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zhongqiyue

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Location beijing,china Joined Joined on 
How I Fixed My AI Chatbot's Timeout Nightmare

How I Fixed My AI Chatbot's Timeout Nightmare

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5 min read

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Why I ditched regex scrapers for an LLM parser (and when you shouldn't)

Why I ditched regex scrapers for an LLM parser (and when you shouldn't)

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4 min read
When Regex Fails: My Journey to AI-Powered Data Extraction

When Regex Fails: My Journey to AI-Powered Data Extraction

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4 min read
Extracting structured data from messy text: what worked for me

Extracting structured data from messy text: what worked for me

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3 min read
I tried 5 ways to build a Q&A system over my docs — here's what worked

I tried 5 ways to build a Q&A system over my docs — here's what worked

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5 min read
How I stopped fighting AI API chaos with a simple proxy

How I stopped fighting AI API chaos with a simple proxy

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5 min read
How I automated markdown docs from UI screenshots using AI

How I automated markdown docs from UI screenshots using AI

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5 min read
How I Built a Secure AI API Proxy Without Losing My Sanity

How I Built a Secure AI API Proxy Without Losing My Sanity

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4 min read
Building a Serverless Proxy for AI APIs: Lessons Learned

Building a Serverless Proxy for AI APIs: Lessons Learned

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4 min read
How I Fixed My AI Chatbot's Laggy Responses with Server-Sent Events

How I Fixed My AI Chatbot's Laggy Responses with Server-Sent Events

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5 min read
Why I stopped hardcoding AI API keys in my frontend

Why I stopped hardcoding AI API keys in my frontend

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4 min read
Why My AI Summary Pipeline Broke at 3 AM (and How I Fixed It)

Why My AI Summary Pipeline Broke at 3 AM (and How I Fixed It)

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4 min read
I almost gave up on my AI assistant — here’s how I fixed context handling

I almost gave up on my AI assistant — here’s how I fixed context handling

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5 min read
Why I Stopped Building My Own Document Q&A from Scratch

Why I Stopped Building My Own Document Q&A from Scratch

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4 min read
How I stopped dumping PDFs and started chatting with my documentation

How I stopped dumping PDFs and started chatting with my documentation

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3 min read
When My AI API Went Down: Building a Resilient Fallback Pipeline

When My AI API Went Down: Building a Resilient Fallback Pipeline

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4 min read
Why Your AI App Costs Too Much (And How I Fixed It)

Why Your AI App Costs Too Much (And How I Fixed It)

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3 min read
When Regex Fails: LLMs for Messy HTML Data

When Regex Fails: LLMs for Messy HTML Data

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4 min read
My Web Scraper Was Too Fragile — Here's How AI Fixed It

My Web Scraper Was Too Fragile — Here's How AI Fixed It

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Regex broke my scraper: Using LLMs for robust data extraction

Regex broke my scraper: Using LLMs for robust data extraction

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5 min read
Why I Gave Up on Perfect Selectors and Asked GPT to Extract My Data

Why I Gave Up on Perfect Selectors and Asked GPT to Extract My Data

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4 min read
I Built a Web Page Summarizer with AI (and Why You Might Not Want To)

I Built a Web Page Summarizer with AI (and Why You Might Not Want To)

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4 min read
When Your AI Provider Fails: Building a Resilient Fallback System

When Your AI Provider Fails: Building a Resilient Fallback System

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5 min read
Why my first RAG system hallucinated (and how I fixed it)

Why my first RAG system hallucinated (and how I fixed it)

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4 min read
I Spent a Weekend Fighting HTML Parsing. Here's What Finally Worked

I Spent a Weekend Fighting HTML Parsing. Here's What Finally Worked

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4 min read
Why regex wasn't enough for data extraction (and what I used instead)

Why regex wasn't enough for data extraction (and what I used instead)

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4 min read
Why My AI Feature Kept Failing (And How I Fixed It)

Why My AI Feature Kept Failing (And How I Fixed It)

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4 min read
Streaming AI Responses in a Serverless World: What I Learned the Hard Way

Streaming AI Responses in a Serverless World: What I Learned the Hard Way

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5 min read
When Your AI Service Goes Down: Building a Multi-Model Fallback System

When Your AI Service Goes Down: Building a Multi-Model Fallback System

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4 min read
How I Messed Up AI Streaming (And How You Can Avoid It)

How I Messed Up AI Streaming (And How You Can Avoid It)

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4 min read
How I Cut My AI API Costs by 70% Without Sacrificing Quality

How I Cut My AI API Costs by 70% Without Sacrificing Quality

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5 min read
I Gave Up on CSS Selectors: Using LLMs for Web Scraping

I Gave Up on CSS Selectors: Using LLMs for Web Scraping

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5 min read
When Your AI API Keeps Timing Out: A Lesson in Async Chunking

When Your AI API Keeps Timing Out: A Lesson in Async Chunking

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4 min read
Why My Regex-Based Parser Failed and How LLM Function Calling Saved Me

Why My Regex-Based Parser Failed and How LLM Function Calling Saved Me

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4 min read
I Exposed My API Key Twice Before Building a Proxy — Here's What I Learned

I Exposed My API Key Twice Before Building a Proxy — Here's What I Learned

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Taming AI API Rate Limits with Asyncio Queues

Taming AI API Rate Limits with Asyncio Queues

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5 min read
Why CSS selectors failed me: Using LLMs to scrape inconsistent web pages

Why CSS selectors failed me: Using LLMs to scrape inconsistent web pages

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5 min read
My Support Bot Kept Making Stuff Up — Here's How I Fixed It

My Support Bot Kept Making Stuff Up — Here's How I Fixed It

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Fixing JSON Output from GPT: A Pattern That Actually Works

Fixing JSON Output from GPT: A Pattern That Actually Works

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5 min read
Why My CSS Selectors Kept Breaking (and How LLMs Fixed It)

Why My CSS Selectors Kept Breaking (and How LLMs Fixed It)

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4 min read
When Regex Fails: Using LLMs to Extract Structured Data from Messy Pages

When Regex Fails: Using LLMs to Extract Structured Data from Messy Pages

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4 min read
How I stopped fighting with AI APIs and built a clean integration layer

How I stopped fighting with AI APIs and built a clean integration layer

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4 min read
How I Stopped Hitting AI API Rate Limits with a Simple Async Queue

How I Stopped Hitting AI API Rate Limits with a Simple Async Queue

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4 min read
I spent 3 days scraping a site until I tried LLMs for data extraction

I spent 3 days scraping a site until I tried LLMs for data extraction

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How I stopped writing regex and let AI parse my messy data

How I stopped writing regex and let AI parse my messy data

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4 min read
When regex fails: extracting structured data from messy text with LLMs

When regex fails: extracting structured data from messy text with LLMs

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4 min read
I stopped fighting broken parsers — here's how I use LLMs to extract web data reliably

I stopped fighting broken parsers — here's how I use LLMs to extract web data reliably

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4 min read
Why My AI Kept Giving Me Invalid JSON (And How I Fixed It)

Why My AI Kept Giving Me Invalid JSON (And How I Fixed It)

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4 min read
I Spent 3 Days Writing a Log Parser, Then an AI Did It in 30 Minutes

I Spent 3 Days Writing a Log Parser, Then an AI Did It in 30 Minutes

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5 min read
When HTML parsing fails: using LLMs to extract messy web data

When HTML parsing fails: using LLMs to extract messy web data

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4 min read
I spent 3 days writing regexes. Then I asked an AI to do it in 10 minutes.

I spent 3 days writing regexes. Then I asked an AI to do it in 10 minutes.

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4 min read
I Spent a Month Fighting LLMs to Extract Structured Data

I Spent a Month Fighting LLMs to Extract Structured Data

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4 min read
Why My AI-Powered Feature Almost Got Cancelled (And How I Fixed It)

Why My AI-Powered Feature Almost Got Cancelled (And How I Fixed It)

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How I stopped worrying about OpenAI rate limits (and costs)

How I stopped worrying about OpenAI rate limits (and costs)

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4 min read
Failing gracefully: building a resilient AI API client with fallback

Failing gracefully: building a resilient AI API client with fallback

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4 min read
I Thought I Knew Web Scraping — Until I Hit JavaScript

I Thought I Knew Web Scraping — Until I Hit JavaScript

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4 min read
How I Stopped Fighting Regex and Finally Extracted Data with LLMs

How I Stopped Fighting Regex and Finally Extracted Data with LLMs

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4 min read
I stopped writing regex for web scraping — here's what I do instead

I stopped writing regex for web scraping — here's what I do instead

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4 min read
My AI API Kept Failing — Until I Built This Simple Client

My AI API Kept Failing — Until I Built This Simple Client

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3 min read
Struggling with Text Extraction? Here’s How I Finally Cleaned Up Messy Data

Struggling with Text Extraction? Here’s How I Finally Cleaned Up Messy Data

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4 min read
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