Tor Keeling

curated research for being more human and AI tools for creation and expansion

[Tor Keeling @Tormorehuman]

This time is critical for families and kids.

I raised three kids.

I was a public schoolteacher.

Schools have gone off the rails and are not serving the humanity or knowledge for kids.

I'm back to provide resources for the family and the kids in this age of AI.

[Tor Keeling @Tormorehuman]

You said yes to one volcano video.
YouTube had other plans.
I built Focus Player that lets you lock in exactly what your kids watches — no ads, no sidebar, no rabbit hole. Just the videos you choose.try it. https://t.co/4r28RbNTmV

[Tor Keeling @Tormorehuman]

Stop building harnesses. Start building fabrics. 🧵

Beyond the Harness

Instead of the traditional LLM+harness process+external+infra setup, Agent-o-rama provides an LLM client as an object inside a distributed, stateful compute fabric

solve the state nightmare in AI #aiagent

[Tor Keeling @Tormorehuman]

@TheChiefNerd Man, no surprise. I’m disappointed in you declare victory and get out. You’ve just been molded into a politician, which is not a compliment.

[Tor Keeling @Tormorehuman]

@typesfast You can’t make this stuff up it cycles more and more to the twilight zone. There are no leaders in government anymore, just clowns and buffoons and mad men who lead us into utter destruction.

[Tor Keeling @Tormorehuman]

@saylor @BorisJohnson Michael, you’re fighting emotion with logic which never works

[Tor Keeling @Tormorehuman]

@burkov business economics of the manipulations behind the scenes were none of us have transparency to see is massive. they can increase token spent and increase their profits massively by simple tweaks, and marketing schemes. I don’t trust a single one of them.

[Tor Keeling @Tormorehuman]

@SecWar Surgeons know what how to cut. Military knows what how to blow up destroy and kill.
America is being led first by military educated war fighters, and the attempt to deliver democracy with bombs will be the end of it all.

[Tor Keeling @Tormorehuman]

@burkov F chat gpt and altman. If you use their products they will suck your soul and who knows what else right out🧛‍♂️

[Tor Keeling @Tormorehuman]

We’re building agentic systems on top of Rama for exactly this reason.
Agent-o-rama is designed so agents submit inputs → topologies process them → authoritative depots stay protected.
Agents get sanitized views. Not master keys.
🔴 Red Planet Labs / Rama — tag @nathanmarz

[Tor Keeling @Tormorehuman]

An AI agent just wiped 2.5 years of student data.
Here’s the terrifying part — and why the database architecture was the real villain. 🧵

https://t.co/molLic8Vr8

[Tor Keeling @Tormorehuman]

Whiteboard DB = one bad prompt from disaster.
Rama = agents can only append facts through defined paths. Deletion is a deliberate, human-controlled act. History is protected by design.

[Tor Keeling @Tormorehuman]

They literally cannot run migrations or destroy modules. The architecture enforces it.
School records in a StudentModule? No agent gets near that depot.

[Tor Keeling @Tormorehuman]

Here’s the deeper protection layer.
Rama gives you Depot.disallow() — a flag that blocks ALL external clients from writing to a depot.
Agents using foreign depot clients? Read and append only.

[Tor Keeling @Tormorehuman]

The open AI government surveillance machine deal is just another reason and demonstration.

Why I will never touch a single product from open AI.

Trust will be the number one value going forward

No trust of them at all!

https://t.co/xS6KAwuTT0