user data but cannot rule out de-identified data from the researchers' Codex use improving its models.
GPT-6 Astra, OpenAI's first Critical cyber model, can stop your API job without asking
OpenAI says GPT-6 Astra can find unknown vulnerabilities and develop exploits with the right tools and access. Its API can terminate flagged agent work with a 403.
Claude Fable 5.1 makes caching cheaper and breaks three API behaviors
Cache reads now cost $0.25 per million tokens, but forced tool use and preserved thinking require code changes before some agent workloads can migrate.
The EU has designated ChatGPT a search engine because it searches the web
OpenAI reported 159.1 million monthly EU users, more than triple the DSA threshold. The designation decision explaining the classification is still unpublished.
NVIDIA's reported Hugging Face deal leaves platform governance unanswered
The reported $12.9 billion agreement remains unconfirmed. Hugging Face ran a sale process after reportedly rejecting a $500 million NVIDIA investment.