Every AI session is day one

Open a new chat with Claude or ChatGPT and watch what you do first. You type three paragraphs of preamble. "I'm a senior PM at a B2B SaaS company. We sell to mid-market RevOps teams. Our writing voice is direct, no marketing fluff." Only then do you ask the actual question.

Skip the preamble and the model guesses. You get a draft pitched at a generic startup audience, in a voice that isn't yours, solving a problem adjacent to the one you have. Half the session is spent dragging the model back to your reality.

This is the blank-box problem: every session is day one. The model knows nothing about you until you tell it, and it forgets the moment the tab closes.

Why "just use a system prompt" doesn't fix it

The common advice is to keep a system prompt somewhere and paste it in. That works until it doesn't:

• You have more than one context. Your work self, your side project, your personal writing — each needs a different preamble. A single pasted blob is wrong two-thirds of the time.
• It lives in one tool. The prompt you refined in Claude doesn't come with you to ChatGPT, Gemini, or Grok. You maintain N copies and they drift.
• Pasting is friction. Anything that takes a manual step at the start of every session gets skipped when you're busy — which is exactly when you most need it.

The fix isn't a better blob of text. It's treating your context as a persistent, portable, switchable system that loads itself.

What "loaded" looks like

Write your role, company, projects, voice, and standards once, in a structured editor. Then the important part: it gets injected into the model's context automatically, on every new chat, across every tool you use. No paste. No preamble. You open a blank box and it's already loaded.

The before/after is stark:

• Before: "I'm a senior PM at a 200-person B2B SaaS, we sell RevOps to mid-market, our voice is…" then finally the question.
• After: "Write a PRD section." Context already loaded.

Switch contexts with one click when you put on a different hat. The model always knows which version of you it's talking to.

The compounding part

Context isn't the only thing that resets to day one. Your best prompts do too. The clever extraction prompt you wrote last Tuesday is gone unless you saved it somewhere findable — and "somewhere findable" is usually a Notes app you never open.

A system fixes both: context that loads itself, plus a reusable prompt library with variables so you fill in the blanks instead of rewriting the whole thing. Over months, that library becomes the single most valuable artifact you own as an AI power user. It's the difference between getting better at prompting and starting over every day.

That's the whole idea behind Korvai: stop starting every AI chat from scratch. Your context and prompts, loaded into every session, injected into any tool.

If you've felt the day-one tax every morning, you already understand the problem. The fix is just refusing to pay it again.