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AI Evaluation

522 episodes · Page 10 of 22

#3241: How to Write a Product Spec That Makes AI Find You the One

Stop typing three words into Google. The SPEC framework helps AI find exactly what you need.

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#3171: How to Break an LLM's Bad Verbal Habits

Blacklists fail and regex inverts meaning. Here's what actually works to clean up AI writing tics.

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#3170: Pharmacokinetics vs Neural Nets: Two Meanings of "Model

Two things called "models" that work completely differently — and why the confusion matters for patient safety.

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#3157: Opus 4.8: What Actually Changed Under the Hood

Anthropic dropped Opus 4.8 with no fanfare. New training data, faster inference, and smarter refusals — here's what changed.

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#3120: What Makes Agentic Search Tools Like Exa Actually Work?

Why swapping Google for Exa transformed our show's accuracy — and what agentic search does differently.

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#3098: The Pilot with the Flashlight: Inside Aviation's Pre-Flight Walkaround

Why pilots still physically inspect planes before every flight — and what a 1979 crash taught us about trusting machines.

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#3072: What Archival Actually Means in Your Pen

The AP seal isn't a durability guarantee. Here's what makes a marker truly archival.

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#2950: Barley Beyond Soup: A Grain Guide

Pearl, pot, hulled, hulless — why barley labels matter for nutrition, cooking, and flavor.

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#2936: Why AI Still Can't Really Teach You to Code

Code generators ship code. Real tutors build understanding. Why the gap is bigger than you think.

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#2924: When Adding One Agent Breaks Everything

The math behind why your 100-agent pipeline fails 40% of the time — and what to do about it.

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#2914: Can AI Read the Room? TTS Prosody Explained

Can TTS models truly infer emotion from text, or just mimic patterns? We break down the science of prosody.

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#2909: The Reassurance Mirage: When Moderation Fails

How the EU Digital Services Act exposes a 30-to-1 gap in appeal success rates between platforms.

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#2848: Can 100 Volunteers Let AI Govern Them for a Month?

An AI council of multiple models, a hundred volunteers, and a month of real municipal decisions. Here’s how you’d run the experiment.

ai-alignmentmulti-agent-systemsai-evaluationlegislation

#2847: How AI Could Transform Comparative Policy Analysis

Can AI agents do the work of a distributed think tank for cross-country policy learning?

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#2800: The Two Meanings of Industrial Design

Industrial design is a profession. The "industrial look" is something else entirely. Here's where they split.

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#2780: Building Self-Healing Agent Pipelines

How to build an agent that monitors and fixes other agents in production — without the hype.

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#2754: Why Your Dictation Setup Might Be Wrong

Modern ASR is shockingly robust. The biggest predictor of accuracy? How well your audio matches its training data.

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#2739: When Hoofbeats Are Zebras: How Doctors Learn to Think

How family doctors develop clinical judgment—pattern recognition, Bayesian reasoning, and the cognitive traps that lead to diagnostic errors.

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#2736: Why AI Flagged Your Em Dash

Punctuation isn't a fixed system handed down by grammarians. It's a two-thousand-year story of contraction, invention, and now AI suspicion.

ai-evaluationhallucinationshistory-of-technologywriting-systems

#2705: Your Brain Isn't a Hard Drive — What Actually Fits

Long-term memory isn't storage — it's a generative model. Here's where the brain/computer analogy actually holds up.

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#2693: When AI Ignores Your Style Guide

Why your AI ignores formatting instructions and how to fix it with pipeline architecture, not model swaps.

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#2688: Intelligent Frame Extraction for Multimodal AI

Use multimodal AI and smart frame extraction to turn a walk-through video into an actionable decluttering plan.

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#2672: When a Startup Claims to Break the Quadratic Wall

A startup claims linear attention scaling at 12M tokens, beating GPT-5.5 on retrieval benchmarks.

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#2665: Partner Certs vs Personal Certs: What Actually Matters

Solo operators face structural barriers in vendor partner programs. Here's how personal and partner certifications actually differ.

ai-evaluationworkplace-culturestartups-and-venture-capital