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Keeping akilineuro.ai open without a login

Anyone can chat with Akili without signing up. Here is how we keep bots and abusers from draining the GPUs that make that possible.

AkiliNeuro team 2 min read

We want anyone in East Africa to be able to open akilineuro.ai and start chatting, with no account, no email and no password. A login is a real barrier, especially on a shared phone or a slow connection.

But every reply costs GPU time. An open endpoint with no login is exactly what scrapers, spam bots and people reselling free AI access look for. So “no login” can’t mean “no protection”. This post explains the layers we use.

Step 1: earn a session

Before you can send a message, your browser quietly earns a session. This happens in the background while the page loads, so you never wait for it.

Each puzzle can be used once, expires after two minutes, and only works from the network it was issued to. Pass all of this and you get a signed session cookie. Scripts can’t read it, and it only works from the browser that earned it.

Step 2: every message is checked

CheckWhat it stops
Same-site requests onlyOther websites using our API through your browser
Strict message formatSmuggling in a fake system prompt or a giant payload
Rate limits per session and per networkFlooding
Daily token budgetsVery long, expensive generations on repeat
One reply at a time per sessionHammering the API in parallel
Duplicate detectionSpam loops sending the same text

The server, not the browser, decides which model runs, what the system prompt says and how long a reply can be. Whatever a client sends, it can’t remove those limits.

Step 3: repeat offenders take a break

Failed checks count as strikes. Enough strikes and both the session and the network are paused for an hour. Normal users never get close. Bots trip it quickly.

Privacy

We don’t store IP addresses or browser details in plain form. We only keep keyed hashes, which are enough to count requests and nothing more. Conversations live in your browser tab and are not saved on our servers.

What’s still to come

Content moderation, voice, and optional accounts with higher limits for people who use Akili every day. The full technical write-up lives in our repository’s docs/architecture.md.

Karibu. Come talk to Akili.

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