Comparing the text payload load between a desktop client that fetches full MCP tool definitions and a web demo using TypeScript schema reveals signifi...Show more

Cameron Rohn signed up for Cloudflare’s Dynamic Worker Loader beta, hacked together a demo within two days, and updated his tooling before the public ...Show more

Cameron Rohn recounts that if he resets his Claude desktop without access to any MCP tools, the AI is basically worthless and he can’t accomplish anyt...Show more

A real-world MCP server listing 52 tools consumed about 32,000 tokens just to describe them, illustrating severe context waste.

Cameron struggled to get Nvidia’s sample blueprints like PDF-to-podcast working on DGX without extensive finagling and still doubts it’s operational.

Tom joked that two guys who have never fine-tuned a model spent half an hour criticizing fine-tuning practices.

Cameron Rohn’s initial fine-tuning of a 20 billion-parameter GPT model on DGX with arbitrary data succeeded technically but lacked useful outputs, und...Show more

Cameron Rohn shares that he couldn’t run GPT OSS1.20 on his personal desktop, highlighting the significant compute requirements for large open-source ...Show more

Recounted Yann LeCun leaving Meta at age 65 to found a startup, illustrating that seasoned research leaders are pursuing entrepreneurial ventures.

Despite the appeal of the open agent builder’s toggle-on/off interface, it’s too simplistic to integrate property data APIs or handle execution faults...Show more

Cameron demonstrated running Deep Agents UI on his DGX Spark to prove the hardware’s real-world utility beyond theory.

Cameron’s terminal shows mail notifications driven by a Claude cloud code hook, illustrating his deep integration of AI notifications into his dev env...Show more

Delays in setting up the CLI can hold back agent experimentation and demos.

Even experienced builders can forget to schedule recurring agent runs, highlighting the need for automated triggers.

While integrating Ollama Cloud, the team accidentally overwrote their OpenAI API key in the workspace, causing authentication errors and blocking agen...Show more

Cameron Rohn shares how his agent builder example went off the rails, composing and attempting to send a random business venture email to his brother ...Show more

Cameron observed that chaining AI agents across multiple tools without fresh context reliably caused output quality to deteriorate after a few iterati...Show more

Tom recounts being delighted that an AI-generated product planning tool matched his exact philosophy and data, saving him from manual SaaS hacks.

Cameron attempted to one-click install NVIDIA NIM apps on a DGX Arc but failed due to architecture-specific dependency issues.

Their multi-agent email experiment abruptly stopped when both hosts ran out of Anthropic API credits, highlighting free-tier constraints.