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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

The Strangest Data Shortage of 2026: Recordings of Software Being Used

The best-funded modeling problem in the industry — agents that operate software — is bottlenecked on a data type that barely existed as a category two years ago: trajectories of real computer use.

SERP API Proxies Residential Proxies Scraper Social Media ISP Proxies

Xyla Huxley

2026-10-10

10 min read

買，不要爬：當法務開始審查你的訓練資料來源

社媒資料的採購邏輯已經翻轉。以前是「先爬再說，被擋再換 IP」；現在是 Reddit 對 AI 公司提起訴訟、平台授權協議動輒數千萬美元、企業買家在簽約前第一句話就問「你的訓練資料有授權嗎」。

Scraper ISP Proxies Social Media API Residential Proxies Proxies

Xyla Huxley

2026-10-10

10 min read

Website Change Monitoring with Proxies: How to Reduce False Alerts

Learn how to build a reliable website change monitoring workflow with proxies, regional checks, content hashing, field-level diffs, and practical alert rules.

Residential Proxies Proxies Scraper

Jenny Avery

2026-09-30

5 min read

Proxy Rotation Strategy for Web Scraping: When to Rotate IPs and When to Keep a Session

Build a practical proxy rotation strategy for web scraping. Learn when to use rotating or sticky sessions, how to set retry limits, and which metrics reveal an unhealthy collector.

Residential Proxies Proxies Scraper

Jenny Avery

2026-09-24

5 min read

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