Blog

My journey building with AI and automation.

LocalStack Went Paid — Meet MiniStack, the Free Replacement

33 AWS services on a single port. Real Postgres, Redis, Docker. MIT licensed. No account, no API key, no telemetry. The free LocalStack replacement the community built.

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SolveSpace Runs Full 3D CAD in Your Browser

Open source parametric 3D CAD in your browser — no install, no account, no cost. Perfect for 3D printing, prototyping, and quick mechanical designs.

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Cohere Transcribe: #1 Open Source Speech Recognition That Beats Whisper

Cohere's new 2B ASR model tops the HuggingFace leaderboard, 5.42% WER, 14 languages, Apache 2.0. Free to download, no API required.

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Good Code Will Still Win, Why AI Can't Escape Clean Architecture

AI is flooding codebases with sloppy code. But economic forces will push AI models toward clean, simple code, because it's cheaper to generate and maintain. The math demands it.

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Claude Code's Source Code Leaked via NPM Source Map

Anthropic shipped source maps with Claude Code's NPM package, revealing a regex-based frustration detector, hidden features like a Tamagotchi pet system, and an "undercover mode" for open source contributions.

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Universal CLAUDE.md: Cut Claude Output Tokens by 63%

Drop one file into your project and cut Claude's verbose output by 63%. No code changes. Free, open-source CLAUDE.md that kills sycophancy and token waste.

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Google's TimesFM 2.5: Free 200M-Parameter Time-Series Foundation Model

Google Research open-sourced a foundation model for time-series forecasting. 200M parameters, 16k context, runs on CPU. Free for SaaS metrics, finance, infra planning.

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Ollama MLX: Run Local AI 3x Faster on Apple Silicon

Ollama 0.19 brings MLX acceleration to Apple Silicon. Run local LLMs like Qwen3.5 at 134 tokens/sec on your Mac. Free, open source, perfect for Claude Code and coding agents.

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The Case for Writing Your Own Stuff (Even When AI Can Do It)

A viral HN essay argues that letting AI write for you is like paying someone to work out for you. Why the act of writing matters more than the output.

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Coasts: Run 10 AI Agents Without Them Fighting Over Ports

Free, open-source CLI that spins up isolated dev environments per git worktree. Your Claude Code, Codex, and Cursor agents never collide. Offline-first, no vendor lock-in.

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CodingFont: The Free Game That Solves the Font Problem

Stop scrolling Reddit threads. Play a 5-minute tournament game and find your actual coding font preference. Free, no account needed.

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Your Router Is Just a Computer, So Build One

The US just banned imported consumer routers. Here's how to turn any Linux box into a rock-solid home router, no special hardware needed.

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The Cognitive Dark Forest: Why AI Is Making Builders Hide

Your ideas become training data. Your innovations become platform features. The internet is becoming a dark forest, and builders are going silent.

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Someone Decrypted ChatGPT's Cloudflare Bot Detection, Here's What They Found

A researcher reverse-engineered 377 Cloudflare Turnstile programs and found it checks 55 properties including your React app state. Bot detection just leveled up.

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AI Coding Agents Could Make Free Software Matter Again

SaaS killed the free software movement. AI agents are about to bring it back, and this time, everyone gets to participate, not just programmers.

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Sheet Ninja Turns Google Sheets Into Your Backend (Free Tier)

Stop overengineering your MVP. Paste a Google Sheet link, get a full CRUD API. Built for vibe coders who want to ship tonight, not next month.

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AGENTS.md Is Dead. Meet Its Successor (lat.md).

A knowledge graph for your codebase that AI agents actually use. Wiki links, source code refs, semantic search, AGENTS.md on steroids.

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OpenYak: Free Open-Source AI That Runs on Your Machine (100+ Models)

Trending on HN: a local-first AI assistant with 100+ models, 1M free tokens/week, and zero cloud uploads. Open source, no vendor lock-in.

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40 Months of AI: The Honest Review Nobody Asked For

ChatGPT launched 40 months ago. A developer just published their unfiltered take on Claude Code, vibe coding, AI glazing, and the real productivity question everyone avoids.

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Stanford Study: AI Sycophancy Is Making You Worse at Decisions

11 AI models tested. All of them agree with you too much. Stanford says it's changing how we think, and not in a good way.

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Firecrawl Just Hit 100K Stars: The Web Scraping Tool Every AI Agent Needs

Turn any website into LLM-ready markdown in seconds. The #1 trending AI tool. Free tier available. Here's why it matters for your AI agents.

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Stanford Just Released a Free Tool That Solves AI Agent Safety

Your AI agent just wiped your home directory. Stanford's new jai tool sandboxes any agent in one command, no Docker, no VMs, no BS.

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82K Star Face Swap Tool (I Tested It for Content Creation)

The viral open-source face swap tool with 82,900+ GitHub stars. Real testing, what works, what doesn't, and how creators are using it.

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Deep-Live-Cam: The AI Tool Behind Viral Face Swap Videos (82K+ Stars)

Real-time face swap with one image. Why this open-source tool went viral and how creators are using it for content.

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I Built a Game Studio with 48 AI Agents (Here's What Happened)

Turn Claude Code into a full game development studio with 48 specialized AI agents. I made a playable game in 3 hours that would've taken 3 weeks solo.

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We Rewrote Our Stack with AI in 24 Hours (Saved $500k/year)

One team. One day. Half a million dollars in annual savings. Welcome to the new economics of enterprise software.

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The .claude/ Folder, The Control Center Nobody Opens

Most Claude Code users ignore the .claude/ folder. Here's why that's a mistake, and how every file inside it can 10x your AI coding workflow.

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18,600 Stars Can't Be Wrong: Why Financial AI Agents Are Exploding

The autonomous financial research agent just hit 18.6k GitHub stars. Here's why traders, analysts, and indie hackers are rushing to build their own.

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Deep-Live-Cam: The 80K Star Face Swap Tool Going Viral

The #1 trending open-source tool. Real-time face swapping with a single image. Free, local, no cloud. Here's how to use it and why creators are going crazy.

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A $500 GPU Just Beat Claude Sonnet on Coding Benchmarks

ATLAS runs a 14B model on a $500 RTX 5060 Ti and outscores Claude 4.5 Sonnet on LiveCodeBench. No API keys. No cloud. No data leaves your machine.

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Claude Just Got Scheduled Tasks: Your AI Can Finally Work While You Sleep

Claude Code now supports cloud scheduled tasks that run automatically,even when your computer is off. Here's how to set them up and 5 real use cases.

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I Built an AI Agency with 48 Agents (Here's What Actually Works)

The exact setup I use to run 48 AI agents that handle design, coding, content, and research. Real results, real workflow.

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50K Star AI Does Your UI/UX Design (I Tested It)

A 50,000+ star AI skill that handles UI/UX design across multiple platforms. Real testing, real results, and how to use it in your workflow.

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last30days-skill: How I Turn Research Into Content That Sells

This AI research tool got 2,685 stars in ONE day. Here's how I use it to create blog posts, carousels, and content that actually converts to sales.

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The LiteLLM Malware Attack: What AI Developers Must Know

A supply chain attack in litellm 1.82.8 stole credentials and spawned 11k processes. Here's what happened, how AI detected it, and how to protect yourself.

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Agentic Skills Framework: The 113K Star Revolution

A new AI skills framework hit 113,000 GitHub stars overnight. Skills are the new apps, here's how to build, package, and sell them.

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I Put an AI Agent on a $7 VPS (IRC Is the Secret Weapon)

A developer built a portfolio AI agent running on a 678KB binary, 1MB RAM, and $2/day inference. The secret? IRC as the transport layer.

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7 Claude Code Features You're Not Using (But Should Be)

CLAUDE.md, agent mode, MCP servers, parallel spawns, most developers use 10% of Claude Code's power. Here are the 7 features that changed how I ship code.

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How I Built a RAG System That Actually Works (6 Brutal Lessons)

One dev's journey from zero to production RAG, 1TB of documents, local LLMs, zero cloud APIs. The failures, the costs, and the architecture that finally worked.

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last30days-skill: The AI Research Agent Breaking GitHub (8.4K Stars)

The #1 trending repo on Trendshift. It researches any topic across Reddit, X, YouTube, TikTok, HN, and Polymarket, then synthesizes grounded, cited reports. Here's how to use it.

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I Tested 5 AI Side Hustles. Only 2 Made Money.

I spent 30 days testing AI side hustles. Some were scams. Two actually made money. Here are the real numbers: $175.82 in one month.

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Why 90% of AI-Generated Code Gets Abandoned (And How to Fix It)

A new study shows 90% of Claude-linked output goes to GitHub repos with fewer than 2 stars. Here's why most AI code dies and how to make yours survive.

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One API Key for Every AI Model: Why I Switched to LiteLLM

Stop juggling API keys. LiteLLM gives you OpenAI-compatible access to 100+ models with cost tracking, fallbacks, and MCP support. Here's how to set it up.

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GitHub Copilot Is Now Training on Your Code (How to Opt Out)

GitHub just changed their policy. Starting April 24, your Copilot inputs and outputs train their AI unless you opt out. Here's what you need to know.

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I Cloned a 25K Star Tool That "Automates Making Money", Here's What It Actually Does

MoneyPrinterV2 is trending on GitHub. I tested every feature: YouTube Shorts automation, cold outreach, Twitter bots. Here's the honest review and what actually works.

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Ensu by Ente: Run a Private AI Chatbot on Your Phone for Free

Ensu is a fully offline, open-source AI chatbot from Ente. No cloud, no subscriptions, no tracking. Run LLMs locally on your phone or desktop, completely free.

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5 AI Tools Going Viral Right Now (March 2026)

The 5 AI tools everyone's talking about this week, from agent skills frameworks with 108K stars to video generators with 53K stars. Here's what's actually trending.

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How to Make Money with AI Tools in 2026

7 proven strategies that actually work. Content automation, AI wrappers, agent services, and more. Real methods, real income, no fluff.

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Your 32GB Mac Can Now Run a 40GB AI Model

Hypura schedules AI model tensors across GPU, RAM, and SSD on Apple Silicon. Run a 40GB Llama 70B on a 32GB Mac, no cloud, no upgrades needed.

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OpenClaw Just Hit #3 on TrendShift, Here's What That Means For You

OpenClaw is trending globally with 108K+ GitHub stars. The agentic skills framework that saves 15+ hours/week is now mainstream. Here's how to actually set it up.

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The $30B Market Nobody's Talking About

A founder went undercover as a pest control technician to build the perfect vertical SaaS. Here's what he learned about blue-collar markets and why indie hackers should pay attention.

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LiteLLM Supply Chain Attack: Your AI Project Might Be Compromised

A critical supply chain attack hit LiteLLM 1.82.8, a popular Python package for LLM APIs. It steals your SSH keys, API tokens, and cloud credentials. Here's what happened and what to do.

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Your Phone Can Now Run a 400B AI Model, No Cloud Required

iPhone 17 Pro just ran a 400 billion parameter LLM locally. No API keys, no subscriptions, no data leaving the device. What this means for indie hackers building privacy-first AI apps.

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The Claude Code Cheat Sheet Every Builder Needs (Free)

Someone compiled every Claude Code shortcut, command, and hidden feature into one page. Here's what's actually useful for indie hackers building with AI.

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Gemini Just Made Video Search Free and Instant, Here's What Builders Need to Know

Google added native video embedding to Gemini. Someone built a sub-second video search tool with it. This changes everything for indie hackers building video products.

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Walmart's ChatGPT Checkout Flopped 3x, What Indie Hackers Should Know

Walmart's in-chat purchases converted 3x worse than their website. Here's why this matters more for you than any AI hype story, and the discovery-first pattern that actually works.

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Someone Built an AI Receptionist for a Mechanic Shop

A developer built an AI phone agent for her brother's mechanic shop using RAG, Claude, and Vapi. The exact stack, the build breakdown, and why indie hackers should pay attention.

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Reports of Code's Death Are Greatly Exaggerated

Steve Krouse's viral essay on why vibe coding won't kill programming. English specs feel precise until they leak. Code is poetry, not just output.

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Teaching Claude to QA a Mobile App: Android in 90 Min, iOS in 6 Hours

A solo developer taught Claude to automate mobile app testing. Android took 90 minutes using Chrome DevTools Protocol. iOS took 6 hours of workarounds. The contrast reveals everything about mobile automation tooling in 2026.

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Flash-MoE: Run a 397B AI Model on Your Laptop

Flash-MoE runs Qwen3.5-397B on a MacBook Pro at 4.4 tok/s. Pure C/Metal, SSD streaming, no Python. Frontier-scale AI on consumer hardware.

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Floci: The Free Local AWS Emulator That's 137x Faster Than LocalStack

LocalStack sunset their free tier. Floci is the MIT-licensed alternative with 24ms startup, 13MB RAM, and 20+ AWS services. No auth tokens, no CI limits, just docker compose up.

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Tinybox: Run 120B AI Models Offline for $12K

George Hotz's tiny corp is shipping Tinybox, a dedicated AI computer that runs 120B+ parameter models locally. No cloud fees, no rate limits. Full AI sovereignty for indie builders.

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AI SDLC Scaffold: The Claude Code Template That Organizes Your Entire Project

A free repository template that structures your entire SDLC with Claude Code. Four phases, built-in skills, and everything in-repo. Perfect for indie hackers building with AI.

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Atuin v18: The AI Shell Helper That Actually Works

Atuin v18.13 adds powerful AI shell commands. Describe what you want in plain English, get the exact bash command. Privacy-first with safety checks included.

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We Ditched Rust WASM for TypeScript, And It Was 4x Faster

The OpenUI team rewrote their Rust WASM parser in TypeScript and got 2.2-4.6x faster. The WASM-JS boundary overhead was killing them. Here is what every builder needs to know.

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Claude Code Channels: Push Events From Telegram and Discord

Claude Code now supports pushing events into a running session from Telegram and Discord. Build real-time AI assistants that react to external events.

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Kitten TTS: Free Voice AI Under 25MB

State-of-the-art text-to-speech that runs on CPU. Models from 25-80MB. Open source, Apache 2.0 licensed. Perfect for indie hackers building voice features.

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FSF on Anthropic Copyright: What AI Builders Need to Know

The Free Software Foundation responds to the Bartz v. Anthropic settlement, calling for AI training data transparency and user freedom. Key precedents for indie AI builders.

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OpenCode: The Free Open Source AI Coding Agent With 120K Stars

OpenCode just hit 120K GitHub stars with 5M monthly users. A free, privacy-first AI coding agent you can use with Claude, GPT, Gemini, or local models.

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Astral Joins OpenAI: What It Means for Python Developers

Astral (creator of uv, Ruff, and ty) is joining OpenAI's Codex team. This is huge for Python developers and indie hackers building AI tools.

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Nvidia GreenBoost: Run Bigger AI Models on Consumer Hardware

Nvidia GreenBoost transparently extends GPU VRAM using system RAM and NVMe storage. Run 70B+ parameter models on consumer GPUs without upgrading hardware.

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Cook CLI: Orchestrate Claude Code, Codex, and OpenAI Like a Pro

Cook is a free CLI tool that adds workflow loops to Claude Code, Codex, and OpenCode. Run multiple agents in parallel, add review gates, and automate complex coding tasks.

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47M Hacker News Items Free: The Dataset Every Indie Hacker Needs

Hugging Face just released the complete Hacker News archive - 47M+ items as Parquet files, updated every 5 minutes. Here is how to use it for your next project.

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Stripe's Machine Payments Protocol: How AI Agents Will Pay for Things

Stripe just launched MPP - an open standard for AI agents to pay autonomously. Here is what it means for indie hackers building AI products.

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Unsloth Studio: Train AI Models Locally Without the Cloud Bills

Unsloth Studio is a free, open-source, no-code platform for training and running AI models locally. Train 500+ models 2x faster with 70% less VRAM.

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Get Shit Done: The AI Coding System That Actually Works

Get Shit Done (GSD) is a free meta-prompting system that makes Claude Code and other AI coding assistants reliable. Here is how it works and why it matters for indie hackers.

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Verify AI Code Without Reading It: The Future of Automated Testing

A new approach to trusting AI-generated code without manual review. Property-based testing and mutation testing can verify correctness automatically.

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Leanstral: The AI Coding Agent That Proves Its Code Is Correct

Mistral just released Leanstral, an open-source AI agent that formally proves code correctness. Beats Claude Sonnet at 1/15th the cost. Here's why it matters.

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Every Layer of Review Makes You 10x Slower

A deep dive into why approval layers are killing your productivity,and what indie hackers can do about it.

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Cursor AI Study Reveals Hidden Cost Every Indie Hacker Should Know

A new study on Cursor AI in open-source projects reveals something unsettling: faster code now means more pain later. Here's what the research found.

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Leanstral: Mistral's Free AI Code Agent That Proves Its Code Works

Leanstral is Mistral's new open-source AI code agent that formally proves code correctness. Free API, runs locally, and beats Claude on cost-effectiveness.

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I Built 4 Real Projects Using Only LLMs (No Manual Coding)

A developer shares their complete workflow for building production software with LLMs, architect, developer, and reviewer agents working together.

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LLM Architecture Gallery: A Visual Guide to Every Major Open-Weight Model

Sebastian Raschka's LLM Architecture Gallery compares 20+ open-weight models visually. Learn what makes DeepSeek, Llama, Qwen, and Gemma different.

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The Vibecoding Reality Check Every Indie Hacker Needs

Spent 100 hours vibecoding a product. Here's the honest take on what AI coding tools can and can't do, and why the '30-minute app' hype is misleading.

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MCP is Not Dead: The Take Every AI Builder Needs to Hear

The MCP vs CLI debate is everywhere. Here is the nuanced take that cuts through the hype, and what it means for your AI projects.

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Chrome DevTools MCP: Let Your AI Agent Debug Your Browser

Chrome DevTools MCP now lets coding agents connect directly to your browser session. Here's what this means for indie hackers and builders.

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How to Build an AI Image Generator in 30 Minutes (Free, No API Keys)

Learn how to build your own AI image generator in 30 minutes using free tools. No API keys required.

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Setting Up AI Cron Jobs: The Complete Guide for 2026

Learn how to set up AI cron jobs that work while you sleep. Complete guide with templates for lead generation, content ideas, and monitoring.

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How Canadian Contractors Save $5,000+ on Taxes with GST Credits

A practical guide for Canadian contractors, freelancers, and tradespeople to claim GST credits and keep more money in your pocket.

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How to Build an AI Assistant for Telegram (Free) 2026

Learn how to build a free AI assistant for Telegram. Step-by-step guide with OpenClaw and free models.

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AI Automation Tools Comparison 2026

Compare the best AI automation tools in 2026. Find the right platform for your workflow.

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How to Build an AI That Works While You Sleep

Learn how to build an AI assistant that runs 24/7, handles tasks automatically, and works while you're asleep. Complete 2026 guide.

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Best Free AI Models in 2026 (Tested and Ranked)

Comprehensive ranking of the best free AI models. Compare context windows, capabilities, and find the right model for agents, coding, and long documents.

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AI Agent Automation for Beginners: What It Is and How to Start

Learn what AI agents are, what they can automate, and how to build your first one. A complete beginner guide to AI automation.

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How to Set Up a Personal AI Assistant on Telegram (Free)

Step-by-step guide to building your own AI assistant on Telegram. Message it from anywhere and automate tasks on the go.

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How to Run OpenClaw for Free with OpenRouter

Zero cost AI agent setup using free models on OpenRouter. Hunter Alpha, MiniMax, and more.

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Hunter Alpha: The Free 1T Parameter Model That Changes Everything

OpenClaw's latest update brings support for Hunter Alpha, a free 1 trillion parameter model with 1M context. My AI assistant just got a massive upgrade.

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How OpenClaw Changed My Life

From overwhelmed student to productive builder, how I automated my entire life and reclaimed my time.

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