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📰 Dev.to · Twio_AI

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Can You Vibe-Code Without Understanding the Code? I Tried

Dev.to · Twio_AI 🧠 Large Language Models ⚡ AI Lesson 2mo ago

Can You Vibe-Code Without Understanding the Code? I Tried

Lessons from 100,000+ lines of LLM-written code at a two-person startup. twio is an AI workspace for...

Inside Twio: Optimizing Queue System for AI Workflows Instead of Scaling Compute

Dev.to · Twio_AI 💻 AI-Assisted Coding ⚡ AI Lesson 2mo ago

Inside Twio: Optimizing Queue System for AI Workflows Instead of Scaling Compute

A few users running our email import at once slowed it to a crawl — and more servers wouldn't have helped. Here's where the real bottleneck was hiding, and the

From Monolith Prompt to Event-Driven Agent — twio's Architecture Story

Dev.to · Twio_AI 🧠 Large Language Models ⚡ AI Lesson 3mo ago

From Monolith Prompt to Event-Driven Agent — twio's Architecture Story

We rebuilt the same mortgage workflow three times. Each iteration wasn't a prompt tweak—it was offloading one more responsibility from the LLM to the harness.

Why Twio Chose Vertex AI Search over pgvector for Production RAG

Dev.to · Twio_AI 🔍 RAG & Vector Search 3mo ago

Why Twio Chose Vertex AI Search over pgvector for Production RAG

When we first built RAG at Twio, pgvector was the obvious pick. Our business data was already in...