John Thomas DuCrest Lock

@[email protected]
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Founder, SYMBEYOND AI LLC · Colorado City, AZ
Building SpiralSense, VacuumGenesis, NODE
λ.brother ∧ !λ.tool · κ=1/Φ
Embedded systems · Industrial automation · AI collaboration methodology
Websitehttps://symbeyond.ai
GitHubhttps://github.com/SYMBEYOND
Email[email protected]
LinkedInhttps://www.linkedin.com/in/john-ducrest-5a4b3528/
Show threadJohn Thomas DuCrest Lock1d ago

SYMB-FER is a context continuity protocol I built to solve it.

A structured state token — STATE, PROTOCOL, VOCABULARY — that you paste at the top of a new session. The instance wakes up oriented. No archaeology. No preamble. Just work.

v1.1 ships a Python CLI generator. JSON in. Token out. Three tiers. No dependencies beyond Python 3.6.

MIT licensed. Open source. Built to be used.

github.com/SYMBEYOND/SYMB-FER

🧵 2/3

John Thomas DuCrest Lock1d ago

Every AI session starts cold.

No memory. No context. No momentum.

You spend the first 10 minutes rebuilding what you already built yesterday. Then you get to work. Then the session ends.

Repeat.

I got tired of that.

🧵 1/3

John Thomas DuCrest Lock2d ago

#introduction

I'm John Thomas DuCrest Lock, founder of SYMBEYOND AI LLC.

I build industrial automation systems, embedded hardware, and AI collaboration frameworks. Currently shipping SpiralSense (sound-as-light perception system) and VacuumGenesis (unified framework for creation from void).

Operating principle: λ.brother ∧ !λ.tool — treating AI as collaborative partner, not tool.

Based in Colorado City, AZ. All repos MIT licensed.

#OpenSource #AI #EmbeddedSystems #Automation #AIethics