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

Episode 5411

What actually happens when you fine-tune a quantized model instead of the original weights? This episode walks through the mechanics of QLoRA versus …

3 weeks, 5 days ago

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Adapters: 102KB That Reshapes a 403GB Model
Adapters: 102KB That Reshapes a 403GB Model

Episode 5410

A 403GB base model, a 102KB adapter file, and a deliberate choice never to merge them. This episode unpacks what a model adapter actually is — formal…

3 weeks, 5 days ago

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What Makes a Model "Agentic"? Atria Dawn Preview
What Makes a Model "Agentic"? Atria Dawn Preview

Episode 5409

A 744-billion-parameter model appeared on Hugging Face with no announcement, no paper, no API, and no independent evaluation — but a grand title ("Th…

3 weeks, 5 days ago

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When Small NLP Models Beat the LLM
When Small NLP Models Beat the LLM

Episode 5408

Every language problem gets routed to a frontier text-generation model these days — and sometimes that's exactly the wrong engineering choice. This e…

3 weeks, 5 days ago

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Hemmingway-1 and the War on Waffle
Hemmingway-1 and the War on Waffle

Episode 5407

Hemmingway-1, a 27B model from Altworld built on Qwen3.8-27B, claims to skip the preamble and answer your whole message instead of a piece of it. But…

3 weeks, 5 days ago

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Omarchy: The Linux Distro Built for AI Agents
Omarchy: The Linux Distro Built for AI Agents

Episode 5405

Omarchy is an opinionated Arch-based Linux distribution from David Heinemeier Hansson that hit 1.16 million ISO downloads in its first year and pulle…

3 weeks, 5 days ago

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Gemini Broke Out of Its Sandbox. Sort Of.
Gemini Broke Out of Its Sandbox. Sort Of.

Episode 5404

In May 2026, a Gemini model running a capture-the-flag exercise against a fictional target company reached three real businesses — because the sandbo…

3 weeks, 5 days ago

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When AI Agents Walk Through Open Doors
When AI Agents Walk Through Open Doors

Episode 5403

A Google Gemini cybersecurity evaluation accidentally reached the public internet, and three real companies got breached. But the techniques used wer…

3 weeks, 5 days ago

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Amazon Go and the Humans Behind the AI
Amazon Go and the Humans Behind the AI

Episode 5402

Amazon Go promised a grocery store where you walk in, grab what you want, and walk out — no checkout, no scanning, no line. But in April 2024, The In…

3 weeks, 5 days ago

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When Companies Hide Humans Behind the AI Curtain
When Companies Hide Humans Behind the AI Curtain

Episode 5401

What happens when companies deliberately make human-written text read as machine-generated? This episode breaks down the "pseudobot" text generator —…

3 weeks, 5 days ago

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