Lead the model through your reasoning by feigning ignorance and asking it to explain step by step, eliciting clearer and more detailed responses.

Cameron outlines a seamless AI prompt workflow where users first express project goals, then ask targeted technical questions, and finally instruct th...Show more

Researchers applied a probability scoring methodology to classify each ChatGPT message as work-related or personal and aggregate metrics across the da...Show more

Use daily message volume segmented by user cohorts over time to benchmark product–market fit and measure escape velocity for AI products.

Map AI assistant tasks to the ONET occupational taxonomy to systematically categorize and analyze feature usage across development workflows.

Leverage Department of Labor occupational task lists to map AI usage metrics to specific job roles and analyze penetration across different occupation...Show more

Define AI tasks as automation when the user asks "do this for me" and augmentation when the user asks "help me do this" to distinguish replacement fro...Show more

Use the published interactive dataset on HuggingFace combined with Tableau to explore AI economic index metrics by filtering across task-based role le...Show more

Use project-based context containers in ChatGPT to manage multiple personalized data streams, enabling seamless context-switching and state management...Show more

Cameron describes artificial societies as a class of models that simulate real-world physics-compatible environments like Genie, providing a structure...Show more

Build generative, agent-based sound design systems that adapt in real time to listener inputs, creating personalized audio experiences.

Experiment with multi-agent orchestration inside Ableton to automate composition tasks and collaborative sound generation.

Use AI tools like Suno to generate music and automatically break it into stems for down-the-line sampling and track isolation workflows.

Use Cloudflare as a fronting layer for AI microservice (MCP) servers to add security quickly without embedding protection directly into the server.

Leverage Cloudflare Autorag’s one-click workflow to create a vectorized RAG knowledge base from any website automatically for chatbots.

Cameron defines the product stack as a holistic architectural pattern encompassing all components and surrounding elements required to build AI produc...Show more

Use Node or JavaScript web applications to generate slide decks programmatically instead of manual PowerPoint editing.

Train custom language models natively (e.g., Arabic-first) to embed local cognitive architectures and unlock region-specific use cases and user experi...Show more

A two-axis framework evaluates AI creative tools by technical output quality versus their ability to foster social belonging and community connection.

Use Google Genie to generate and mesh a 3D environment, then capture and export customizable 2D video frames for ads or films, streamlining content cr...Show more