The 30-second answer: Claude Opus 4.8’s standard pricing is $5 per million input tokens and $25 per million output tokens. There are three key levers for cutting cost: prompt caching for 90% savings on cache reads, the Batch API for a 50% discount on input and output, and — if you need speed — a … Read more
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
In short: Here are the five Claude Code plugin patterns — MCP servers, Skills, Subagents, Hooks, and Slash commands — organized around solo-business workflow automation. It’s an evergreen guide covering when to use each pattern, its cost, and real NABERAL operating examples, cross-verified against Anthropic’s official docs. The 30-second answer — which pattern to use … Read more
July 2026 update — This comparison was written as of May 2026. Two big changes have happened since. Anthropic released the new Claude 5 family (Fable 5), and Claude Code’s default model changed to Sonnet 5 (native 1M-token context). The criteria for choosing a framework themselves (comparing the agent loop, tool calls, and how it’s … Read more
This post is part of the Coupang Partners program, and I earn a commission from qualifying purchases. Answer Capsule: Claude Code MCP servers connect external tools and data through a standard protocol. As of May 2026, the most stable combination is seven servers: the five official references (Filesystem, Memory, Git, Fetch, Sequential Thinking) plus the … Read more