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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.

Harness Engineering, part 2: harnessing a data extraction agent
Large Language Models (LLMs)

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

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

Ayan Pahwa·8 min read
The harness matters more than the model - Podcast EP07
AI-assisted data extraction

The harness matters more than the model - Podcast EP07

John Rooney·11 min read

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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
My personal agent setup: the architecture that runs my household and my DevRel work
Article

My personal agent setup: the architecture that runs my household and my DevRel work

"Four people, four diets, two work schedules, and a baby who answers to nobody. That's what finally made me build a personal agent." A walkthrough of the actual architecture I run to hold my household and my DevRel work together — profiles, skills, memory, and the web-data layer that makes it all reach the live web.

Neha Setia Nagpal·AI·11 min read·June 16, 2026
Data is the new water
Article

Data is the new water

For 20 years, we were told “data is the new oil”. That’s no longer true. In the era of the fluid web, information is more fundamental, cleaner and abundant than that.

Robert Andrews·Web data collection·10 min read·June 16, 2026
Building robust agentic AI workflows with rapid web data
Article

Building robust agentic AI workflows with rapid web data

AI agents need access to public web data, right now. Tools connected to web scraping APIs empower agents to return live data quickly.

Theresia Tanzil·Use case·10 min read·June 10, 2026
Now what exactly is loop engineering? And where do Anthropic's Fable 5 model and web scraping fit in?
Article

Now what exactly is loop engineering? And where do Anthropic's Fable 5 model and web scraping fit in?

A viral clip from Claude Code's creator put a name to something a lot of us have been circling: loop engineering. Here's why web scraping may be its best-fit domain — and what that means in practice.

Ayan Pahwa·Developer interest·12 min read·June 10, 2026
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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

How to transfer browser cookies to an http session when web scraping
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Video · Zyte YouTube

How to transfer browser cookies to an http session when web scraping

January 27, 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

On demand

2026 Web Scraping Industry Report by Zyte

Webinar · On demand

On demand

Extract Summit 2025 — Dublin

In-person conference · Dublin, Ireland

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