IDEAS, DECISIONS & LESSONS
Notes on AI, architecture and building useful products.
878 articles
30 Aug 2026 · 4 min read
ai-agents
Anthropic's Aug 27 research preview of MHS gives AI agents a standard interface to operate lab and manufacturing hardware. As a Tech Lead who has wired MCP servers to internal tools, here's why this is MCP's shape applied to physical devices — and what breaks when the tool call controls a centrifuge instead of a database.
Read more30 Aug 2026 · 4 min read
ai-tools
GitHub's August 28 Visual Studio update adds Low/Medium/High thinking-effort controls per model, plus a model management view with context window and cost info. A Tech Lead's take on why per-call effort tuning matters more than picking 'the best model' — and how it compares to the reasoning-effort trap we already learned the hard way with open models.
Read more30 Aug 2026 · 5 min read
ai
Z.ai's MIT-licensed GLM-5.3-Flash pairs a 320B-A18B MoE with a hybrid linear/sparse attention scheme built specifically to make million-token context usable, not just possible. A technical lead's read on IndexPool, the self-hosting math, and where it fits next to closed frontier models.
Read more30 Aug 2026 · 4 min read
agents
AWS now offers MiniMax's agent-tuned MoE models through Bedrock. A hands-on look at what agent-native training changes versus a general-purpose model, and where it fits in a tiered-routing setup.
Read more29 Aug 2026 · 3 min read
english-lesson
Daily English practice for tech professionals. Morning session covering how to catch up with coworkers about recent activities, past tense storytelling, and follow-up questions, with pronunciation guide, exercises, and real-world examples.
Read more28 Aug 2026 · 4 min read
agentic coding
Meta shipped Muse Code on Aug 5-6, 2026 — a terminal coding agent with persistent background agents and a $0.10/1M contributor tier. It loses on every benchmark it publishes. Here's why a tech lead should still care.
Read more28 Aug 2026 · 4 min read
ai
OpenAI and Broadcom taped out Jalapeño, a custom inference ASIC, in 16 months — and independent SemiAnalysis benchmarks show it beating Nvidia Blackwell on perf-per-watt. A tech lead's read on what vertical integration in AI infra means for your cost curve.
Read more28 Aug 2026 · 5 min read
ai
AWS and Unsloth just published four production deployment patterns for quantized LLMs that cut instance costs roughly 5x. I break down which pattern fits which team, with the actual configs, and the operational traps that don't show up in the benchmark numbers.
Read more28 Aug 2026 · 4 min read
career-growth
Daily English practice for tech professionals. Morning session covering how to talk about career pivots, switching tracks between individual contributor and management roles, with pronunciation guide, exercises, and real-world examples.
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