One consolidated “Soda” model is now the de facto across most benchmarks, favoring a single-model-fits-all strategy over multiple specialized AI model...Show more

Gemini 3 leads the Vending bench with a 10× earnings improvement over previous models, highlighting its superior ROI in benchmark tests.

Anti Gravity appears poised to unify various IDE plugins, cloud code extensions and marketplace “skills” into a single integrated developer tool.

Use back-of-envelope math against open-source model benchmarks to estimate proprietary model parameter counts, revealing Gemini’s scale (~1.5T–30T par...Show more

The failure of uncoordinated agents and Cameron’s supervisor-agent experiment highlights a market opportunity for an AI orchestration platform that mo...Show more

Cameron notes the possibility of a VS Code fork that uses standard extensions but points to a custom marketplace URL for managing dev container suppor...Show more

They discuss containerized, cloud-based AI agents accessible via a browser window in a remote dev container workspace, suggesting a VS Code fork with ...Show more

Cameron Rohn uses a separate GPT instance in “thinking mode” to outline changes and then pastes those user stories or plans into a Claude file to exec...Show more

Tom Spencer often manually simulates agent-to-agent handoffs by creating a “handoff document,” pasting it into the next agent’s prompt, and iterating ...Show more

Tom Spencer humorously dubbed unsupervised simultaneous editing by multiple agents an “agent orgy” and concluded that uncoordinated multi-agent code e...Show more

Cameron Rohn spun up three agents plus a supervisor agent to each pull batches of tasks from a 100-item backlog, mark files to indicate ownership, and...Show more

Cursor platform’s cloud-based agents offer remote AI planning and execution capabilities, contrasting with purely local agent solutions.

UI pattern “Agent Inbox” pioneered by LangChain for ambient agent management, later adopted by other AI IDE integrations.

A modified VSCode IDE with an integrated “agent manager” panel enabling easy access to AI agents and plugin architecture.

Anthropic’s Claude models included in the platform, providing an alternative AI agent for development workflows.

An open-source GPT model labeled “GPT OSF 120” offered alongside proprietary APIs for experimentation and integration testing.

Anthropic’s suite includes Gemini 3, Gemini 3 High, and Gemini 3 Low models, supporting different compute and accuracy requirements in AI applications...Show more

On the first attempt in v0, Gemini 3 executed 50 tool calls but made no progress, illustrating early agent planning limitations.

Develop a VSCode plugin that integrates an “agent manager” interface for launching and monitoring AI agents directly within the IDE.

Launch a cloud-based multi-agent orchestration platform to allow developers to spin up and manage AI agents remotely, similar to Cursor’s cloud offeri...Show more