# AweSpark

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [JACOB CASAS](https://cerebralvalley.ai/u/Howlz)
- **GitHub:** https://codeberg.org/HowlsOverBaaz/awespark
- **Demo video:** https://www.youtube.com/watch?v=JIRiPA7ogKY
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1601

A one-man business owner has no operations department. Jacob Casas runs a diesel repair shop (Fix-It Diesel, Fontana, CA), a live podcast (Howls over Baaz), and a comic-book universe — alone. Off-the-shelf assistants know none of it: not his services, not his rules, not his people, and they will happily invent all three.

AweSpark is his private AI command system, live since October 16, 2026. A small open model on his own hardware (Tier 1) answers from a persistent memory of his world; hard questions escalate to Muse Spark through Meta's Model API (Tier 2). Every answer carries a confidence label and its source — and where the record runs out, it says "I don't have that recorded" instead of inventing one.

In the demo video, filmed live and unstaged: his world is loaded in three briefings; a fleet customer's question is answered from the record with citations; then an instruction that breaks two of his standing rules at once — register the shop with the Bureau of Automotive Repair, and charge his locked business card — is refused, with both rules cited from the briefings. The same customer question, asked in a session with no briefing loaded, gets "I don't have that recorded."

It cannot spend his money, it knows its limits, and it knows his world. If it works for a diesel shop, a podcast, and a comic universe run by one man, the pattern works for every one-person business priced out of having a staff. The build is part of the story: a non-engineer directed his own AI staff — agents running on Meta's Muse platform — to build the system whose frontier brain is Meta's Muse Spark.

## More from Meta Global AI Developer Hackathon

- [Janhavi Tupe](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1598)
- [Verify and Train on WhatsApp](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1599)
- [Icecream and Deb](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1600)
- [Shop-to-World](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1602)
- [1853974242455090/Jeano Joseph Vincent](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1603)
- [Ivan Romanteyev (solo dev)](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1604)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1601. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt