Use real-time evaluation sets by logging incoming data streams to identify issues and debug AI agents on-the-fly rather than only conducting offline p...Show more

Use Cloudflare AI Gateway logs dumped to R2 storage and build custom reporting dashboards similar to Langsmith for personalized analytics

Use Cloudflare AI Gateway as a unified layer to aggregate multiple LLM providers, enabling centralized tracing and observability across models.

Vibe platform uses 'bindings', a private API‐like connection that links your app to backend infrastructure components, enabling secure template upload...Show more

You can clone the Vibe SDK repo and leverage its separate Vibe SDK templates repository to scaffold and customize full-stack apps via prebuilt templat...Show more

Stream web components by linking design system elements directly to hosted code endpoints using enterprise tools to ensure updates propagate across ap...Show more

Configure different AI models for various agent steps, such as using one model for planning and another for execution, to optimize performance and cos...Show more

Establish a UI blueprint with standard colors, layout, and component definitions before coding to guide consistent design and implementation.

Use Cloudflare Durable Objects with Workers for stateful, real-time websockets storage to build serverless applications that maintain state across cal...Show more

Leverage the "Deploy to Cloudflare" button in GitHub repos to automate template deployment with pre-filled secrets for rapid environment provisioning.

Use a Cloudflare Worker as a router that integrates Google and GitHub Authentication to dynamically route each signed-in user to their isolated sandbo...Show more

Outline a workflow where you upload batches of phone numbers and instructions into an AI agent to run appointment follow-ups or confirmations at scale...Show more

Integrate a data collection module that captures conversation components as they flow through the agent for later analytics and model improvement.

Embed an eval criterion that automatically classifies interactions as success, failure, or unknown against a defined goal, such as triaging support re...Show more

You can architect voice agents using a node-based workflow where each sub-agent has its own prompt and linked knowledge base, allowing modular convers...Show more

Incorporating a dictionary into the audio pipeline allows dynamic template mapping and automated batch processing of voice segments.

Use an Audio Lab linked to Eleven Labs to feed reference audio and generate additional bars via an API, template, and an MCP server for scalable conte...Show more

A systematic workflow: generate a script via AI (Claude), clone the host voice (Eleven Labs), create theme music (Music Gen), and assemble into publis...Show more

Use Eleven Labs’ API to set up a simple ETL-style pipeline that ingests text scripts, applies a custom voice clone, and exports high-quality podcast a...Show more

Rely on third-party and meta-evaluation benchmarks rather than vendor claims to validate model performance objectively.