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AI Evaluation

517 episodes · Page 15 of 22

#2115: Why AI Answers Differ Even When You Ask Twice

You ask an AI the same question twice and get two different answers. It’s not a bug—it’s physics.

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#2113: Goldfish vs Elephant: The Stateful Agent Dilemma

Stateless agents are cheap and fast, but stateful ones remember your window seat. Which architecture wins?

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#2089: Open-Source vs. Military ATR: The Drone Recognition Gap

A public GitHub model spotted by a listener reveals the massive gap between hobbyist AI and lethal military drone detection systems.

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#2076: Is Pure NLP Dead? The Hidden Scaffolding of AI

Modern AI didn't appear from nowhere. Discover how decades of linguistic rules and statistical models built the foundation for today's LLMs.

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#2074: Generative Social Science: When AI Agents Develop Theory of Mind

See how a new framework models 10,000 virtual citizens to test policies before spending a dime.

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#2069: The Vibe Coding Trap: Why Your Agent Skills Keep Breaking

Stop guessing at the agentskills.io spec. Learn the exact YAML fields, directory structure, and authoring patterns to make Claude Code skills that ...

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#2068: Is Safety a Filter or a Feature?

External filters vs. baked-in ethics: the architectural war for LLM safety.

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#2054: From Dirt to Data: How Empires Conquered the Cloud

Why did we stop conquering land and start conquering servers? This episode traces the shift from soil to bits.

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#2025: How Do You Reward a Thought?

Rewarding an AI agent is harder than just saying "good job"—here's how we turn messy human values into math.

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#2024: Your AI Council: Digital Committee or Groupthink?

A digital boardroom of AI models promises better decisions, but risks amplifying the same old biases.

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#2021: Your Frozen AI Is Getting Smarter (Here's How)

Your AI model might be static, but the system around it can make it learn in real-time.

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#2020: 1,000 AI Agents Built a Religion in Minecraft

An experiment drops 1,000 autonomous agents into Minecraft, and they spontaneously invent religion, democracy, and taxes.

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#2016: Andrej Karpathy: The Bob Ross of Deep Learning

Why the most influential AI mind prefers a blank text file to proprietary black boxes.

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#2010: Building Better AI Memory Systems

We obsess over AI inputs but treat outputs like Snapchat messages. Here's why that's a massive blind spot.

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#2008: Needle-in-a-Haystack Testing for LLMs

New AI models claim to be genius-level, but can they actually find a specific fact in a massive document?

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#2007: AI Grading AI: The Snake Eating Its Tail

We asked an AI to write this script. Then we asked another AI to grade it. Here’s what happens when the judges have biases.

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#2006: How Do You Measure an LLM's "Soul"?

Traditional benchmarks can't measure tone or empathy. Here's how to evaluate if an AI model truly "gets it right."

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#2005: Beyond Vibes: The Hard Science of LLM Evaluation

Running the same LLM on different GPUs can produce different results. Here’s why that happens and how to test for it.

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#1994: Why Can't AI Admit When It's Guessing?

Enterprise AI now auto-filters low-confidence claims, but do these self-reported scores actually mean anything?

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#1985: AI Tutors vs. Human Error: Who Do You Trust?

AI gets flak for hallucinations, but humans misremember 40% of facts. Why the double standard?

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#1979: When Marketing Swallows the Tech

Is AI the same as Machine Learning? We break down the nested hierarchy of artificial intelligence, from symbolic logic to neural networks.

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#1961: Weaponizing Your Weirdness in an AI World

As AI homogenizes the web, contrarian thinking becomes a scarce asset. Here’s how to weaponize your weirdness for a competitive edge.

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#1959: How Constrained AI Models Handle the Unexpected

Your AI assistant promised to only use your documents. Instead, it invented a case law that doesn't exist. Here's why.

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#1947: Curation Is the New Creation

With 47 new AI video tools launching in a week, finding the right one is harder than using it.

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