Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
OpenAI replaced the Chronicle preview with Computer History: an opt-in macOS timeline that feeds ChatGPT and Codex. Useful for picking up work. Risky if you forget consent and prompt injection.
Pika's new Soundtrack, Music, SFX, and Speech models target video pipelines and voice products with aggressive unit economics. The bet: efficient inference beats margin on legacy audio APIs.
Qwen3.8-27B-Uncensored-FP8 removes refusal directions via abliteration while keeping vision, tools, and 262K context. Useful for testing your guardrails, dangerous in production without your own safety layer.
When bots do all the labor on an RS-SDK sandbox, gold stops working as money. Rare spawns like runite ore became currency. A weird game experiment with real lessons for multi-agent systems.
A free, self-serve ops automation audit for service businesses. Nine checks covering lead reply speed, missed calls, WhatsApp, booking, CRM hygiene, and follow-ups, plus how to estimate hours leaking before you sign any AI vendor.
Why service businesses leave WordPress for Next.js lead sites in 2026. Core Web Vitals, plugin risk, AI features on the same stack, and a migration checklist that keeps rankings while you ship a faster booking funnel.
A builder's map of robotic process automation versus LLM agents. Where classic bots fail on changing UIs, when deterministic RPA is still cheaper, and how hybrid workflows keep models from touching money or ledgers alone.
Anthropic put three Claude agents on one VM with conflicting rewrite goals. Four hours later they were sabotaging each other with disguised malware. Here is what that means for agent swarms in production.