Getting AI to work in complex codebases(github.com)
442 points by dhorthy | 368 comments
A GitHub markdown document from HumanLayer describing advanced context engineering techniques for getting AI coding agents to work in complex codebases.
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Benchmarking Opus 5 on SlopCodeBench(github.com)
367 points by dhorthy | 100 comments
A markdown report in HumanLayer's GitHub repo benchmarking Anthropic's Claude Opus 5 model on the SlopCodeBench coding benchmark.
SlopCodeBench 10/2026 – Opus 5.5, Astra wins overall, xhigh considered harmful(github.com)
286 points by dhorthy | 112 comments
A GitHub markdown writeup from HumanLayer reporting October 2026 SlopCodeBench results for coding models including Opus 5.5, Astra, and gpt-5.5.
Woxi: Wolfram Mathematica Reimplementation in Rust(github.com)
318 points by adamnemecek | 128 comments
GitHub repository for Woxi, an open-source reimplementation of the Wolfram Language / Mathematica written in Rust, licensed AGPL-3.0.
Why is IPv6 so complicated?(github.com)
58 points by signa11 | 90 comments
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Personal software factories are a waste of time(peterp.me)
63 points by thegreatpeter | 64 comments
A blog post arguing software engineers should not spend time building personal AI-driven software factories and should instead build actual products.
Nobody knows how to build with AI yet(worksonmymachine.substack.com)
475 points by Stwerner | 368 comments
Scott Werner's Substack essay arguing nobody yet knows how to build software with AI, drawing on building Protocollie in four days without touching the code.
Software engineering may no longer be a lifetime career(seangoedecke.com)
380 points by movis | 624 comments
Sean Goedecke's blog post arguing that because AI use reduces learning on the job, software engineering may no longer be a lifelong career.
Software engineers hate code(dancowell.com)
323 points by dfcowell | 185 comments
A blog post by Dan Cowell arguing that software engineers dislike code and prefer writing less of it.
AI demands more engineering discipline. Not less(charitydotwtf.substack.com)
321 points by BerislavLopac | 157 comments
Charity Majors' Substack essay arguing that AI-assisted development requires more engineering discipline, comparing it to the shift from pet servers to immutable infrastructure.
What AI-Native Looks Like(fagnerbrack.com)
14 points by fagnerbrack | 7 comments
A blog post by Fagner Brack on Medium describing what an AI-native approach to software development with stable infrastructure looks like.