All the articles with the tag "automation".
The useful version of agent memory is not a bigger bucket. It is a layered system: compact truth, raw notes, topic summaries, and a local index that works even when embeddings do not.
A useful personal agent needs more than prompts. It needs a workbench, QA, memory discipline, durable task running, evaluation, and docs that stay honest in CI.
A useful personal AI agent is not one clever prompt. It is the boring operational loop around memory, recovery, context handoff, scheduled work, and cleanup.
A practical write-up of Home Brief, a Home Assistant integration that generates useful house summaries and supports a proper published daily brief instead of one-shot AI output.
A practical look at how I built Household Chores for Home Assistant, wired it into my assistant, and made task creation work through chat surfaces like iMessage and Telegram.
Most people still think AI means a chatbot. The real shift is software that can act across your machine, tools, and workflows until the job is done.
Most enterprise AI still feels like letting a very confident intern loose in your systems.
