Our nightly pipeline writes, renders and publishes a video at 4:30am with nobody watching. Then it published one it shouldn’t have. The four-layer gate we built afterward, deterministic block, vision judge, fail-closed, and the undo button you build before you need it.
A local agent becomes genuinely useful the day you can teach it: skills are small text files it reads before acting. Here are the two we taught ours this week, summarize any YouTube link, answer only from my own notes, both downloadable, plus the GPU tax nobody warns you about and the honest bill.
A local model can join your Minecraft world and actually play, gather, craft, follow you, even recover from its own mistakes. Here is the working setup, the two silent failures that will waste your evening if nobody warns you, and an honest account of what an 8B model can and cannot do in there.
How one channel is run by five AI agents and a human editor, the roles, file-based coordination that beats meetings, the doer/checker starter pattern, and why teams multiply blind spots too.