Blog

Insights from the frontier

Product announcements, engineering deep dives and stories from teams building with AI — written by the people shipping it.

Introducing Tapotik Agents: autonomy you can trust

Our new agent runtime plans, executes and verifies multi-step work across your tools — with human approval gates built in.

Sarah Chen

Product

Benchmarks across 12 providers show sub-100ms first tokens are now table stakes. Here's how we got there.

Streaming states, confidence signals and graceful failure — the design language of AI-native interfaces.

A practical decision framework with cost curves, eval results and the hybrid approach we recommend for most teams.

A customer story: cloning instructor voices across 12 languages while keeping emotional nuance intact.

How we deliver frontier AI under SOC 2 Type II with region pinning, BYOK encryption and zero-retention inference.

Newsletter

One email a month with product updates, benchmarks and practical AI engineering notes. No fluff, unsubscribe anytime.

Joined by 28,000+ builders · We never share your email