Agents browse the public internet on your behalf. The dossier rewrites itself when new material arrives.
This demo shows Havilo’s enrichment agent reading six public sources and writing a live dossier. Below is the complete dossier as it appears when the animation finishes.
Founder and Chief Executive Officer at Stratoform, based in San Francisco.
Stanford CS PhD and former Google DeepMind researcher running Stratoform, an inference infrastructure company for reasoning-heavy AI agents. Closed a $42M Series B led by Sequoia in February 2026, and is actively building out her go-to-market team and board. Thesis: the margin war for reasoning models has moved from training to inference.
Sources: LinkedIn, Crunchbase, press release, SEC Form D, Substack essay, 20VC podcast.
Every career leaves a digital wake. We deploy agents to navigate the noise, clicking through the fragmented, login-walled web exactly how you would.
They render JavaScript, bypass auth walls, and scroll infinite feeds. The agent makes the same judgment calls a careful human would: which link matters, what section is noise, and when to stop.
The internet does not have a clean API. Our agents read the actual page. They parse recent posts, track comment activity, and weigh recommendations to capture the context a bulk export leaves behind.
Agents extract check sizes, deal flow, and hiring velocity into structured fields. They read and distill the rest of the text into prose.
The dossier is a living briefing. It prepares you for the call in ten minutes or the dinner on Thursday. When the facts on the ground shift, the document rewrites itself.
You do not need every fact we found. You need the five that matter right now. The engine highlights exactly what is relevant to your next conversation.
The engine writes beautifully formatted briefings instead of filling variables into a template. It reads like a chief of staff spent twenty minutes researching the subject, because an agent did.
A funding announcement drops. Headcount shifts. The dossier absorbs the new reality, updates the narrative, and retires the old paragraph to the archive.
Background updates run quietly around the clock. Your calendar interrupts them. When you book a meeting, the engine promotes the attendees to the front of the line. Tomorrow's meetings become their tonight's work.
Internet data provides the baseline. The most valuable intelligence lives in the minds of your network. The Interviewer joins your meetings, listens to the conversation, and writes new insights directly to the dossier.
Havilo reads the public internet, sits in on your meetings, and writes the whole thing down somewhere you'll actually find it at 8:57 on a Tuesday.