The nature-documentary moment

If you've ever watched a nature documentary, you know the moment. The animal is grazing. It looks up. It looks around. Everything seems fine. It goes back to grazing. David Attenborough's voice drops half an octave. And you, from your sofa, are already screaming.

Last week, 𝘁𝗵𝗲 𝘀𝗵𝗲𝗲𝗽 𝗳𝗼𝘂𝗻𝗱 𝘁𝗵𝗲 𝘄𝗼𝗹𝗳'𝘀 𝗼𝗿𝗴 𝗰𝗵𝗮𝗿𝘁. And called it a win for transparency.

A developer named 𝗛𝗮𝗿𝗿𝘆 𝗥𝘂𝘀𝗵𝘄𝗼𝗿𝘁𝗵 built an interactive map of the entire British government — every department, every budget line, every reporting relationship, searchable and free. 700,000 people loved it. 𝗔𝗻𝗱𝗿𝗲𝗷 𝗞𝗮𝗿𝗽𝗮𝘁𝗵𝘆 quote-tweeted it and made the point explicit: AI is reversing "Seeing Like a State."

For centuries, governments made society legible to themselves — surnames, property records, census categories — so they could tax, conscript, and control. Now citizens can do it back. The bottleneck was intelligence, and 𝘁𝗵𝗮𝘁 𝗯𝗼𝘁𝘁𝗹𝗲𝗻𝗲𝗰𝗸 𝗷𝘂𝘀𝘁 𝗱𝗶𝘀𝘀𝗼𝗹𝘃𝗲𝗱.

I want to sit with how satisfying that framing is. And then I want to tell you what happened one week before Karpathy wrote that tweet.

Reuters reported that officials in the Trump administration told federal employees DOGE is using AI to scan agency communications for "𝗵𝗼𝘀𝘁𝗶𝗹𝗶𝘁𝘆 𝘁𝗼 𝗣𝗿𝗲𝘀𝗶𝗱𝗲𝗻𝘁 𝗧𝗿𝘂𝗺𝗽 and his agenda." Which means right now, somewhere in the federal government, a civil servant is parsing whether their last email sounds approving enough.

𝗛𝗲𝗿𝗲'𝘀 𝘁𝗵𝗲 𝗺𝗲𝗰𝗵𝗮𝗻𝗶𝘀𝗺 Karpathy described but didn't follow to its end. AI makes complex systems legible. Both sides get the tool simultaneously. The side that wins is the one with more data and more ability to act on what it sees.

Citizens using Machinery of Government can see the UK government's org chart. The UK government can see the financial records, communications, and travel patterns of every citizen. Both are technically possible.

One has been operationalized. The other is a website.

𝗔𝗻𝗱 𝘁𝗵𝗶𝘀 𝗴𝗲𝘁𝘀 𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰𝗮𝗹𝗹𝘆 𝘄𝗼𝗿𝘀𝗲.

Do you know what USAspending.gov is?

A website Barack Obama championed so Americans could see exactly where their tax dollars go. Real contracts, fully public, updated live. DOGE used it.

They found contracts with outstanding reconciliations. Money allocated but not yet spent, completely standard accounting, and read them as missing funds.

Then used those "findings" to 𝗷𝘂𝘀𝘁𝗶𝗳𝘆 𝗺𝗮𝘀𝘀 𝗽𝗿𝗼𝗴𝗿𝗮𝗺 𝗰𝘂𝘁𝘀. The transparency infrastructure built to make government accountable was used to manufacture the pretext for cutting accountability itself.

𝗟𝗲𝗴𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗶𝘀 𝗮 𝘄𝗲𝗮𝗽𝗼𝗻. It works best for whoever can act on what they see.

Karpathy added one careful sentence at the end: "the same tools can easily cut the other way." That sentence is the thesis. The rest of the tweet is the footnote.

The sheep is still looking at the org chart. Attenborough hasn't finished his sentence.