Sakana Fugu Max vs Fugu Ultra v2: Benchmarks, Pricing and Multi-Agent AI Explained
Sakana AI’s new Fugu Max and Fugu Ultra v2 use multi-agent orchestration instead of relying on one LLM. Here is what the benchmarks, pricing and architecture mean in practice.
Cognition SWE-2: Benchmarks, Cost, Kimi K3 Base and Devin Availability
Cognition SWE-2 is one of the more interesting coding-model launches this month, but not because it wins every benchmark. The bigger story is that Cognition is trying to make agentic coding cheaper by teaching a model to care about cost during…
ChatGPT Images 2.5: Flare vs Sunburst, New Features, API and What Changed
ChatGPT Images 2.5 adds faster generation, stronger editing, Sketch and two new API models. Here is what changed and when to use Flare vs Sunburst.
GPT-Live-1 API: Pricing, Full-Duplex Voice, Benchmarks and What Developers Need to Know
OpenAI's GPT-Live-1 API brings full-duplex voice agents to developers at $0.05 per minute. Here is what the pricing, benchmarks, architecture, delegation model and early customer data mean in practice.
DeepSeek V4.1 Flash: Price, Benchmarks, API and V4 Pro Changes
DeepSeek V4.1 Flash is live. See its new API pricing, architecture, benchmarks, V4 Pro routing changes, migration checklist, and what developers should test.
GPT-6 Astra vs Claude Fable 5.1: Benchmarks vs Real Users
Which is the best AI model for coding and agentic work? Compare GPT-6 Astra and Claude Fable 5.1 using official benchmarks, independent testing, Reddit, X, GitHub and API pricing.
Tencent’s Hy4 Just Threw a Wrench in the Open-Source AI License War
Tencent Hy4 preview arrives under Apache 2.0 as Z.ai's GLM-5.3 adopts a custom $10B Model as a Service clause. Here is what the licensing split means for open-weight AI builders.
Why Do AI Models Get Worse Over Time? 7 Causes and a Practical Fix Guide
Why do AI models get worse over time? Learn how data drift, model updates, long context, RAG failures and model collapse affect AI, plus a practical step-by-step framework to diagnose and fix performance loss.
GLM 5.3 Flash Review: Benchmarks, Pricing and GPT 5.6 Comparison
GLM 5.3 Flash reviewed for pricing, benchmarks, open weights, OpenRouter value and its practical trade-offs against GPT 5.6.