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⚡ AI Lessons

Dev.to · Bonzai2Carn
2d ago
Diagnosing a Failing PDF Extraction Pipeline
TLDR: We stress-tested a deterministic column detection pipeline against a LaTeX academic paper. The...

Dev.to · Bonzai2Carn
⚡ AI Lesson
4d ago
The Three-Tier PDF Extraction Model: Demystifying PDF.js
TLDR: Every manufactured PDF (not scanned) has three fidelity levels available to a browser-side...

Dev.to · Bonzai2Carn
⚡ AI Lesson
6d ago
Why Web Workers Swallow Your Stacktraces (And How to Write Specs to Fix It)
TLDR: A spec that says "the function checks r.bbox.x < pageWidth / 2" without saying where...

Dev.to · Bonzai2Carn
🖌️ UI/UX Design
⚡ AI Lesson
1w ago
Web Components vs. Iframes: A Hard Lesson in DOM Isolation Barriers
TLDR A custom element that fetched a canonical app's HTML and swapped...

Dev.to · Bonzai2Carn
1w ago
Seven Table Parsers, One Interface: Designing a Table Formatter and Node Editor (TAFNE)
Table Formatter Repo The first question most people ask when they see TAFNE accept HTML,...

Dev.to · Bonzai2Carn
🖌️ UI/UX Design
⚡ AI Lesson
2w ago
Debugging Mobile Drag & CSS Specificity in a Real-Time PDF Diff Tool
TLDR: Three UI problems, three different root causes. The column detection fix was algorithmic. The...

Dev.to · Bonzai2Carn
🖌️ UI/UX Design
⚡ AI Lesson
2w ago
Under the Hood: Drag, Touch, and CSS Cascade in a Real Diff UI
TLDR: Three interconnected UI problems reveal how layout-aware drag detection, unified touch/mouse...

Dev.to · Bonzai2Carn
2w ago
Most PDF Extractors Use the Wrong API: Here’s What We Built Instead
TLDR: PDF.js exposes three data sources at three fidelity levels. The industry default is the one...

Dev.to · Bonzai2Carn
3w ago
Why Splitting a 2,500-Line File Broke Our Architecture
TLDR A single 2500-line index.html with all JS inline worked. Splitting it into...

Dev.to · Bonzai2Carn
⚡ AI Lesson
3w ago
Stop Parsing PDFs at Render Time: A Better Architecture for Structured Extraction
TLDR: The reason most frontend PDF extraction is wrong is that developers try to infer document...

Dev.to · Bonzai2Carn
2mo ago
The Empty Quadrant: Mapping the Design Space of Frontend PDF Extraction
A user asked me a sharp question yesterday: Looking at your extraction pipeline, pdfjs +...

Dev.to · Bonzai2Carn
2mo ago
How to Stop PDF Parsers from Hallucinating Tables out of Thin Air
PDF extraction is usually blind. If you've ever tried to write a script to scrape a PDF, you know...

Dev.to · Bonzai2Carn
📣 Digital Marketing & Growth
⚡ AI Lesson
3mo ago
Cleaning Broken HTML Tables from PDFs, Scrapes, and Legacy Exports in Vanilla JS
HTML tables are liars. If you haven't worked deeply with HTML tables, you might think a table is...
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