Can DeepSeek 4.1 Flash Replace Your $20 Coding Subscription?
A question came up at work recently: can we ditch our $20 monthly coding subscriptions and just use DeepSeek 4.1 Flash, paying per token instead? So…
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SpellBook of Skill: The Twin Project Nobody Asked For, But I Built Anyway 🧙🏻♂️
Overview Hey everyone 👋 A while back I launched Spellbook of Prompt, my curated collection of prompts organized by use case. It's been out there gro…
Deep Dive into Mixture of Experts: From 1991 to DeepSeek-V3
Every major LLM lab is in a conundrum today, deliberating between scale vs cost. Making a dense model bigger makes it smarter yes, but also makes ev…
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything The Reasoning Problem Traditional LLMs generate text token by token, left…
Understanding Cordis: The TypeScript Framework Built for Hot-Swapping Everything
Part 1 of the DeepSeek Harness: Kernel to Edge series: How the open-source (MIT) Cordis meta-framework enables zero-downtime plugin reloads and memo…
I tested DeepSeek Harness for a week. I left with a shipped plugin and $0 in API costs
I tested DeepSeek Harness for a week. I left with a shipped plugin and $0 in API costs I came to DeepSeek Harness as a reviewer and left as one of i…
How I Built a 3.3MB Native Windows AI Desktop App with DeepSeek & Tailwind (Goodbye 150MB Electron Bloat)
Every time I want to build a desktop utility in 2026, the modern web ecosystem gives me the same repetitive answer: "Just bundle it with Electron!"…
DeepSeek V4.1 Flash: The Native Multimodal Model That's Breaking Speed Records
DeepSeek V4.1 Flash: The Native Multimodal Model That's Breaking Speed Records How DeepSeek Achieved 420 Tokens/Second Without Sacrificing Accuracy…
WebForms.php 2.1 Released - DeepSeek Converted and Qwen Evaluated
WebForms.php 2.1 has been released as the PHP back-end implementation of WebForms Core 2.1. This release is different from a typical porting story.…
Tried `sponsors/wonderwhy-er`: A Practical MCP Server Review
Tried sponsors/wonderwhy-er : A Practical MCP Server Review sponsors/wonderwhy-er is an MCP server that gives Claude a controlled interface to devel…
Every Enterprise Will Have Its Own AI Harness
I think every large enterprise is going to have its own AI harness. Not necessarily a proprietary harness built from scratch. More likely, it will b…
DeepSeek Harness “Everything Is a Plugin”: choose the right Cordis extension seam
DeepSeek Harness “Everything Is a Plugin”: choose the right Cordis extension seam Quick answer DeepSeek Harness does not treat plugins as optional a…
DeepSeek vs Qwen vs Kimi vs GLM: An Architect's 2026 Breakdown
DeepSeek vs Qwen vs Kimi vs GLM: An Architect's 2026 Breakdown I spend my nights watching p99 latency graphs. When a model starts drifting past 800m…
DeepSeek vs Qwen vs Kimi vs GLM: Which One Should You Use?
DeepSeek vs Qwen vs Kimi vs GLM: Which One Should You Use? Hey there! Let me be honest with you — a few months ago, I was stuck in a rut. Every AI p…
DeepSeek vs Qwen vs Kimi vs GLM: A Cloud Architect's Take
DeepSeek vs Qwen vs Kimi vs GLM: A Cloud Architect's Take I've been running LLM workloads in production for the better part of three years now, and…
I Ran the Numbers on Open-Source AI APIs vs GPUs — Here's the Verdict
I've been running an experiment in my home lab for the past four months. My question was simple: with so many solid open-source models dropping ever…
DeepSeek Now Prices Tokens Like Electricity: 50% Off-Peak Discount and a Spring Boot Pattern to Profit From It
Three days ago I knew exactly what a DeepSeek call cost me. I had wired DeepSeek V4 Pro 0813 into a Spring Boot app with Spring AI, and the math was…
DeepSeek Harness Is Open Source: Everything Is a Plugin
DeepSeek Harness Is Open Source: Everything Is a Plugin Half a day after DeepSeek V4 Pro shipped, DeepSeek Harness (developer preview) went open sou…
DeepSeek Harness: What "Everything is a Plugin" Actually Means for Agent Frameworks
DeepSeek released Harness into developer preview yesterday — MIT license, source on GitHub, and a claim that "everything is a plugin." I spent some…
I Pitted China's Best Open AI Models Against Each Other
I Pitted China's Best Open AI Models Against Each Other Last month I did something that probably annoyed a few of my colleagues. I ripped out every…
DeepSeek vs Qwen vs Kimi vs GLM: Which One Wins My Freelance Budget?
DeepSeek vs Qwen vs Kimi vs GLM: Which One Wins My Freelance Budget? Last Tuesday I spent two hours building a client dashboard that needed AI-power…
I Ran 10 AI Coding Models Through 5 Tasks: A Data Scientist's Take
I Ran 10 AI Coding Models Through 5 Tasks: A Data Scientist's Take I'll be honest — I went into this expecting a clear winner. I came out with a sca…
The Developer's Guide to Open-Source AI APIs at Scale
The Developer's Guide to Open-Source AI APIs at Scale Six months ago, I sat in front of a spreadsheet at 2 AM trying to decide whether to spin up ou…
I Spent a Month Testing Chinese AI APIs — Here's What Actually Wins
I gotta say, i Spent a Month Testing Chinese AI APIs — Here's What Actually Wins Look, I'm just an indie hacker trying to ship products without goin…
I Tested Direct Provider APIs vs Aggregators — Here's the Truth
I Tested Direct Provider APIs vs Aggregators — Here's the Truth Six months ago I was staring at a $48,000 invoice from an AI provider that shall not…
The Developer's Guide to Picking the Right Coding LLM at Scale
The Developer's Guide to Picking the Right Coding LLM at Scale Six months ago, I was staring at our monthly AI bill — $14,000 and climbing fast. We…
Stop Guessing: How I Pick AI API Architecture at Every Scale
Stop Guessing: How I Pick AI API Architecture at Every Scale I've been on both sides of this. Two years ago I was the lone backend engineer at a Ser…
Migrating Off OpenAI: A Backend Engineer's Notes From Production
Check this out: migrating Off OpenAI: A Backend Engineer's Notes From Production I still remember the morning I opened our team's monthly invoice an…
Stop Guessing: Real Data Comparing Chinese and US AI Models
Stop Guessing: Real Data Comparing Chinese and US AI Models I run multi-region AI workloads for a living. My job is to keep p99 latency under 800ms…
Choosing Between DeepSeek, Qwen, Kimi, and GLM at Scale
Choosing Between DeepSeek, Qwen, Kimi, and GLM at Scale Six months ago, my cloud bill was scaring me. We were running everything through a single We…