Meet the General.

2:32  ·  every spoken line is also on the screen, so it reads with the sound off  ·  download  ·  captions

What a General is

Jesse Witkowski runs DFX Intelligence. The thing in the film is called the General, and this is the paragraph a film has no good place to put.

Ordinary AI is a question and an answer. A General takes an outcome and does the work underneath it: the research, the decisions, the writing, the sending, the phone calls and the follow-up, until the thing is finished or until a person is genuinely needed. It runs as departments rather than as one worker, all reading from a single memory of the business, and it works inside the tools that business already pays for: the inbox, the CRM, the calendar, a real browser, a real phone number. There is no workflow to draw and nothing for anyone to be trained on. You state the outcome in a sentence. It staffs the rest.

And it stops. Nothing in it has standing permission to act: every message and every commitment waits on a human yes, and what that human approved, rejected and edited is kept per workspace and per class of action. 117 businesses were running on one on the day this was made.

What it is actually for, in your own words

Three things you have said, and the part of each one this is pointed at.

• “Toil is work with unnecessary overhead to accomplish a task.” Most software removes the overhead inside a task and leaves every bit of overhead around it: the briefing, the chasing, the retyping between two systems, the holding in your head of who is waiting on what. That surround is the whole of the job here. It is the difference between a tool you have to operate and an operator you brief. The Founders’ Journey S2E4, 48:11
• “You need people in the middle who can repeat the same message.” That middle is the most expensive thing a growing company buys and the first thing that degrades, because every layer is a copy of the message with loss. A General is one memory of the business with many workers reading from it, so the message does not get quieter the further it travels from the person who said it. The Founders’ Journey S2E4, 32:37
• “Velocity is going fast in the same direction.” Speed without the second half of that sentence is the failure mode of every agent demonstration. The approval gate is the direction: 8,220 messages went out carrying a human yes, and 474 were killed by a person before they went anywhere. The 474 is the number we would rather show you. The Founders’ Journey S2E4, 39:19

If you want to look at it yourself

• dfxintel.com the product, the real screens, and a three minute introduction it narrates about itself
• cupofleads.com the smallest working piece of it, free and with no card: say who you want to meet, it comes back with three researched prospects and why each one is worth a call
• Investor match report  ·  off-market acquisition dossier  ·  managed desk example finished work, so the output can be judged instead of described
• Pricing one plan, $499 a month, published on the page. No quote, no discovery call to find out what something costs

The rest of this page is the part a film cannot carry: where every quoted line came from, and one thought that seemed worth writing down rather than narrating.

Everything it quoted, and where from

Every line attributed to you in the film is one you said or wrote in public. Nothing was paraphrased into quotation marks. In order of appearance:

• “Why can’t we get this done in 2 months?”, and your own account of why the answer was six months Tameem Hourani, “Who Broke It?”, rapdev.io, 20 August 2020
• Bootstrapped, 25% employee owned, a $200,000 first deal that was five months of payroll Pulse 2.0 interview, Feb 2025 · The Founders’ Journey S2E4, 1 April 2025
• Five-time Datadog Partner of the Year; first ServiceNow partner to open source its internal projects rapdev.io
• “Automate, automate, automate. Remove all the friction.” The Founders’ Journey S2E4, 43:28
• The bar, the order, and the people in the middle who repeat the message The Founders’ Journey S2E4, 32:37. You were retelling a new hire’s message from memory; the film sets your retelling, tightened
• Three quarters of negative EBITDA, six to come out of it, and the allergic reaction to hires who weren’t billable The Founders’ Journey S2E4, 21:24
• “Toil is work with unnecessary overhead to accomplish a task.” The Founders’ Journey S2E4, 48:11
• “The fix is usually the smallest slice.” “How to Roadmap Autonomous Operations, Part 1”, rapdev.io, 12 August 2026
• Autonomy is a curve, not a switch: Assisted, Supervised, Autonomous same post
• “Velocity is going fast in the same direction.” The Founders’ Journey S2E4, 39:19

That interview has no published transcript. To quote it accurately the system pulled the audio, transcribed all 59 minutes and 49 seconds of it, and read the result. Most of what makes the film specific is in there and in no press summary anywhere.

The numbers

The six counts at 1:41 and the 474 at 1:46 are exact table counts against the production database on 19 August 2026, not estimates and not annualised. The empty autonomy grant table at 2:02 is real: nothing in the system has ever been given standing permission to act without a person.

One observation, since a film is a bad place to put an argument

You said two things fourteen months apart that your own company then joined together without saying so.

They’ve got all this toil, all this offshore, nearshore, seven dollars a ticket. I really think that’s all gonna be gone in two years. you, April 2025

The fix is usually the smallest slice. RapDev, August 2026

If the seven dollar ticket goes, the thing that erodes is the system of work, priced per seat and per ticket. What does not erode, and gets materially more valuable, is the system of record: who was allowed to do what, on what authority, with what evidence. Agentic operations doesn’t take the CMDB or the change record off the table. It puts far more weight on them, because every action now has a non-human actor behind it and a bank has to be able to prove the actor was entitled to act.

Which means the scarce thing in two years is not an agent. It is the certification layer: the instrument that decides when a given scenario is allowed to move from Assisted to Supervised to Autonomous, holds the evidence for that decision, and reverts it when the evidence turns. Your team has already written the ladder down. As far as we can find, nobody has built the instrument that measures a scenario’s position on it, and nobody is selling it to a regulated buyer who will not be permitted to let anything act without one.

Your own post goes as far as specifying the governance: a weekly thirty minute certification body that promotes scenarios which clear the bar and sends back the ones that don’t. It specifies the committee and not the instrument. Nothing measures where a scenario currently sits, nothing holds the evidence for the last promotion, and nothing demotes automatically when the success rate turns.

That is a product rather than an engagement, it is the highest margin thing available to a services firm that has just landed inside a bank-focused practice, and it is defensible for the unglamorous reason that the evidence accumulates and cannot be bought in.

The General is on the first rung of exactly that ladder, and the only interesting thing it has built so far is the meter: a per-workspace, per-action-class record of what a human approved, rejected and edited. 474 rejections is not a failure statistic. It is the first column of the evidence a regulated customer will one day be asked for.

That is either a real observation or it is wrong, and you are one of about fifty people alive who can tell in under a minute which one it is. Both answers are worth the meeting.

How it was made

Research, script, every picture in it, the score, the render, and the checks at the end. No stock footage, no licensed images, no generated imagery. Nobody’s voice was cloned and nobody is depicted.

Jesse wrote the brief. That was the whole of the human contribution.