📰 Dev.to · BAOFUFAN

I Spent 3 Hours Cracking Data Persistence Testing with Playwright Network Interception

After 2 Years with LangChain, I Discovered I've Been Testing AI Agent Memory All Wrong

RAG Memory Amnesia: How I Debugged Vanishing User Preferences and Built Regression Tests with LangChain + Chroma

A 6-Hour Bug Hunt: E2E Testing Browser Storage Consistency

The 3-Hour Redis Cache Bug: Automated with Pytest

localStorage Clearing Pitfalls: A Stale Token Took Me 3 Hours to Debug

LLM Memory System Pitfalls: A 3-Hour Bug Hunt Solved with Pytest Snapshot Testing

How I Slashed Context Loss from 30% to 0% with Automated LangChain Memory Tests

Bringing LLM Memory Regression Tests from 30 Minutes Down to 90 Seconds with pytest + Redis

Automating Agent Memory Regression with pytest & Vector DB: 5x Defect Discovery Speedup

LangChain Memory Pitfall: A Concurrency Race Condition That Cost Me 6 Hours

LangChain + Chroma: Multi-turn RAG Memory and Automated Testing That Turned 2-Hour Bugs Into 5-Minute Fixes

How Automating RAG Memory Tests with ChromaDB Quadrupled Our Bug Discovery Rate

From Mock to Real Redis: Cutting Agent Memory Test Leakage from 30% to 0

50 pytest Tests That Caught Redis Cache Bugs Before Production — 90% Fewer Incidents

How I Built a Private Knowledge Base with LangChain + FastAPI — and the 3 Pitfalls That Cost Me 8 Hours

AI Chat Memory Pitfalls: 30% of Conversations Lost on Refresh

How Moving Rate Limiting to Redis+Go 8x'd Our API Gateway Throughput (And Cost Us 3 Days of Debugging)

Stop Guessing Memory: How to Automate LangChain Memory Testing and Catch 80% of Multi-Turn Failures

IndexedDB Automation Testing Pitfalls: 3 Hidden Bugs & 30 Wasted Hours

Debugging AI Agent Memory Loss: A 3-Day Investigation

How I Slashed Our LLM API Token Costs by 90% — From 1M to 100K Daily

Validating AI Agent Memory with ChromaDB: How a Misaligned Similarity Threshold Cost Me 3 Hours

From 2 Hours to 3 Minutes: Eliminating Missed Tests in AI Memory Consistency Testing