Software Development articles from X
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How to Make Knowledge Graphs Blazing Fast
So, you have built a knowledge graph. It has millions of nodes, hundreds of edge types, and a pile of triples that would make any data engineer proud. Then someone asks a perfectly reasonable
AI Knowledge Layer (and why your agents are useless without it)
this article gives you a two-layer system that makes every AI agent you run smarter. 20 minute setup, gets better every day, fully open source. karpathy recently talked about shifting most of his
My sites looked clean. But they never felt alive until I added this.
This one layer makes your website look like it cost 5x more to build. I’ve built a lot of websites. For a long time, I thought looking clean was enough: good layout, solid typography, and colors that
LLMs Are Not Brains, and Here Is What Is Actually Missing for AGI
Today I am writing something that has been bothering me for months. This is a long format essay with my true feelings and analysis. Recently I have AI psychosis and extreme anxiety, as I use a lot of
Are Developers Really Going Away by 2030?
For years, the story sounded simple: AI would become one giant assistant, and everyone would just talk to it. But inside real companies, the picture is different. Microsoft’s 2024 Work Trend Index
200 Powerful Claude Prompts
That Replace Hours of Manual Work Category 1: Coding & Debugging Prompts 1–50 1. Code Review Review this code as a senior engineer. Identify bugs, security vulnerabilities, performance issues, and
120B Parameters on $70K Hardware Lost to 27B on a $900 GPU. Here's the Data.
i tested two $70K datacenter flagships head to head then compared the same test on a $900 consumer GPU. the results broke how i pick models for autonomous coding. everything is reproducible. the
How to Build 90% of a Full-Stack Project Using AI (The Right Way)
Most people using AI to build software are doing it wrong — not because the tools are bad, but because they're treating a system that needs context like it's a search engine. You type "build me a SaaS
The Claude Code Engine, Nobody Understands
Most developers treat it like autocomplete. Underneath, it's an autonomous agent runtime with features 90% of users have never touched. I went through the full source-level leaked architecture and
Claude Code vs Codex: One Clear Winner
If you're building software with AI in 2026, you're choosing between two tools. Claude Code or Codex. I chose wrong at first. Then I switched. This is what I learned. I'm 17. My brother Logan and I
Clean Code vs Shipping Fast — The Truth
We’ve been having the wrong argument for the past 3-4 years. The debate used to be simple: Do you build it right, or do you build it now? But that was before AI. Today, a junior developer can ship an
How to Quit a Job You Hate. How to Build Your Own Trading Bot.A Complete Guide.
I didn't go to Harvard, i just learned to use AI the way it was meant to be used Why Manual Trading Loses to Algorithms Stanford research shows that the amygdala - the brain's emotional center
How I turned OpenClaw into a wikilink skill-graph (full walkthrough)
One of the things I've hated the most about OpenClaw is the inefficiency to scale it past a couple of interesting skills. Yes you can setup cron jobs. Yes you can setup multiple agents. But the
70+ Free Subscriptions - Become a Student
Almost everything is free, and some offer crazy discounts. You can become a student, study, and use all the services without even attending classes. Absolutely everyone gets annoyed at having to pay
Simple Designer's Guide: Claude Code + Figma
For a long time, the design-to-code handoff only moved in one direction. You designed in Figma. A developer built it in code. You reviewed it, marked up changes, and repeated. The canvas and the
Getting started with Codex: Best practices for better results
If you’re new to @OpenAI Codex or coding agents in general, this guide will help you get better results faster. It covers the core habits that make Codex more effective across the CLI, IDE extensions,
How to train the best embedding model in the world
An unexpected side effect of graduate school was that I became the best person in the world at training text embedding models. Midway through my PhD, I trained a state-of-the-art model (using a
How Coding Agents Are Reshaping Engineering, Product and Design
EPD (Engineering, Product, and Design) at software company is about creating good software. Separate roles exist, but the end goal is functional software that solves a business problem that users can
How AI Is Changing the Workforce
I’m incredibly bullish on AI. In fact, I truly believe that if you’re not setting aside at least one hour every day to explore, learn, ask questions and utilize this rapidly developing technology,
Lessons from Building Claude Code: Seeing like an Agent
One of the hardest parts of building an agent harness is constructing its action space. Claude acts through Tool Calling, but there are a number of ways tools can be constructed in the Claude API with
Why New Developers Should Avoid Pure Vibe-Coding for App Development
AI tools like Rork, Replit, and other vibe-coding platforms make app development feel almost magical. You describe what you want, the tool generates code, and suddenly you have a working app. For
The Trust Layer
The piping was never the hard part. We keep handing AI more access and more autonomy without asking how much of that trust is actually earned. The tools are getting incredibly good, but "incredibly
Addition Under Pressure
I asked Claude Code and Codex to each train the smallest possible transformer that can do 10-digit addition. Claude Code came back with a 6,080-parameter model and Codex came back with 1,644
i benchmarked K2.5 (1T params) on 1x to 8x 3090s. every result, every crash, every dollar.
a single RTX 3090 can run a 1 trillion parameter model. a GPU you can find used for $800. the same card people game on just ran the largest open-weight model ever released. i wanted to know how far
OpenClaw Works. Your Setup Doesn’t (Yet).
Every person I talk to is excited about OpenClaw. "We have 10 agents! 14 agents! An agent for everything!" Cool. How do they remember what happened yesterday? *silence* That's the gap. And it's huge.
How to setup a team of agents in OpenClaw - in just one command
This article will show you how to install an entire team of agents into your OpenClaw setup with one simple command. Your lobster will then be able to manage an agent team and have them execute
I Tried Going Back to Supabase After a Year on Neon. Lasted 30 Minutes.
Last week, I did something stupid. After a year of using Neon Database exclusively, I decided to give Supabase another shot. Not because I needed to. Not because Neon was failing me. But because my
Software With a Spine
Every app has a chat box now... Every team is shipping features based on customer requests because vibe coding makes it trivially easy to say yes. The result is often software that tries to do
The $200 Toolstack I Use to Make 6 Figures
My $200 monthly creator tech stack: Carrd: $4/m X Blue: $40/m Notion: $8/m Zoom: $20/m Canva: $16/m Zapier: $20/m OpenAI: $20/m ConvertKit: $90/m Carrd: $4/m What it is: Carrd is a platform that
Openclaw (clawdbot) Starter Pack: Tools, Plug-ins & Resources
Your Openclaw (clawdbot) workflows are about to get 10x better. This article compiles the top Openclaw resources you need to deploy your best autonomous workflows yet. Over the past week, I've read
The Stack Discourse
Or, why I stopped caring about tech choices. Every week my feed fills up with the same arguments. React versus Svelte. Next.js versus Remix. Whether Rails can scale. Why use Convex, or Supabase, or
HTML tips you won’t see in most tutorials.
In this article, I will share with you some very useful HTML tips. Enjoy! I recently published a 50-page eBook with lots of HTML tips, examples, and illustrations. It’s available here: HTML eBook. But
From NonTechnical Vibe Coder to Real Builder
Everyone can build. Not everyone can deliver a production grade product. And even fewer can market it and grow it 10x. What it takes: 0 → MVP: curiosity, speed, and taste MVP → 1: reliability, UX,
How to Learn Devops Engineering in 6 months
Yes you read it right you need 6 months to master devops not 3 months, you cannot learn devops within 3 months, you can watch tutorials in 3 months and complete it but you will not learn it in 3
Will AI 🤖 Really Replace Programmers?
A deep, honest look beyond the hype. Introduction: The Question Everyone Is Asking Over the past few years, one question has echoed across tech Twitter, classrooms, offices, and startup spaces: “Will
Does Coding Rewire the human brain?
Exploring how programming shapes the way we think, reason, and solve problems. If you’ve ever stared at your code long enough to feel like your brain was glitching, you’re not alone. But here’s the
How to Become a Full-Stack Developer in the AI Era (2026 Roadmap)
A practical, industry-aligned guide covering frontend, backend, databases, ORMs, deployment, and AI integration without hype or fluff. Becoming a full-stack developer in 2026 is no longer just about
the 2026 ai engineer roadmap
most developers are building toys while the world demands systems. tutorial hell is a comfortable grave for your career. in 2026 the gap between a prompt engineer and a systems architect is 150k. here
Why You Think AI Coding Sucks (just use plan mode)
This article is for anyone who's used an AI coding agent and been frustrated by the results. If you've ever felt that your AI agent produces low quality code, or doesn't understand your codebase, you
You Could've Invented Claude Code
What makes Claude Code powerful is surprisingly simple: it's a loop that lets an AI read files, run commands, and iterate until a task is done. The complexity comes from handling edge cases, building
What Actually Matters for Developers This Year
Another year, another flood of tools, frameworks, and hot takes. So instead of predictions or trends, I want to do something more useful for the first newsletter of the year: Filter the noise. Here’s
Building for everyone, Create like an expert, Partner with elites.
Got to watch the amazing session between Wormhole and Fogo co-founders. An excellent discussion, I'd say: these are the thoughts I picked up, most especially from the constructive questions of the
Long-horizon Perception requires re-thinking Recurrence
Excited to finally share what I've been working on. TLDR: Attention is not all you need: True depth across time results in a scaling law - not as a function of parameter count - but as a function of
A Technical Typology of Prediction Markets: Mechanics and Tradeoffs
Prediction markets existed long before the current blockchain era, but it was with the emergence of Polymarket that they truly broke through into the mainstream. Since its launch in 2020,
Decentralize To Scale: Infrastructure for an Onchain Digital Economy
True scaling emerges not despite decentralization, but because of it. TLDR Blockchain architecture is currently constrained by the tradeoff between scalability and decentralization. Prioritizing
The Curious Mind #1: What’s even AI? Where Did It All Start?
Everyone says AI is everywhere. But what is it really? A brain for machines, a calculator on steroids, or just a buzzword that stuck around for too long? To answer that, let’s go back to the brain,
The Tragedy of Reinforcement Learning
Or: how the genie went back into the bottle for years. This is, at least from my perspective, the true story of what happened to reinforcement learning and why it's only really starting to kick off
ETH zkEVM-L1 100x Scaling: Ethereum Unveils its Roadmap to 10M TPS
How Real-Time ZK Proving is Unleashing Ethereum's Teragas Vision Executive Summary This report presents a technical analysis of Ethereum's fundamental transformation aimed at multiplying the