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⚡ AI Lessons

Dev.to · RileyKim
3d ago
I Replaced OpenAI and Saved 97.5% Per Month — Here's the Playbook
I Replaced OpenAI and Saved 97.5% Per Month — Here's the Playbook Last month I sat down with my...

Dev.to · RileyKim
⚡ AI Lesson
3d ago
I Wish I Migrated Off OpenAI Sooner — Here's the Cost Breakdown
I Wish I Migrated Off OpenAI Sooner — Here's the Cost Breakdown Six months ago I stared at our cloud...

Dev.to · RileyKim
🤖 AI Agents & Automation
⚡ AI Lesson
4d ago
I Spent 30 Days Comparing Startup and Enterprise AI APIs
I Spent 30 Days Comparing Startup and Enterprise AI APIs Look, I'm just a dude building a SaaS side...

Dev.to · RileyKim
🧠 Large Language Models
⚡ AI Lesson
6d ago
Open-Source LLM APIs Beat Self-Hosting. Here's the Math.
So here's what happened: open-Source LLM APIs Beat Self-Hosting. Here's the Math. Last quarter I sat...

Dev.to · RileyKim
🛠️ AI Tools & Apps
⚡ AI Lesson
1w ago
Why I Spent a Weekend Comparing AI API Prices — And What Surprised Me
Why I Spent a Weekend Comparing AI API Prices — And What Surprised Me Last Saturday I canceled my...

Dev.to · RileyKim
🔧 Backend Engineering
⚡ AI Lesson
1w ago
I Wish I'd Found DeepSeek V4 Flash Sooner — A Backend Breakdown
I Wish I'd Found DeepSeek V4 Flash Sooner — A Backend Breakdown I'll be honest with you: I rolled my...

Dev.to · RileyKim
2w ago
DeepSeek API Meets Django: A Production-Grade Walkthrough
DeepSeek API Meets Django: A Production-Grade Walkthrough I still remember the night a regional...

Dev.to · RileyKim
🧠 Large Language Models
⚡ AI Lesson
2w ago
I Wish I'd Built RAG With DeepSeek Sooner — Here's The Breakdown
I Wish I'd Built RAG With DeepSeek Sooner — Here's The Breakdown Three months ago I took on a...

Dev.to · RileyKim
🛠️ AI Tools & Apps
⚡ AI Lesson
2w ago
I Cut My OpenAI Bill By 97% — A Freelancer's Migration Playbook
I gotta say, i Cut My OpenAI Bill By 97% — A Freelancer's Migration Playbook I'll be honest with...

Dev.to · RileyKim
🛠️ AI Tools & Apps
⚡ AI Lesson
2w ago
Airtable AI From Scratch: A Freelance Dev's Cost Breakdown
Airtable AI From Scratch: A Freelance Dev's Cost Breakdown I run a one-person shop. No co-founders,...

Dev.to · RileyKim
3w ago
How I Built My First Real AI Agent with DeepSeek — A Bootcamp Grad's Guide...
So here's what happened: how I Built My First Real AI Agent with DeepSeek — A Bootcamp Grad's Guide...

Dev.to · RileyKim
🛠️ AI Tools & Apps
⚡ AI Lesson
3w ago
Cutting AI Text-to-Speech API Costs: My 2026 Analysis
Honestly, cutting AI Text-to-Speech API Costs: My 2026 Analysis I spent the last six months...

Dev.to · RileyKim
🔍 RAG & Vector Search
⚡ AI Lesson
3w ago
I Cut RAG Costs 65% With DeepSeek + ChromaDB — Full Data
I Cut RAG Costs 65% With DeepSeek + ChromaDB — Full Data Last quarter my team burned through $14,800...

Dev.to · RileyKim
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
I Stumbled Into a 40x Cost Reduction by Switching to Chinese AI Models
Look, I didn't plan this. I was building a side project — an AI writing assistant for my blog — and...

Dev.to · RileyKim
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
I Tried Self-Hosting Open Source AI Models. Here's Why I Went Back to APIs.
Look, I really wanted self-hosting to work. I've got a homelab. I like owning my infrastructure. The...

Dev.to · RileyKim
1mo ago
The Developer's Guide to Picking the Right AI Code Model in 2026 (I Spent $500 So You Don’t Have To)
I’ve been building backend systems for over a decade. I’ve seen AI code generators go from “cute...

Dev.to · RileyKim
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Quick Tip: Benchmarking Multimodal APIs in Under 10 Minutes
Look, I’m a backend engineer. I don’t have time to read through 40 pages of model cards before...

Dev.to · RileyKim
1mo ago
Quick Tip: Benchmarking Multimodal APIs in Under 10 Minutes
Look, I’m a backend engineer. I don’t have time to read through 40 pages of model cards before...

Dev.to · RileyKim
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
How I Slashed My AI API Bill by 95% — A Practical Guide for 2026
I remember the exact moment I nearly choked on my coffee. I was staring at my OpenAI bill for March...
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