Realtime Teach

Local · Chrome · Your keys

Record once.
Run reliably forever.

Hand an AI a browser task and it improvises — every run is a fresh gamble. Realtime Teach watches you do the task once, distills it into a skill any agent can follow, then certifies that skill against your own Chrome until it replays the same way every time — with zero LLM calls in the loop.

Install — macOS, Apple Silicon

curl -fsSL https://realtimeteach.com/install | sh

then realtime-teach up

Works with Google Chrome Your Anthropic + Gemini keys Nothing leaves your machine

The problem

An LLM agent is non-deterministic by design.

Great for a one-off. Miserable for a workflow you run every day — because the agent re-reasons the whole task from scratch on every single run.

Prompt & pray

You babysit it, every time.

Re-explain the task, watch it click the wrong button, retry, and pay for a full model run whether it works or not. Yesterday's success guarantees nothing today.

Compiled recipe

You run it, it just works.

One certified skill, replayed from a compiled recipe — deterministic, fast, and with no model in the loop. Teach it once; it holds.

The artifact

A skill is a spec, not a script.

Realtime Teach produces a plain-English skill.md: durable intent and on-screen landmarks — never pixel coordinates or click ordinals. That's what lets it survive a redesign and run on a fresh agent that never saw your recording.

  • Landmarks, not coordinates. It describes what to look for, so it doesn't break when a button moves.
  • Secrets masked first. Passwords, card numbers, and PII become {variables} before anything touches disk.
  • An oracle comes with it. A checkable definition of "done" the certifier verifies against.
buy-domain / skill.md CERTIFIED 
---
name: buy-domain
inputs: [query]
---

# Buy a domain

# Landmarks, not coordinates.
1. Open the registrar's homepage.
2. Type {query} into the domain search.
3. On the results, add the .com to the cart.
4. Go to checkout and confirm the order.

oracle: "Order confirmation shows the {query}.com domain."

How it works

From a demo to a deterministic recipe.

Four stages. Only the first one needs you.

01Capture

Record or typeShow it the task, once.

Record a browser task with narration — screen plus mic — or skip recording and just type it in plain English at /teach. Either path produces the same starting draft.

02Distill

GeminiTurn it into an editable skill.

A distill pass renders your demo into a structured draft and then a readable skill.md you can edit. Sensitive data is masked before storage — nothing secret is ever written down.

03Certify

Self-healing Learn loopProve a fresh agent can run it.

A local daemon runs fresh agents against your Chrome over CDP — no recording context, only the skill.md. Replay-first: the first unaided pass whose trace compiles into a validated recipe certifies on the spot; otherwise it falls back to five straight vision passes. A failed trial is classified environment / agent / skill — a patcher rewrites the prose and you re-run. Login walls stop the run; they're never patched away.

04Run

Zero-LLM replayExecute it anytime.

Run the certified skill and it replays the compiled recipe with zero LLM calls — fast and deterministic. If the page has drifted, one vision-agent trial finishes the job and recompiles the recipe for next time.

The cockpit

Watch it certify, live.

Open a run in your browser and follow every trial as it happens: per-step screenshots, the trial timeline, and the reflection and patch after each attempt.

Pause to inject a hint — it feeds the agent and the patcher at the same time, so you only ever teach it once.

⏸ Pause ➜ Hint ▶ Resume ✕ Abort

Local-first

It runs on your machine. All of it.

This is a local app, not a hosted service. Your browser data has no reason to travel, so it doesn't.

Nothing is transmitted

Recordings, screenshots, cookies, and certified skills stay on your laptop. No upload path exists.

The daemon is locked down

It binds 127.0.0.1 and rejects foreign hosts and origins — a DNS-rebinding guard, so no random web page can drive it.

Your keys, your rules

Keys live in ~/.realtime-teach/config.json at chmod 600. Env vars override, and the app never echoes them back.

No accounts, no bills

Nothing to sign up for and no server to pay for. Bring your own Anthropic + Gemini keys and go.

Get started

Certify your first skill in about a minute.

Google Chrome · macOS (Apple Silicon) · Anthropic + Gemini keys

curl -fsSL https://realtimeteach.com/install | sh

then realtime-teach up

The first run walks you through a quick setup wizard — Chrome check, keys, profile — and ships an example skill you can certify immediately.

Get notified

Release updates and early access. No spam, ever.