https://intelligentartifact.com/tags/llms/ Recent content in Llms on Intelligent Artifact Hugo en-us Sat, 08 Aug 2026 22:47:34 -0400 https://intelligentartifact.com/posts/ai-apocalypse-is-already-here/ Sat, 08 Aug 2026 22:47:34 -0400 https://intelligentartifact.com/posts/ai-apocalypse-is-already-here/ A political-philosophy case against generative AI as it already exists — not another industrial revolution, but the end of the human relationship to language, capitalism, and individualism. https://intelligentartifact.com/posts/tragedy-of-the-cognitive-commons/ Sat, 08 Aug 2026 22:44:55 -0400 https://intelligentartifact.com/posts/tragedy-of-the-cognitive-commons/ A conceptual paper reframing AI deskilling as a collective action problem — each organization rationally depletes the shared pool of expertise every org depends on to validate AI output. https://intelligentartifact.com/posts/born-against-or-why-hobby-programming-communities-are-against-llm-usage/ Thu, 06 Aug 2026 07:00:00 -0400 https://intelligentartifact.com/posts/born-against-or-why-hobby-programming-communities-are-against-llm-usage/ In hobby dev communities the process of mastery is the product — an LLM that generates the finished piece just robs you of the craft. https://intelligentartifact.com/posts/llms-cant-jump/ Wed, 05 Aug 2026 15:30:00 -0400 https://intelligentartifact.com/posts/llms-cant-jump/ An ICML position paper argues LLMs have mastered induction and deduction but structurally lack abduction — the creative leap that generates new axioms. https://intelligentartifact.com/posts/llms-reward-expertise/ Mon, 03 Aug 2026 21:00:00 -0400 https://intelligentartifact.com/posts/llms-reward-expertise/ Domain knowledge is the real prompting skill — the human, not the model, is the bottleneck as AI gets stronger. https://intelligentartifact.com/posts/how-to-build-agents-that-answer-data-questions/ Fri, 31 Jul 2026 21:30:38 +0000 https://intelligentartifact.com/posts/how-to-build-agents-that-answer-data-questions/ The DAB benchmark for data agents: why text-to-SQL isn't enough, the four real-world data challenges (messy joins, multi-database, free text, domain knowledge), and why frontier agents only pass 57% of the time. https://intelligentartifact.com/posts/how-to-choose-the-right-ocr-model/ Fri, 24 Jul 2026 21:30:07 +0000 https://intelligentartifact.com/posts/how-to-choose-the-right-ocr-model/ A practical framework for picking an OCR model: text-blocks vs document structure, API vs self-host, and why you should test on your own data instead of trusting benchmarks. https://intelligentartifact.com/posts/claude-design-easy-for-beginners/ Tue, 21 Jul 2026 06:00:15 -0700 https://intelligentartifact.com/posts/claude-design-easy-for-beginners/ The anti-generic Claude Design workflow: prepare three files (design.md → design system → template) so every deck starts on-brand and every feedback compounds into future designs. https://intelligentartifact.com/posts/claude-design-complete-guide/ Sun, 19 Jul 2026 11:45:51 -0700 https://intelligentartifact.com/posts/claude-design-complete-guide/ Full Claude Design platform walkthrough: expanded templates, bundled usage, design systems for on-brand output, and a motion-graphics-for-videos use case that is genuinely surprising. https://intelligentartifact.com/posts/how-to-automate-ai-evals-correctly/ Fri, 03 Jul 2026 21:30:24 +0000 https://intelligentartifact.com/posts/how-to-automate-ai-evals-correctly/ Part 1 of Hamel and Shreya's AI product engineering series: the analyze → measure → improve eval lifecycle, and three mistakes to avoid when using AI to automate evals.