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Screenshots, Charts, and Scanned PDFs: The Document Mess No Model Was Trained For

Enterprise text extraction quietly broke. The documents companies actually run on — dashboard screenshots, financial charts, scanned forms, slide decks

SERP API Proxies Residential Proxies Scraper Social Media

Xyla Huxley

2026-10-10

10 min read

Memo: Your Localization Team Is Asking for Dubbing Data You Don't Have

Your subtitle operation runs like plumbing: source files in, translations out, turnaround in days, cost per minute of video in cents.

SERP API Proxies Residential Proxies Scraper ISP Proxies Social Media

Xyla Huxley

2026-10-10

10 min read

One Product, Forty Prices: A Methods Paper on Measuring Geo-Pricing Honestly

Regional price discrimination is one of the most studied and worst-measured phenomena in e-commerce

SERP API Proxies Residential Proxies Scraper Social Media

Xyla Huxley

2026-10-10

10 min read

The Exit Audit: Twelve Questions That Reveal What Your Scraping Vendor Really Costs to Leave

Nobody prices the exit when they sign. Then a budget crunch, a better rate, or a compliance mandate arrives, and the switching cost turns out to be the most expensive line in the vendor's favor.

SERP API Proxies Residential Proxies Scraper Social Media

Xyla Huxley

2026-10-10

10 min read

同一部片，你的國家看不到：串流內容庫監測的田野筆記

OTT 平台的內容庫因地區而異——上架時間不同、片單不同、下架時間也不同。

Proxies Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

Where Embodied AI Grants Actually Go: A Robotics Lab's Data Budget, Itemized

Robotics teams chasing imitation learning keep discovering the same arithmetic: the model is ready, the simulator is ready, and the demonstration data isn't.

SERP API Proxies Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

3,200 Hours of Indonesian and Almost Nothing Else Anywhere: A Low-Resource Speech Inventory Report

Ask any speech team what's hard about Indonesian, Thai, or Malay ASR and you'll get the same answer: not the modeling — the data.

Proxies SERP API Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

Nine Million Questions: The Quiet Market for Exam-Question Datasets

The hottest training material in EdTech AI isn't essays — it's exam questions: millions of them, structured, answer-keyed, and licensable.

SERP API Proxies Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

Skip the Scraper: The Three-Way Decision for YouTube Comments Data

Every sentiment-analysis team that needs YouTube comments at scale faces the same fork: scrape it yourself, run a scraping API, or buy a pre-collected dataset.

SERP API Proxies Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

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