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Ayan Pahwa

Author

Ayan Pahwa

Ayan is a developer advocate at Zyte.

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·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

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·June 29, 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·June 25, 2026
How to run any model inside Claude Code

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·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·June 19, 2026
How to build your first Scrapy extension
Scraping strategy

How to build your first Scrapy extension

Why my Scrapy project plays a triumphant fanfare when a crawl finishes clean and a sad trombone when it doesn't, and how I finally learned how to build Scrapy extensions (it's easy)

Ayan Pahwa·June 18, 2026
Now what exactly is loop engineering? And where do Anthropic's Fable 5 model and web scraping fit in?
Large Language Models (LLMs)

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·June 10, 2026
Web scraping on an iPhone? Yes, really!
Use case

Web scraping on an iPhone? Yes, really!

When you can scrape the web by API, a world of possibility opens up. Yes, you can extract live web data using iOS Shortcuts.

Ayan Pahwa·10 min·June 4, 2026
Automate deployment of your web scraper on VPS with Ubuntu 24.04 cloud-init
How To

Automate deployment of your web scraper on VPS with Ubuntu 24.04 cloud-init

Your VPS is ready, but now you need to work through the same sequence you have run a dozen times before: apt update, apt install python3-pip, pip install scrapy, playwright install chromium, the Chromium dependency list that never installs cleanly on the first try, Redis, possibly Postgres, whatever else this particular project needs.

Ayan Pahwa·May 31, 2026
Web scraping on 22 KB of RAM: Fitting the world on an ESP8266 microcontroller
How To

Web scraping on 22 KB of RAM: Fitting the world on an ESP8266 microcontroller

Data-gathering doesn’t have to be memory-intensive. You can fit the world’s weather on a 9cm-square board, when you move the work to a web scraping API.

Ayan Pahwa·May 25, 2026
Flatcar Linux for web scrapers: deploy immutable containers with just one config file
How To

Flatcar Linux for web scrapers: deploy immutable containers with just one config file

the next time you spin up a VPS to give it a persistent home, you spend the better part of an afternoon rebuilding from memory: installing Scrapy, wiring up Redis, configuring the systemd units, getting Playwright's Chromium dependencies in the right state. Here's a tool to help

Ayan Pahwa·May 25, 2026
My agentic coding setup: Claude Code, multi-agent orchestration, and how I actually work
How To

My agentic coding setup: Claude Code, multi-agent orchestration, and how I actually work

Ayan's 4 agent team, using Claude's /goal, and the models and coding agents he uses to code effectively.

Ayan Pahwa·May 22, 2026
OpenClaw and Claude helped me buy the perfect sneakers using Zyte API
Use case

OpenClaw and Claude helped me buy the perfect sneakers using Zyte API

Quickly compare e-commerce products across any site with an agent, a skill and an AI-powered web scraping API.

Ayan Pahwa·10 min·April 30, 2026
Giving spidey-senses to your web scraping spiders using Spidermon
Use case

Giving spidey-senses to your web scraping spiders using Spidermon

Learn how Spidermon helps you monitor web scraping data quality in real time. Validate items, track field coverage, and get alerts before bad data impacts your pipeline.

Ayan Pahwa·5 min·April 27, 2026
Code is cheap, show me the talk: How copilots are re-engineering developers

Code is cheap, show me the talk: How copilots are re-engineering developers

Mastery of computer code used to be an engineer’s differentiator. Thanks to AI assistants, code is now the commodity, sensibility is the real premium.

Ayan Pahwa·10 min·March 20, 2026
Build your own MCP server: LLMs meets web data with Zyte API
How To

Build your own MCP server: LLMs meets web data with Zyte API

Learn how to build your own Model Context Protocol (MCP) server to connect LLMs with real-time web data using Zyte API, FastMCP, and the Docker MCP toolkit.

Ayan Pahwa·10 min·March 16, 2026
Brewing a bot: RAG and web data fuel the perfect coffee recommendation
Use case

Brewing a bot: RAG and web data fuel the perfect coffee recommendation

Learn how to build a real-time AI chatbot using RAG, web scraping, Zyte API, LangChain, and OpenAI. Scrape JavaScript-heavy websites, store data in a vector database, and generate accurate answers from fresh web data.

Ayan Pahwa·10 min·March 5, 2026
Scraping Swiss Army Knife: My personal fix for web setup fatigue using Docker, Scrapy and Zyte
Use case

Scraping Swiss Army Knife: My personal fix for web setup fatigue using Docker, Scrapy and Zyte

Tired of repeating web scraping setup? Learn how a multi-arch Docker container with Scrapy, Zyte, Requests, and Pandas speeds up exploration and debugging.

Ayan Pahwa·10 min·February 5, 2026
How I trade gold using e-ink, live data and an old Raspberry Pi
Use case

How I trade gold using e-ink, live data and an old Raspberry Pi

Track real-world gold and silver retail prices automatically using Zyte API, Python, and a Raspberry Pi with an e-ink display. Learn how to scrape rendered HTML, parse prices, and build an always-on trading dashboard.

Ayan Pahwa·10 min·February 2, 2026

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