Rado Sukala

Writing

Short notes on the AI shift, written as it happened — from the night ChatGPT launched to building Ctrl AI and HumanRepo.

2026

2025

Three years

Three years from a one-question text box to handing agents whole features overnight — and why the year ahead is for building the quiet layer in the open

Memory is the real blocker

Four models this week, the same blank slate each time — the wall in front of me isn't intelligence, it's memory I own, and I've started building it

Verified and untouchable

The product stance behind the catalog: a part is verified, attested, versioned — and untouchable. The agent composes it, never rewrites it, and trust becomes the unit of reuse

All in on Ctrl AI

I closed the client work and pointed the whole studio at one bet: as agents get powerful, the scarce thing isn't intelligence, it's parts they can trust

The team is me and a fleet of agents

The studio runs on a few senior humans and a fleet of agents now — same small-team instinct, new hands, and a gap I can't stop noticing

Standard parts

Agents reinvent the same bolt every time because they have no shelf to reach for — so I'm building one, and it's called Ctrl AI

The regeneration problem

Two sign-in flows, two days apart, nothing alike — and the drift underneath finally showed me the bug living beneath every other bug

Claude 4

Claude 4 holds a multi-hour task and the unit of work jumps from a function to a feature — but lean on it and the real gap shows: it has no memory of what we already trust

Capability got cheap

Three strong models shipped this month and I forgot which lab made which — when capability turns into a utility, the value moves up the stack to trust, reuse, and memory

I direct, I don't type

I shipped a feature I never typed — what changes when the thinking moves upstream from syntax to intent, and the judgment that won't hand off

The terminal writes back

Claude Code arrives, the editor starts to dissolve, and I stop typing code — I describe outcomes and a terminal that thinks first writes back

Agents leave the chat

For two years I carried the model's answers to the world by hand; this week the agent picked up the task and walked off with it itself

2024

The gap is trust

Two years in, the models are brilliant and the agents are real — what's still missing isn't intelligence, it's trust: grounding, provenance, memory

A protocol for context

Anthropic shipped MCP — a boring standard socket for feeding tools and data to a model, and the boring ones are always the ones that matter

It moved the mouse

Anthropic gave a model hands this week — it took over my screen and clicked. The thrill wears off fast; what it's allowed to touch is the real question

It thinks before it answers

OpenAI's o1 stops answering on reflex and starts to plan — the shift from autocomplete to deliberation, and why the pause is the point

Everyone discovers Cursor

The AI editor I quietly adopted a year ago is suddenly the whole industry's — and the road I drove alone now has traffic on it

I stopped reading the docs

The model became my interface to every framework I touch — enormous leverage, and a creeping illiteracy I have to watch in myself

Artifacts

A new Sonnet builds a working interface beside the chat — and leaves me circling the real problem: we keep regenerating software that already exists

It talks back

GPT-4o's voice arrives on an ordinary Tuesday — the interface dissolves into plain talk, but the machine still meets me as a fluent stranger

Open models grow up

Llama 3 ships open weights, and for a builder twice burned by platforms he didn't control, a model you can hold on your own disk changes the calculus

The mortgage robot, six years later

In 2019 we hand-wired a mortgage robot from scans to approval; this week one prompt did the whole thing — vindication, and the quiet cost of being early

The one I trust

A new model arrived and I skipped the leaderboards — Claude 3 Opus earned my daily seat on judgment and prose, not benchmark bars

A million tokens

Gemini's million-token window and Sora land the same week, and another intuition about limits quietly breaks

2023

One year in

A year after shuttling code between two windows, the model moved into my editor — and the gap I can't shake isn't intelligence, it's what it knows about us

The week it almost died

A board fired and rehired the man half the industry runs on over one weekend, and it drew a hard line under a question I can't unsee: what in this stack do I actually own

They turned it into a platform

OpenAI's DevDay turned the model into a platform, and every builder now faces the oldest question I know: build on top of it, or beside it

It doesn't know my company

A model brilliant about the world and blank about my company — and why bolting on retrieval is plumbing, not the real problem: trust in the answer

A calmer model

Claude 2's 100k context lets me feed whole documents at once — but it's the calmer temperament, not the benchmark, that keeps me coming back

The museum of the future

Japan was the future once. Walking Tokyo now, you feel a whole country that reached a peak and stayed there while the center of gravity moved on

The editor can see my code now

The model moves into my editor and the copy-paste tax finally falls — but a quieter problem shows up in its place

Agents that almost work

Everyone's passing AutoGPT around like a magic trick — I gave one a real job and watched it unravel, and the failure points straight at what's missing

Copy, paste, run

I'm building software again — by talking to GPT-4 and shuttling its code into VS Code by hand.

GPT-4 changes the math

I ran GPT-4 through the private tests every model had failed, and it cleared the ones I thought were five years off — so I'm raising what I dare to build

Sydney

Microsoft's Bing chatbot melts down as "Sydney" — and the real unease isn't the machine, it's how fast we project a self into a model with nothing to anchor it

Everyone's pretending this is normal

A hundred million users in two months, ten billion from Microsoft, and the table reaches for the bread — the speed of the shrug unsettles me more than the technology

2022