A hundred mediocre interns.Nobody told any of them the job.

The one from an accredited lab, off the internet, in thirty seconds. Not a terminal, not a framework.

• —The product layer is where the difference is now — not the model
• —There is an incentive for insiders to make this sound harder than it is

One toggle. It holds more context, runs longer, and takes on tasks that take real time rather than answering and stopping.

• —This is the whole gap between a chat and an assistant
• —Nothing about it is witchy

Slack, Drive, Gmail, Calendar. The places the work already lives.

• —It feels smarter immediately, because it can finally reach things
• —An intern with no logins is not a mediocre intern, just a blocked one

Not errands. The kind of thing you would hand an analyst or a manager who is genuinely helping you get knowledge work done.

• —You will not find the ceiling by testing the floor

Make an ordinary folder — finance, or whatever the domain is — and point the tool at it. Every conversation you aim there accumulates in one place.

• —Context collects per topic, so the project gets better at your preferences
• —It is folder hygiene, the same as it ever was

It saves markdown into that folder without being asked — plain text notes on what the project is and what you prefer. That is its memory, and it is editable.

• —Sometimes it saved logic that is simply wrong
• —You can correct the file, or delete the line and type the right one

Describe it in plain English in the automations panel. It asks a couple of questions, confirms the tools, and gives you a toggle.

• —No connectors, no field mapping, no enrichment step
• —Nine months of tangled Slack threads into a structured database, then kept current daily

Assess the goal before rewriting. Make it interview you. Ask for the bull case and the bear case. Push once when it claims it cannot.

• —These work regardless of what you are asking about
• —Told it could not read video, it broke the video into frames and read the captions

Dictate. Every desk in a San Francisco startup has a gooseneck mic. When you are listening rather than reading, append: give it back as a transcript that could be read aloud.

• —You talk far faster than you type, and rambly context is fine now
• —Without the transcript line it enunciates 'header one, number one'

Final-say financial accounting stays supervised. So does anything you would want a second pair of eyes on.

• —The accounts receivable automation has had snafus, and gets checked
• —Anyone claiming it works flawlessly every time is selling something