Caleb Writes Code

• Auto-research: Introduction to AI-driven algorithmic optimization methodology.
  • Contrasts with traditional human-led “vibe coding.”
  • Demonstrated through a restaurant inventory simulation.
• Agent Harness Engineering: Evolution from Prompt and Context engineering.
• Pi Agent: A Unique, Extensible AI Coding Framework Design: Overview of Pi as a distinctive, extensible coding agent framework.
  • Deviates from the trend of homogenized AI coding agents by offering unique structural differentiation.
  • Highlights differences in features and user interfaces compared to common market alternatives.
• Nemotron 3: NVIDIA’s Tiered LLM Strategy for Hardware Optimization: Analysis of NVIDIA’s Nemotron 3 model family.
  • Focuses on strategic architectural innovations and hardware-specific optimization.
  • Details a tiered approach to Large Language Model design tailored for performance efficiency.

Clips

• Clip title: AutoResearch explained.

  • Author / channel: Caleb Writes Code
  • URL: https://www.youtube.com/watch?v=5-ekc3eXNvs
  • Summary:

• Nemotron 3: NVIDIA’s Tiered LLM Strategy for Hardware Optimization: NVIDIA’s Nemotron 3 Is… Awesome?

  • Author / channel: Caleb Writes Code
  • Summary: In-depth look into the Nemotron 3 family, highlighting strategic decisions and architectural innovations behind the tiered design for hardware optimization.

Source Notes

• 2026-06-12: Nemotron 3: NVIDIA’s Tiered LLM Strategy for Hardware Optimization · ▶ source
• 2026-06-05: Pi Agent: A Unique, Extensible AI Coding Framework Design · ▶ source
• 2026-05-25: Agent Harness Engineering: Evolution from Prompt and Context. · ▶ source
• 2026-05-15: World Models: Bridging Human-AI Understanding of Physical Reality · ▶ source
• 2026-05-15: Technical Overview of LLM Inference: Loading, Memory, and Quantization · ▶ source
• 2026-04-22: LLM Inference: Engines, Memory Mapping, and Performance Optimization · ▶ source
• 2026-04-10: Auto-research AI-Driven Algorithmic Optimization with Iterative Learning and Defined Metrics · ▶ source
• 2026-04-08: Auto-research: AI-Driven Algorithmic Optimization with Iterative Learning and Defined Metrics · ▶ source