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Discord Community

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.

The harness matters more than the model - Podcast EP07
AI-assisted data extraction

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·11 min read·June 27, 2026
Zyte's first Developer Community Meetup: the recap, slides, and recording
Announcement

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·3 min read·June 25, 2026
1 C N T 1225

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
AI

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·14 min read·June 23, 2026
Why I'm adding GLM-5.2 to my agentic coding arsenal
Large Language Models (LLMs)

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·12 min read·June 19, 2026
How to build your first Scrapy extension
Developer interest

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·11 min read·June 18, 2026
My personal agent setup: the architecture that runs my household and my DevRel work
AI

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·11 min read·June 16, 2026
Data is the new water
Web data collection

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·10 min read·June 16, 2026
Building robust agentic AI workflows with rapid web data
Use case

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·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?
Developer interest

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·12 min read·June 10, 2026
Enhancing AI model performance with fresh web data
Use case

Enhancing AI model performance with fresh web data

No-one likes an out-of-touch AI assistant. Fortunately, rapid refreshing can keep AI models aware of the very latest public information.

Theresia Tanzil·10 min read·June 9, 2026
What's becoming of web scraping developers in the age of AI agents?
AI-assisted data extraction

What's becoming of web scraping developers in the age of AI agents?

AI agents can generate code, suggest selectors, and draft crawl logic. What they can't do is design the system that decides when to stop, what to trust, and how to recover when the web pushes back. That job still belongs to a human.

Neha Setia Nagpal·14 min read·June 9, 2026
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