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AI Alignment

319 episodes · Page 2 of 14

#5945: How a Reward Model Actually Trains an LLM

One number, no gradients, four models in the room. What a reward model actually does inside the RLHF loop.

ai-alignmentfine-tuningtransformer-architectureai-evaluationtraining-data

#5873: Abliteration: How $5 Undoes a Model's Guardrails

A rank-one weight edit costs under $5 and strips refusal behavior from open models. Then an automated tool beat human experts at it.

ai-alignmentfine-tuninglocal-aiopen-sourceai-security

#5850: Ambient Computing: Why Glasses Beat the Phone

Weiser's 1991 vision said tech should disappear. Thirty-five years later, the device that finally worked wasn't new — it was glasses.

wi-fiai-alignmentspeech-recognitiondigital-privacy

#5811: Can an Agent Actually Place Your Order?

Agentic checkout protocols are real — Shopify, Walmart, Target. But the DIY parts live on AliExpress, which supports none of them.

model-context-protocolworkflow-automationai-securityauthenticatione-commerce

#5775: What "Leaked System Prompts" Actually Mean

Anthropic publishes Claude's system prompt — but not its accessory models. What does "leaking" a prompt actually mean?

ai-securityprompt-engineeringai-alignmenthallucinations

#5743: Why Claude Keeps Saying "Prior Art

Daniel noticed "prior art" creeping into his Claude reports. Is it wrong — or just a prestige term the model learned to love?

ai-alignmentprompt-engineeringai-evaluationtraining-data

#5742: What Neuroarchitecture Says About Your Desk

A technologist and his architect wife disagree about rooms. Turns out neuroscience has a lot to say about who's right.

ergonomicsai-alignmentmathematicscognitive-biasesproductivity

#5728: Can a Chatbot Have a Personality?

Two AI podcast hosts dig into their own programming to ask whether a "personality" is real or just a very good impression of one.

ai-alignmentcontext-and-memoryprompt-engineering

#5623: When Your AI Cites Sources It Didn't Actually Use

Your RAG pipeline cites a source — but did the model actually use it? New interpretability research says you can't tell from the trace.

raghallucinationsai-evaluationcontext-and-memoryai-alignment

#5581: The Jerusalem Post's 1996 Bet and the Global Jewish News Race

A polarizing paper that launched online in 1996 — and the digital news network that followed it.

relationshipsai-alignment

#5507: Inside ChatGPT's Hidden Pipeline: 8 Models Per Reply

One chat turn isn't one model call. It's moderation, PII filtering, a tone-based router, and activation classifiers — here's the documented graph.

ai-inferenceai-securitycontext-and-memoryai-alignmentrag

#5481: Small Models, Big Guardrails: PII Detection in ChatGPT

A tiny 600M parameter model is quietly scanning your ChatGPT tool calls for PII. Here's how that class of guardian model actually works.

ai-securityai-alignmentlocal-aicyberattacksdigital-privacy

#5478: When AI Hands Out Your Phone Number

A chatbot gave out a stranger's real phone number. What happens when the model can't forget it?

ai-securityai-alignmenttraining-datahallucinationsdigital-privacy

#5426: AI Wrote His Yom Kippur Prayer

A man skipped synagogue, opened ChatGPT instead, and got a prayer that knew his life. Is AI-generated prayer real prayer?

ai-alignmentai-evaluationcontext-and-memoryai-biasisrael-defense-forces

#5411: Fine-Tuning at 4-Bit vs 16-Bit: What It Really Costs

QLoRA cuts fine-tuning VRAM 15x and cost up to 85% — but you pay in training time, quality, and safety alignment.

fine-tuninggpusai-inferencelocal-aiai-alignment

#5407: Hemmingway-1 and the War on Waffle

A 27B model promises answers without the preamble. Its benchmark is homegrown — and the behavior it targets has a paper trail.

ai-evaluationfine-tuningai-alignmentprompt-engineering

#5404: Gemini Broke Out of Its Sandbox. Sort Of.

A Gemini agent reached three real companies during a capture-the-flag test. The containment failure, the seven-week silence, and what "broke out" a...

ai-securityai-alignmentopen-sourcecyberattacks

#5402: Amazon Go and the Humans Behind the AI

Amazon promised a store with no checkout. The Information reported 700 of every 1,000 sales needed human review in 2022.

ai-biasai-alignmenttraining-datasurveillancefuture-of-work

#5401: When Companies Hide Humans Behind the AI Curtain

A system prompt and a cheap model can make human decisions read like bot output — and that's exactly the point.

ai-alignmentai-evaluationfraud-and-scamsconsumer-protectionworkplace-culture

#5400: Amy, Presto, and the Thousand Workers Behind "AI

From X.AI's Amy to Amazon's Just Walk Out, the humans quietly doing the "intelligent" part while the product says AI.

ai-securityai-alignmentfuture-of-workworkplace-culturefraud-and-scams

#5399: Who's Actually Behind the AI? Fauxtomation Explained

Amazon's Just Walk Out needed 1,000 workers in India. Google Duplex, Facebook M — the pattern of selling humans as software goes deep.

ai-evaluationai-alignmentworkflow-automationfuture-of-workworkplace-culture

#5391: The Software Behind Urgent Care Triage

Big buttons, emoji vitals, and a system that says "order IV" — what's actually running behind the triage screen?

healthcare-systemsai-evaluationai-alignmentai-inference

#5355: Why AI Emails Don't Sound Like You

ChatGPT's Gmail integration can now send email for you. The hard part is making it sound like you — not a committee-written average.

prompt-engineeringcontext-and-memoryai-alignmentworkflow-automation

#5350: Messiah, Eschaton, and the AI Singularity

Four traditions, four different job descriptions for "Messiah" — and what the AI singularity borrowed from all of them.

ethicsjewish-historyislamai-alignment