PersonalJarvis

very cool website

If you want to watch demos, go to my YouTube channel. I don't make any money from this. This is completely free and open source. https://www.youtube.com/@PersonalJarvis

Hello, I'm Ruben. My vision was with personal Jarvis to build an AI voice agent, which drives coding agents, runs shell commands, operates your computer, connects anything that speaks MCP, dictates into any app, and remembers everything, and it can run fully on your own hardware. This project is built in Python

Two questions about the fork boundary. The snapshot is taken once when the process calls listen, so every later instance is a clone of the same frozen memory image, and anything seeded during init is identical across every clone in every region. That is exactly what the Linux vmgenid driver exists for, and it is why Lambda SnapStart had to ship explicit reseeding guidance. I could not find entropy, RNG or reseed anywhere in the runtime, performance or security docs, so is there a post-restore reseed hook, and does it fire before the first accept?

The other one is syzy. CRDT.md says eviction is operator-driven, that PRUNING.md is a design-stage contract and not yet code, and that a replica lagging beyond the hold window may transiently observe the departing duplicate, while the product headline offers scale to zero when idle, which mints offline replicas continuously. Who calls syzy_evict in the managed product?

Why can you actually still use Fable 5 when Opus 5 is half the cost and as good as Fable?