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Schema-Driven AI: Better User Experiences with Structured Output
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Schema-Driven AI: Better User Experiences with Structured Output
Transforms chatting from simple text generators into powerful data processing engines, enabling extraction of organized information from PDFs, audio files, and more. Here are some practical techniques for building, including audio analysis, pdf data extraction and conversation state management, showcasing how constraint-driven outputs can power rich user experiences.
Image Gen on Apple Silicon
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Image Gen on Apple Silicon
We've got the apple silicon, lets download some models and make some pictures
Recipes big and small
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Recipes big and small
The hardest thing about living in the future is that we're figuring it out as we go. Here's some notes of things to play with.
Exposing Services with MCP
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Exposing Services with MCP
Model Context Protocol bridges the gap between AI models and your applications. Learn how defining simple tools with descriptions and parameters lets Claude intelligently combine services without explicit instructions.
Slicing up a design from figma
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Slicing up a design from figma
In this hands-on comparison, three coding tools - Cursor, Aider, and v0 - are put to the test as they attempt to replicate a design from Figma into functional HTML and CSS code, revealing their strengths, weaknesses, and quirks.
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Thoughts on gemini

Will Schenk April 4, 2025

Thoughts on gemini

Despite popular narratives about Google lagging in AI, their Gemini models reveal engineering excellence that's hard to ignore when you strip away the conservative product decisions and UI polish. From the lightweight yet powerful Gemma 3 to the multimodal capabilities of Gemini 2.5, Google's models demonstrate a level of speed, precision, and fundamental understanding that suggests they're not playing catch-up—they're just being cautious.

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Schema-Driven AI: Better User Experiences with Structured Output

Will Schenk March 30, 2025

Schema-Driven AI: Better User Experiences with Structured Output

Transforms chatting from simple text generators into powerful data processing engines, enabling extraction of organized information from PDFs, audio files, and more. Here are some practical techniques for building, including audio analysis, pdf data extraction and conversation state management, showcasing how constraint-driven outputs can power rich user experiences.

Read more →
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2024

01.
AI DIGITAL TRANSFORMATION USING BEST IN CLASS AI
02.
PRODUCT DESIGN AND ENGINEERING
03.
MODELING AND DATA INTERPRETATION FOR AI TUNING
04.
UPDATING OLD MOBILE AND WEB APPS FOR AI

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