Claude Opus 4.6 vs GPT-5 on Multi-Step Reasoning: Where Each One Starts to FailBoth models handle simple reasoning well. The gap opens when tasks have multiple dependent steps — and the failure type is different for each one. Key Takeaways Neither model dominates multi-step reMar 25, 2026·8 min read
LLMs Fail Less Randomly Than You Think. The Pattern Is the ProblemWe treat Large Language Models (LLMs) like chaos engines. When an LLM hallucinates a library that doesn't exist, or confidently explains a security vulnerability that isn't there, we shrug. "It's just the temperature," we say. "It's the stochastic na...Jan 9, 2026·4 min read
Designing AI-Assisted Systems Without Creating Fragile DependenciesWe are currently witnessing a massive architectural regression in software engineering. For the last twenty years, we spent our careers trying to make systems deterministic. We built unit tests, type safety, and immutable infrastructure to ensure tha...Jan 8, 2026·6 min read
How I Built a Reproducible AI Testing Environment for My ProjectsIn the world of software development, we are used to deterministic systems. If you write 2 + 2, the code should always result in 4. However, when you start building with top ai models, that predictability vanishes. AI is probabilistic—it's more like ...Jan 7, 2026·4 min read
Inside the Black Box: How Language Models Interpret Developer PromptsYou’ve been asking the wrong question. Every time I open a new thread on Twitter or browse the r/programming subreddit, I see the same debate playing out. Developers are arguing over syntax. They are trading prompt libraries like they used to trade P...Jan 6, 2026·6 min read
How AI Models Decide What to Say NextYou think you're using AI. You're not. You're typing prompts into a black box and hoping it reads your mind. You have no idea why Claude gives you one answer, GPT gives you another, and Gemini spits out something completely different for the exact sa...Jan 2, 2026·6 min read
How Request Pipelines Change the Behavior of AI SystemsWhen developers talk about AI behavior, the discussion almost always starts with the model. Which model.What size.What benchmark score. But once AI systems move into production, models stop being the main variable. The request pipeline becomes the re...Jan 1, 2026·5 min read
