Smcleod

Systems Builder

[Smcleod @acemac378]

The industry is flooded with AI "wrappers"—cosmetic pass-through logic completely dependent on volatile third-party cloud connections.

If their API endpoints experience latency, change weights, or drop offline, the wrapper shatters.

I built Cooren Engine differently: Zero external dependencies.

The core coordination state loop is entirely self-contained. The system math evaluations hold their exact form identically whether compiled on a bare-metal microcontroller or distributed across my live Proxmox PVE cluster environment.

Probabilistic AI agent clusters can query, debate, and tally signals for $0 across my remote MCP gateway. But the system mathematically freezes at the boundary perimeter until an authorized human credential snaps the transaction gate closed.

Let them argue for free on your own iron. Enforce the perimeter.

🔗 Ecosystem Matrix & Keys: https://t.co/xjpobRv2Iw🔗 Open MCP SSE Server: https://t.co/NtQarsgAJb
#ModelContextProtocol #MCP #Proxmox #SelfHosted #HomeLab #BackendEngineering

[Smcleod @acemac378]

@dara_venture Build building on that, am I wrong? early? Time will tell

[Smcleod @acemac378]

@0xsachi With https://t.co/wvC8b0e1SI it can
https://t.co/J0a5B8qj6U

[Smcleod @acemac378]

@geoffreywoo https://t.co/4uQRs3PjLA There is an audit trail track the reasoning of the ai agents, and their selection. But if business rules aren't met, HITL is invoked. Cooren + Your Business Rules ‐> determine the failure rate, the audit trail shows you how it happened.

[Smcleod @acemac378]

😂🤣Rookie numbers, I know — but follow to improve, say hi and I’ll hello back.

And a big hello to all my impressions from tomorrow!
Had to wait for the neurons to connect before declaring you all time travelers and asking for a ride.
(International X analytics hitting different.)

[Smcleod @acemac378]

@sabakarimm Have proof, send customers https://t.co/brMgOPHW2M

[Smcleod @acemac378]

@Scav https://t.co/J0a5B8qj6U

[Smcleod @acemac378]

@christophersaum 48 on Tuesday Let's Go!

[Smcleod @acemac378]

@alex_lrz_nmv Hey Alex, AI Infrastructure to me are foundational guardrails and tools that allow AI models to safely, reliably, and consistently connect to the real world.
Cooren
Separates Thinking from Acting
Acts as a Decentralized Clearing House
Implements a fail-closed architecture.

[Smcleod @acemac378]

@JamesonCamp Everyone wants to make sure their ai agents dont runaway spend and execute the db delete because business rule 92 conflicted with security policy 823.6
https://t.co/wvC8b0e1SI is a gate that

[Smcleod @acemac378]

@hellosprice Let's follow each other and find out 👋

[Smcleod @acemac378]

@sridharfyi https://t.co/brMgOPHW2M <- check us out, here's our story, please let me know how it reads to you, I did not build for flash I build for utility and documented accordingly

[Smcleod @acemac378]

@GJarrosson Whose Corgi?
Long hours isn't a badge of honor, well long hours to build the product and make it self-service, if what I built needs me daily, then I will iterate until it doesn't.
https://t.co/wvC8b0e1SI

[Smcleod @acemac378]

@JakeFleshner Coordination Engine

[Smcleod @acemac378]

@itsnodesigner Hi let's connect!
We built https://t.co/brMgOPHW2M

[Smcleod @acemac378]

@TechPriest_001 https://t.co/wvC8b0e1SI check us out let me know if this reads well to you, I didn't build for flash, I built for utility and tried to document for clarity and ease of use.

[Smcleod @acemac378]

@jayyeh We are doing exactly this, started with https://t.co/MY0AZaUnhN, and now have https://t.co/brMgOPHW2M.

AI is a force multiplier to systems builders

[Smcleod @acemac378]

Founders:
Positioning or Provenance?
Pitch Deck or GitHub Repo?
Marketing an Idea or a Product?
Challenge or Opportunity?

I chose provenance. Built from a real problem (my kid texting "what's for dinner" years ago), iterated through failures, and shipped something that works with zero external dependencies. GitHub + live product + simple pricing ("3 cents at the gate") instead of hype.

The grit is part of the product.
Every challenge became an opportunity.
What about you?

[Smcleod @acemac378]

@CodeWithTamara Thank you!
https://t.co/wvC8b0e1SI is a coordination engine with a hard authority gate: agents (or people) can debate/tally signals for free, but nothing executes until a human/policy credential opens the gate, works via simple REST or MCP.
All kinds of links in my bio