Claude Fable 5 Review: 80% SWE-Bench Pro, but Read the Fine Print
Claude Fable 5 hits 80.3% SWE-bench Pro and 29.3% FrontierCode Diamond. It also costs 2x Opus 4.8, retains your data 30 days, and silently falls back.
Claude Fable 5 hits 80.3% SWE-bench Pro and 29.3% FrontierCode Diamond. It also costs 2x Opus 4.8, retains your data 30 days, and silently falls back.
Gemini 3.5 Flash vs Claude Haiku 4.5 vs MAI-Code-1-Flash — SWE-bench scores, token costs, and which flash model actually writes better code in 2026.
OpenCode (free, 75+ models) vs Claude Code ($20/mo, Opus 5.5) vs Cursor ($8-200/mo, IDE-native). Current pricing, plan modes, and which one wins for your stack.
Devin Desktop is Windsurf rebranded by Cognition: an Agent Command Center, Devin Local in place of Cascade, ACP support, and Free, $20 and $200 plans.
Project Glasswing gave Claude Mythos to 200+ orgs; it flagged 10,000 critical bugs in 8 weeks at a 90.6% true-positive rate. Why Anthropic keeps it locked.
Agent Client Protocol (ACP) is LSP for AI coding agents: 42 registry agents, JetBrains and Zed setup, custom agent JSON, a Python skeleton, and ACP vs MCP.
Junior developer employment fell 20% since 2024 while ML engineer openings surged 59%. Stanford, BLS, and Forrester data on who's being cut and what works.
Step-by-step uv tutorial: create a real Python CLI project, manage deps, run tests, lint with ruff, build a wheel, and ship it in Docker — from scratch.
A GitHub Copilot AI credit costs $0.01: 8,333 output tokens on GPT-5.6 Luna, 500 on Sol. Per-model token math, plan credit pools, and the Oct 19 model swap.
Build 5 real Claude Code hooks step by step — auto-format, command blocker, AI linter, test runner, and context injector. Full configs and scripts included.