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Templates for planning work and money
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The Prompt Engineering Ceiling: Why Better Instructions Won't Save You
On frontier models, sophisticated prompting underperforms zero-shot queries. The techniques that made mid-tier models usable are now making frontier models worse.
When Models See and Speak: The Multimodal Agent Arrives
Multimodal agents are navigating websites, controlling robots, and generating 3D scenes. But perception is the bottleneck, and bridging it requires rethinking how models attend to the world.
Robots With Reasoning: When Language Models Meet the Physical World
A robot arm completing 84.9% of manipulation tasks without a single demonstration. Not through months of reinforcement learning: through pure language model reasoning. The line between software agents and physical robots is blurring.
Interpretability as Infrastructure: Why Understanding AI Matters More Than Controlling It
Mechanistic interpretability has moved from describing what models do to engineering how they work. If you can identify the neurons responsible for a specific behavior, you don't need to control the entire system.
From Answer to Insight: Why Reasoning Tokens Are a Quiet Revolution in AI
OpenAI's o1 jumped from the 11th to the 83rd percentile on competitive programming. The difference wasn't better data or more parameters; it was reasoning tokens, invisible chains of thought that let models think before they answer.
The Goldfish Brain Problem: Why AI Agents Forget and How to Fix It
Stanford deployed 25 agents that planned a party autonomously. But most production agents today can't remember what you told them ten minutes ago. The memory problem isn't a model limitation; it's an architectural one, and new solutions are emerging.
From Prompt to Partner: A Practical Guide to Building Your First AI Agent
Agents have moved from academic benchmarks to production systems processing millions of conversations. The gap between hype and reality comes down to architecture. This guide walks through model selection, tool design, and instruction engineering with production examples.