The 30-second answer: Claude Opus 4.8 is at the front of the pack on coding, agentic, and real-world automation benchmarks. It scores 88.6% on SWE-bench Verified and 69.2% on the hardest tier, SWE-bench Pro — 10.6 points ahead of GPT-5.5. There is a trade-off, though: on single-task terminal work (Terminal-bench) and pure scientific reasoning (GPQA), … Read more
The 30-second answer: Claude Opus 4.8 is Anthropic’s new Opus model, released on May 28, 2026. The key changes versus 4.7 are a roughly one-quarter reduction in the rate of letting code defects through, an honesty improvement that avoids unsupported claims, and the addition of a fast mode that’s about 2.5x faster and 3x cheaper. … Read more
The 30-second answer: Claude Opus 4.8 is Anthropic’s latest Opus-generation model, and it supports a 1M (one-million) token context window. For a solo developer, the biggest change is being able to load many files from a codebase and long documents at once and work without losing the thread. The official input price is $5 per … Read more
The GPU Shortage and the Arrival of Korean NPUs As of 2026, the biggest bottleneck when using AI services is the shortage of GPU supply and the cost that comes with it. AI-dedicated GPUs like NVIDIA’s H100 and B200 are hard to get hold of on the market, and because a single card can command … Read more