SlopCodeBench 10/2026 – Opus 5.5, Astra wins overall, xhigh considered harmful

Practical AI: Tools, Models & Frameworksbenchmark

What changed

SlopCodeBench update 10/2026 - Opus 5.5 update, Astra improves by 1.5% over gpt-5.5, xhigh considered harmful October 15, 2026 - Dex Horthy w/ contributions from Gabe Orlanski NOTE: This is Part I of our October 2026 writeup: the Q4 state of the slop. Gabe and the SlopCodeBench team will share their analysis and a more qualitative deep dive into slop patterns in Part II. For my previous writeups on SlopcodeBench, see benchmarking-opus-5-on-slop-code-bench.md and benchmarking-sol-fable-kimi-on-slop-code-bench.md.

Why it matters

A concrete addition to Practical AI: Tools, Models & Frameworks: it changes what's available to builders today rather than being general commentary.

How it compares

Related prior coverage to compare against:

  • 90% of US working hours are spent on tasks not covered well by AI benchmarks
  • Web Search API
  • Running a 28.9M parameter LLM on an $8 microcontroller

Sources