AI Native

The building blocks of an AI feature.

Already live in other tracks: Embeddings and similarity search

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   Live

   Force valid JSON

   Turn a schema on and watch illegal tokens get refused.

   Open session →

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   Live

   Call a tool, then answer

   Give the model a weather tool, then take it away and watch it guess.

   Open session →

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   Coming soon

   Classification and routing

   Label a ticket, an email or a lead with a model instead of rules.

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   Coming soon

   Extracting data from documents

   Turn invoices, resumes and contracts into clean fields.

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   Coming soon

   Summarization that keeps the facts

   Shorter, without dropping or inventing details.

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   Coming soon

   Writing and rewriting features

   Drafts, tone changes and translation inside your product.

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   Coming soon

   Search that understands meaning

   Users type what they mean, not the exact words.

Designing for a slow, sometimes wrong collaborator.

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   Live

   Streaming UI and partial results

   Show the answer as it arrives, and handle half-finished output.

   Open session →

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   Live

   Designing for slow responses

   Progress, skeletons and doing work before the user asks.

   Open session →

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   Coming soon

   Showing sources and confidence

   Citations and uncertainty that help users decide what to trust.

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   Coming soon

   Undo, edit and regenerate

   Keep the user in charge of what the AI changes.

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   Coming soon

   Chat vs embedded AI

   A chat box, or AI built into buttons and forms people already use.

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   Coming soon

   Copilots and inline suggestions

   Suggest in place and let the user accept, edit or ignore.

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   Coming soon

   When the model is wrong

   Fail in ways users notice and can recover from.

From a demo to something people rely on.

Already live in other tracks: Evals: is the new prompt better?

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   Coming soon

   From prototype to production

   What breaks between a great demo and real traffic.

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   Coming soon

   Evals for one feature

   A small test set per feature, run on every prompt change.

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   Live

   Cost per feature and per user

   Price an AI feature before it surprises the bill.

   Open session →

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   Live

   A/B testing AI features

   Compare prompts or models on real users safely.

   Open session →

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   Coming soon

   Collecting user feedback

   Thumbs, edits and abandons as signals for the next version.

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   Coming soon

   Upgrading the model under a live feature

   Switch models without changing what users get.

Building software with AI as a teammate.

Already live in other tracks: A coding agent's loop

1. Interactive

   Coming soon

   Pair programming with AI

   Where AI speeds you up, and where it quietly slows you down.

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   Coming soon

   Writing specs for agents

   Describe the task so an agent can finish it without guessing.

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   Coming soon

   AI code review

   Let a model review pull requests, and check its findings.

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   Coming soon

   Generating tests with AI

   Useful tests, not ones that only confirm the code as written.

One feature, end to end.

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   Coming soon

   A support reply assistant

   Draft replies from your help docs, with sources and an approve button.

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   Coming soon

   An invoice extractor

   PDF in, validated JSON out, with low-confidence fields flagged.

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   Coming soon

   Meeting notes and action items

   Transcribe, summarize and assign follow-ups.

4. Interactive

   Coming soon

   Smart search for your product

   Meaning-based search with filters and fallbacks.