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I almost gave up on my AI assistant — here’s how I fixed context handling
Dev.to · zhongqiyue 🧠 Large Language Models ⚡ AI Lesson 2d ago
I almost gave up on my AI assistant — here’s how I fixed context handling
I’ve been building a personal AI assistant for the past few months. You know the kind: you chat with...
Build Your Own Shakespearean LLM
Dev.to · Michael Mathews 🧠 Large Language Models ⚡ AI Lesson 2d ago
Build Your Own Shakespearean LLM
You know about LLMs (Large Language Models), but how are they created? Let's build our own to find...
My AI System Logged 35,669 LLM Calls. It Still Couldn’t Tell Me What They Cost.
Dev.to · Dariusz Newecki 🧠 Large Language Models ⚡ AI Lesson 2d ago
My AI System Logged 35,669 LLM Calls. It Still Couldn’t Tell Me What They Cost.
CORE had telemetry. That was the comforting part. Every LLM exchange was being logged. Prompt...
Multi-Provider LLM Routing: How to Build a Fault-Tolerant AI Pipeline
Dev.to · hhhfs9s7y9-code 🧠 Large Language Models ⚡ AI Lesson 2d ago
Multi-Provider LLM Routing: How to Build a Fault-Tolerant AI Pipeline
Step-by-step guide to multi-provider LLM pipelines with automatic failover, cost optimization, and drift detection.
LLM API Reliability in Production: What 10,000 Calls Taught Us About Failure Patterns
Dev.to · hhhfs9s7y9-code 🧠 Large Language Models ⚡ AI Lesson 2d ago
LLM API Reliability in Production: What 10,000 Calls Taught Us About Failure Patterns
Real data on LLM API failure patterns: timeouts, rate limits, schema violations. How to build self-healing AI agents.
Healthcare-specific AI is the practical model story builders should watch
Dev.to · Jenuel Oras Ganawed 🧠 Large Language Models ⚡ AI Lesson 2d ago
Healthcare-specific AI is the practical model story builders should watch
Nvidia and Abridge's reported healthcare-specific AI model points to a bigger shift: serious AI products need domain context, workflow design, evaluation, and h
I Built an AI Agent That Writes and Posts Articles For Me — Here's What Happened
Dev.to · Sam Hartley 🧠 Large Language Models ⚡ AI Lesson 2d ago
I Built an AI Agent That Writes and Posts Articles For Me — Here's What Happened
A few months ago I started posting on Dev.to about my side projects. It was fun at first — writing...
Why I Stopped Building My Own Document Q&A from Scratch
Dev.to · zhongqiyue 🧠 Large Language Models ⚡ AI Lesson 2d ago
Why I Stopped Building My Own Document Q&A from Scratch
Two months ago, I was knee-deep in a project that sounded simple: build a system that could answer...
I expected the cheaper model to be cheaper. It cost 8.6 more.
Dev.to · Yogesh23012001 🧠 Large Language Models ⚡ AI Lesson 2d ago
I expected the cheaper model to be cheaper. It cost 8.6 more.
I'd routed the same one-word prompt to Claude Haiku and to Gemini 2.5 Flash. Flash has the lower...
Why Your Local LLM Setup Is Costing More Than You Think — And What Happens When It Breaks
Dev.to · xu xu 🧠 Large Language Models ⚡ AI Lesson 2d ago
Why Your Local LLM Setup Is Costing More Than You Think — And What Happens When It Breaks
You're three hours into debugging a model quantization issue. The GPU utilization is sitting at 12%....
Linear Ensembles Can Erase LLM Watermarks
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2d ago
Linear Ensembles Can Erase LLM Watermarks
Watermarking schemes that embed distributional perturbations into LLM outputs are effectively broken...
The "Demo vs. Production" Trap: Building a Scalable Kafka Pipeline for LLMs
Dev.to · Shalini Srivastava 🧠 Large Language Models ⚡ AI Lesson 2d ago
The "Demo vs. Production" Trap: Building a Scalable Kafka Pipeline for LLMs
Why synchronous API wrappers break under bursty AI traffic, and how to fix it using an event-driven...
MCP Server and RAG: A Simple Introduction for Developers
Dev.to · Gaurav Kumar Singh 🧠 Large Language Models ⚡ AI Lesson 3d ago
MCP Server and RAG: A Simple Introduction for Developers
AI tools are becoming more useful for developers, but they still have one big problem: they do not...
LocalAnt: using ChatGPT as the brain and your local computer as the hands
Dev.to · Y H 🧠 Large Language Models ⚡ AI Lesson 3d ago
LocalAnt: using ChatGPT as the brain and your local computer as the hands
I have been building LocalAnt, a local-first MCP gateway for ChatGPT. GitHub:...
Helicone is in maintenance mode. So I built the lightweight alternative I wanted.
Dev.to · Javokhir Khusanov 🧠 Large Language Models ⚡ AI Lesson 3d ago
Helicone is in maintenance mode. So I built the lightweight alternative I wanted.
If you were using Helicone to track your LLM costs, you've probably seen the news: after the Mintlify...
iOS 27 On-Device AI and the Hardware-Gated Edge Inference Split
Dev.to · KaiChan 🧠 Large Language Models ⚡ AI Lesson 3d ago
iOS 27 On-Device AI and the Hardware-Gated Edge Inference Split
Apple drew a new line inside Apple Intelligence at WWDC 2026, and it's a line that didn't exist a...
How to Build Production-Ready Generative AI Development Services for Enterprise Applications
Dev.to · Dixit Angiras 🧠 Large Language Models ⚡ AI Lesson 3d ago
How to Build Production-Ready Generative AI Development Services for Enterprise Applications
Most teams don't struggle with getting a language model to generate text. They struggle when that...
How AI Chat Platforms Actually Implement Content Moderation (and Why "Uncensored" Models Aren't Just "GPT Without Filters")
Dev.to · nicknick80 🧠 Large Language Models ⚡ AI Lesson 3d ago
How AI Chat Platforms Actually Implement Content Moderation (and Why "Uncensored" Models Aren't Just "GPT Without Filters")
If you've ever wondered why ChatGPT refuses certain requests while other AI chat platforms handle the...
AI Just Got Scarier and More Powerful — And Nobody Is Talking About the Right Things
Dev.to · siyadhkc 🧠 Large Language Models ⚡ AI Lesson 3d ago
AI Just Got Scarier and More Powerful — And Nobody Is Talking About the Right Things
A honest breakdown of where AI actually is in June 2026 — from purely my perspective. Let me be...
Build Skills for the Future of Technology
Dev.to · CBitss 34 🧠 Large Language Models ⚡ AI Lesson 3d ago
Build Skills for the Future of Technology
Technology is evolving at an incredible pace, and intelligent systems are becoming a part of everyday...