IDEAS, DECISIONS & LESSONS
Notes on AI, architecture and building useful products.
279 articles
24 Mar 2026 · 6 min read
ai
Gartner says 40% of enterprise apps will embed AI agents this year. But 40% of agentic projects will be scrapped by 2027. Here's what separates the teams that ship production agents from those that get stuck in pilots forever.
Read more24 Mar 2026 · 6 min read
ai
Mistral's Devstral 2 scores 72.2% on SWE-bench, ships under MIT license, and costs up to 7x less than Claude Sonnet. Here's how it works, when to use it, and whether open-source agentic coding is finally production-ready.
Read more23 Mar 2026 · 6 min read
agents
GPT-5.4 scored 75% on OSWorld-Verified, surpassing human baseline of 72.4%. Here's what this means for developers building agentic systems in 2026, with real API examples and architectural patterns.
Read more23 Mar 2026 · 7 min read
agents
Anthropic's Agent Teams feature in Claude Opus 4.6 lets multiple Claude Code instances work in parallel on the same codebase. Here's the architectural model, real-world performance data, and what actually changes for teams building production software.
Read more22 Mar 2026 · 7 min read
ai
GPT-5.4, Gemini 3.1 Pro, and Claude 4.6 are now neck-and-neck on benchmarks. When the models are equal, everything else becomes the differentiator. Here's how to choose.
Read more22 Mar 2026 · 7 min read
ai
Anthropic refused DoD's mass surveillance deal. OpenAI signed it and lost millions of users overnight. This is not an abstract ethics debate — it's a supply chain risk that every technical lead building on AI APIs needs to understand now.
Read more22 Mar 2026 · 13 min read
ai
How AI is reshaping software architecture from the inside — ML-powered pattern selection, LLM orchestration, AI gateways, event-driven agents, and a full team implementation roadmap with diagrams and production-ready code.
Read more21 Mar 2026 · 16 min read
ai
Product owners think in outcomes. Developers think in systems. AI can bridge that gap — with the right documents, workflows, and prompts. Here's exactly how.
Read more20 Mar 2026 · 16 min read
ai
Part 13 of 13 — Code generation gets all the hype, but AI's biggest impact might be in the 80% of development that isn't writing code: requirements, docs, architecture decisions, and communication.
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