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Zyte Blog

Field notes from the world of data extraction.

Articles, interviews and analysis on how data is gathered, used and fought over — written by the people closest to it.

An automatic Claude writer device, writing code.
AI-assisted data extraction

Claude Fable 5 is the new best model for writing scrapers

We ran nine models, including the new GPT-5.6, through our Zyte Scraping Code Benchmark. Claude Fable 5 puts Sol and others in the shade - but it’s pricey, and the best extraction code still depends on the best infrastructure.

Konstantin Lopukhin·8 min read·July 10, 2026
gpt5-6-cover
AI

GPT-5.6, Fable 5, and GLM-5.2 entered a bar “crawl” and got hit by The Rate Limit

Ayan Pahwa·16 min read
skills-are-software
Open-source

Treat your AI skills like software, starting with evals

Neha Setia Nagpal·14 min read

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An automatic Claude writer device, writing code.
Article

Claude Fable 5 is the new best model for writing scrapers

We ran nine models, including the new GPT-5.6, through our Zyte Scraping Code Benchmark. Claude Fable 5 puts Sol and others in the shade - but it’s pricey, and the best extraction code still depends on the best infrastructure.

Konstantin Lopukhin·AI-assisted data extraction·8 min read·July 10, 2026
gpt5-6-cover
Article

GPT-5.6, Fable 5, and GLM-5.2 entered a bar “crawl” and got hit by The Rate Limit

When OpenAI shipped GPT-5.6 and Anthropic's Fable 5 was sitting at the top of the price list, my question was not "which one wins a leaderboard." It was the one I actually pay for: for the scraping I do, how much model do I need to buy?

Ayan Pahwa·AI·16 min read·July 10, 2026
skills-are-software
Article

Treat your AI skills like software, starting with evals

Most AI skills are never tested — and it shows. Here's how Zyte evaluates scraping skills like real software, catching failures demos miss.

Neha Setia Nagpal·Open-source·14 min read·July 8, 2026
scrapy-ai-skills▶
Video

AI generated these Scrapy projects - why I won't ship them

What happens if you let AI create a Scrapy project from just a simple prompt? Here's what I got and what I had to fix.

John Rooney·Scraping practice·1 min read·July 7, 2026
Harness Engineering, part 2: harnessing a data extraction agent
Article

Harness Engineering, part 2: harnessing a data extraction agent

Point it at a website, tell it which fields you want, get back clean structured records. That's the agent we're designing in this post — and the interesting part isn't the model, it's the harness decisions that make it actually reliable at scale.

Ayan Pahwa·Large Language Models (LLMs)·8 min read·July 1, 2026
Harness Engineering, part 1: what is an agent harness and why it matters
Article

Harness Engineering, part 1: what is an agent harness and why it matters

Same model, same weights, zero retraining — LangChain changed nothing but the scaffolding around a coding model and jumped it from 30th place to the top five on a benchmark. That scaffolding has a name: the harness. And it's the part you actually control.

Ayan Pahwa·Large Language Models (LLMs)·8 min read·June 29, 2026
The harness matters more than the model - Podcast EP07
Article

The harness matters more than the model - Podcast EP07

"The model is the engine — but the harness is everything else." In Episode 7, we dig into why the infrastructure layer around your AI model matters more than the model itself, rank the best models available right now, and ask whether the open-weighted revolution is about to make frontier subscriptions obsolete.

John Rooney·AI-assisted data extraction·11 min read·June 27, 2026
Zyte's first Developer Community Meetup: the recap, slides, and recording
Article

Zyte's first Developer Community Meetup: the recap, slides, and recording

AI agents can now write, run, and self-heal your web scrapers, and in Zyte's first-ever Web Scraping Community Meetup we show you exactly how. Live demos, a Claude Code plugin that turns a prompt into production-ready data, and a fireside chat on where AI is really heading.

Ayan Pahwa·Announcement·3 min read·June 25, 2026
1 C N T 1225
Article

How to run any model inside Claude Code

I run GLM 5.2 inside Claude Code with the same tools, the same skills, and the same agent loop. Three environment variables is all it takes.

Ayan Pahwa·11 min read·June 23, 2026
C N T 1216 Main
Article

The best agent skill is the one that says the least

More instruction, worse output. Zyte's head of R&D on why telling your agent exactly what to do can blind it to the obvious answer.

Neha Setia Nagpal·AI·14 min read·June 23, 2026
Why I'm adding GLM-5.2 to my agentic coding arsenal
Article

Why I'm adding GLM-5.2 to my agentic coding arsenal

Is GLM-5.2 really closing the gap to Anthropic - and at just a fraction of the cost - or is it just more AI hype? I think so, and let me show you why.

Ayan Pahwa·Large Language Models (LLMs)·12 min read·June 19, 2026
How to build your first Scrapy extension
Article

How to build your first Scrapy extension

My Scrapy project now plays a triumphant fanfare when a crawl finishes clean and a sad trombone when it doesn't, which is also how I finally learned what Scrapy's extension points are actually for.

Ayan Pahwa·Developer interest·11 min read·June 18, 2026
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scrapy-ai-skills
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Video · Zyte YouTube

AI generated these Scrapy projects - why I won't ship them

July 7, 2026

Screenshot webpages with this Claude Skill and Zyte API
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Video · Zyte YouTube

Screenshot webpages with this Claude Skill and Zyte API

March 6, 2026

0% Hallucination? RAG + Web Scraping (Step-by-Step)
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Video · Zyte YouTube

0% Hallucination? RAG + Web Scraping (Step-by-Step)

March 5, 2026

Generate HTML Parsing code the right way with Scrapy & Web Scraping Copilot
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Video · Zyte YouTube

Generate HTML Parsing code the right way with Scrapy & Web Scraping Copilot

February 23, 2026

Zyte API Sessions - flexible cookie management maintaining control
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Video · Zyte YouTube

Zyte API Sessions - flexible cookie management maintaining control

February 6, 2026

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7–8 Oct 2026

Extract Summit 2026 — Austin, TX

In-person conference · Austin, TX

10–11 Nov 2026

Extract Summit 2026 — Dublin

In-person conference · Dublin, Ireland

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2026 Web Scraping Industry Report by Zyte

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Extract Summit 2025 — Dublin

In-person conference · Dublin, Ireland

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