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…
ราคา cache hit 0.003 ดอลลาร์ ที่เปลี่ยนวิธีเทียบโมเดลทั้งตลาด
ราคา cache hit 0.003 ดอลลาร์ ที่เปลี่ยนวิธีเทียบโมเดลทั้งตลาด โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ขอ…
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…
DeepSeek as the default model on ChatGPT Codex
In this article, I will explain how you can set DeepSeek as the default model for your Codex coding agent. By doing this, you no longer need to pay…
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…
How LLMs Learned to Reason: SFT --> RLHF --> RLVR
1. The Starting Line: The Last Non-Reasoning Flagships GPT-4.5, DeepSeek-V3, and Claude 3.5 Sonnet share something that has nothing to do with bench…
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.…
Model routing with OpenRouter and DeepSeek to cut costs without losing quality
Model routing means sending each request to the cheapest model that still solves the task at the quality you need, instead of sending everything to…
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…
From string-concatenation to a real DSH bundle: one link, six verified plugins
Every plugin store ends up doing the same thing eventually: bundling. "Install these six together." The naive implementation is a shell-command chai…
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…
I Turned 9,575 Jewelry Comments Into Landing-Page Tests—Without Calling Reddit a Market Survey
I had a content-research problem that looked easy at first. Our local Reddit corpus contained 310 jewelry-related threads and 9,575 stored comments.…
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…
Chinese AI vs US AI APIs: Which One Actually Wins in 2026?
Chinese AI vs US AI APIs: Which One Actually Wins in 2026? Okay, I have to be honest with you — I went down a rabbit hole last weekend that complete…
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…
The Status Quo of AI in Software Development (2026)
Artificial Intelligence in 2026: From Companion to Infrastructure Artificial Intelligence has moved from being a futuristic concept to an everyday c…
I Wish I Knew About Fast AI APIs Sooner — Here's the Full Breakdown
I Wish I Knew About Fast AI APIs Sooner — Here's the Full Breakdown Last month I sat staring at a terminal for about ten minutes, watching tokens cr…
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…
Where DeepSeek Phone Harness goes next — and how you can shape it
Where DeepSeek Phone Harness goes next — and how you can shape it A roadmap, an honest status check, and a call for contributors. The most-requested…
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…
I Gave DeepSeek a Token Limit. It Ignored Me.
A hands-on test of V4-Pro's default reasoning mode ⚠️ This article was generated with AI assistance (Claude). Every number comes from real calls the…
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…