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AI Alignment

329 episodes · Page 3 of 14

#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-engineeringreasoning-models

#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-sourcecyberattacksreasoning-models

#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-automationreasoning-models

#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-alignmentchristianity

#5313: System Prompt Order Is Load-Bearing

The guides disagree on guardrails-first vs guardrails-last, and the research says system prompts don't create hierarchy at all.

prompt-engineeringai-alignmentmulti-agent-systemsreasoning-models

#5306: The Trump Interview Playbook: A Filing Job, Five Rhetorical Patterns

What happens when a rally-style rhetorical machine gets aimed at a beige cubicle and a filing job? A touchpoint-by-touchpoint playbook.

ai-biasai-alignmentprompt-engineering

#5300: When the Interviewer Isn't Real

AI avatars are already interviewing job candidates — often without saying so. The disclosure toggle ships off by default.

ai-alignmentai-biasdeepfakescareers-and-hiringworkplace-culture

#5260: eXistenZ: The Game That Never Lets You Out

A $15M film that won Berlin's Silver Bear, flopped at $2.8M, and still won't tell you if you've exited the game.

ai-alignmentgames

#5255: When AI Writes the Code, Who Checks It?

If agents write the code, the human job becomes knowing when it's wrong. What that means for languages, jobs, and CS degrees.

ai-coding-assistantsai-evaluationprogramming-languagesfuture-of-workai-alignment

#5183: Where AI Actually Sits on the Hype Cycle

AI has been doing real work for decades. So why do vendors still shout it from the rooftops?

ai-evaluationfuture-of-workai-alignmentopen-source

#5165: Weighting Memory in a RAG Pipeline

Daniel's memory leg won't fire. Turns out system prompts have no inherent vector-space privilege — but retrieval does have a real knob.

ragcontext-and-memoryai-alignmenthallucinationsreasoning-models

#5123: Who Gets to Call Themselves an Artist?

Creative rivalry in couples, engraver vs. painter status, and who decides what counts as art.

relationshipsai-alignment

#5117: How AI Training Data Gets Filtered (and Exploited)

Six stages of content filtering stand between raw web crawls and your AI model — here's where poisoning attacks slip through.

training-dataai-securitydata-storageinformation-warfareai-alignment

#5088: What Does a Pilot's Gray Hair Actually Buy You?

Is flight seniority about skill or something harder to measure? We dig into what experience really buys in the cockpit.

ai-alignmentai-evaluationaviation-safety

#5043: Stargate's $500B Question: Policy or Profit?

Why is the US treating frontier AI as a national security issue—and why is its flagship project a private LLC with foreign money?

chinaunited-statesai-alignmentsupply-chainsanctions

#5041: GPT-6 Astra, 100K GPUs, and the AGI Question

OpenAI's GPT-6 Astra arrives with an AGI claim and a 100K-GPU training run. We break down what Stargate LLC actually is and whether the scale justi...

ai-evaluationai-inferencegpustransformer-architectureai-alignment

#5025: What Does "Contract" Actually Mean in Code?

From TypeScript interfaces to database schemas — when is a software contract real, and when is it just a hope?

programming-languagesai-alignmentdevops

#5012: Masked Safety: How Post-Training Changes AI Behavior

Safety mechanisms aren't erased in post-trained models—they're masked. Here's how that changes everything for military AI.

ai-alignmentfine-tuningai-securitylocal-aireasoning-models