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⚡ AI Lessons

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
2w ago
Lynkr vs LiteLLM's New `complexity_router`
Disclosure up front: this benchmark was designed, written, and run by Lynkr's maintainer, using...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
3w ago
Loop Engineering Is Mostly Papering Over a Model That Won't Converge
Disclosure: I maintain Lynkr, an open-source LLM gateway with loop-guard middleware, so I have a...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
3w ago
Your LLM Bill Is a Misallocation Problem, Not a Model Problem
Disclosure: I maintain Lynkr, an open-source LLM router, so this post argues a thesis my own product...

Dev.to · Lynkr
📰 AI News & Updates
⚡ AI Lesson
3w ago
We Put Our Router on an Academic Benchmark. Here Are the Numbers We'd Rather Hide.
Disclosure: I maintain Lynkr, the router being benchmarked, so read everything here with that in...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
1mo ago
How We Built an Agentic-Task Detector for LLM Routing
Disclosure: I maintain Lynkr, the open-source LLM router whose agentic detector this post dissects....

Dev.to · Lynkr
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Routing Down Is Easy. Knowing When Not To Is Hard: Why Cheap Models Break Your Coding Agent
Disclosure: I maintain Lynkr, an open-source router whose design decisions this post explains. The...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
1mo ago
The 5% Router Tax: What Hosted LLM Gateways Charge For (and How to Self-Host It)
Disclosure: I maintain Lynkr, the self-hosted gateway discussed in the second half. OpenRouter and...

Dev.to · Lynkr
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
How a 13-Dimension Complexity Scorer Decides Which Model Gets Your Request
Disclosure: I'm the author of Lynkr, the open-source proxy whose internals this post walks through....

Dev.to · Lynkr
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
The 21,000-Token Typo: Where Agentic Coding Budgets Actually Die
Disclosure: I maintain Lynkr, an open-source proxy mentioned at the end. The first 80% of this post...

Dev.to · Lynkr
📰 AI News & Updates
⚡ AI Lesson
1mo ago
Lynkr vs claude-code-router: Static Rules vs a Complexity Classifier
Disclosure: I'm the author of Lynkr. claude-code-router is a genuinely good project that pioneered...

Dev.to · Lynkr
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Where Claude Code's Tokens Actually Go (and How I Cut My Bill in Half)
Disclosure up front: I'm the author of Lynkr, the open-source (Apache-2.0) proxy discussed below. All...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
1mo ago
I Built an LLM Gateway That Extends Claude Pro/Max Users with Azure AI Foundry, Amazon Bedrock, Local Models
AI coding tools have gotten very good. But the infrastructure behind them is still weirdly...

Dev.to · Lynkr
🧠 Large Language Models
⚡ AI Lesson
1mo ago
How to Use T3 Code With Claude Code and an Open-Source LLM Gateway
T3 Code is a strong interface for Claude Code, but the model layer under Claude Code still matters. Here’s why I’d run T3 Code with Claude Code through Lynkr to

Dev.to · Lynkr
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
How to Cut Microsoft Agent Framework Costs With a Gateway Layer
Microsoft Agent Framework is built for production multi-agent systems, which is exactly why its LLM...
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