A Home Assistant optimisation that turns a hot-water tank into the most valuable battery in the house — and, just as much, a worked example of how deliberate context management tur...
My .md-file memory system was built for code. This is the version I run for consulting work — RfPs, discoveries, research — out of one shared folder. Same hierarchical context mana...
A sharp new piece lays out the mechanisms behind context rot and gives concrete token thresholds. I've been hitting those thresholds by hand since February. Here's where the analys...
Anthropic launched Claude Fable 5 yesterday — its first Mythos-class model, priced at double Opus. The context window didn't grow. What changed is everything around it, and that's...
I've been experimenting with feeding agents larger volumes of context. The pattern is steady: the bigger I make it, the worse it looks. Meanwhile, the rest of the field is racing t...
I built an AI to watch a Common Redstart nesting in my garden. Two weeks later she left the box and never came back. The AI didn't notice — and that was the lesson.
A 21energy Ofen 2 sits in my hallway — heating the air and hashing Bitcoin. This is the Home Assistant logic that decides when, why, and at what tier.
A workflow layer for solo Claude Code that sits on top of the externalized context architecture. Four slash commands, one knowledge file, and a session protocol that keeps discipli...
Two months of running the agent-team starter prompt taught me which rules actually hold. The ones wired into tooling survived. The ones that only lived in prose were the first to e...
I've spent months building context management patterns by hand. Here's how the four major platforms are solving the same problems at the infrastructure level — and what it means fo...