All tags
AI
This is the widest tag on the blog. It gathers everything I write about artificial intelligence, from releases worth your attention to the parts of an AI project that only surface once real users touch it. Almost every post starts from something I built, or broke, myself. If you want a narrower slice, LLM, AI agents and automation split the same material into smaller pieces.
26 posts
Universal vs Custom AI Agents: Which One Is Right for Your Case?
Universal AI agents like Hermes and OpenClaw vs custom-built agents and workflows. Learn when each one wins, why business and personal use lead to opposite answers, and a simple rule to decide fast.
How AI Agents Handle Unstructured Data from Customer Attachments
Extracting data from customer PDFs is harder than it looks. Here are 5 layers every production AI agent needs to handle unstructured documents reliably.
Should We Be Afraid of Anthropic's Mythos?
Anthropic's Mythos model launched with restricted access and cybersecurity headlines. But is the real threat a closed model few can access - or the open-source tools already in the wrong hands?
Top AI GitHub Repos Right Now - What They Tell Us About the State of AI
The 12 most starred AI GitHub repos tell a clear story about where the AI industry is heading and what it means for businesses building with AI.
The Future of AI Startups: What Y Combinator Is Betting On in 2026
Y Combinator’s 2026 Spring startup requests reveal where AI is heading - from AI-native hedge funds to product decision agents.
I used AI as a tax advisor
I used AI while preparing yearly stock market tax documents in Poland. Here are 7 practical rules to use LLMs for tax research safely without treating them as legal advice.
Claude Memory for Free Users: A Smart Move Against ChatGPT
Claude now offers memory to free users. Here's why that matters, how AI memory works, and where persistent chat memory can help or hurt.
AI in Web Scraping and Web Crawling
After 8+ years in web scraping, learn where AI and LLMs genuinely help — from writing selectors and fallback parsing to deduplication and self-healing scrapers — and what to avoid.
Why Companies Keep Failing with AI (It's not the Technology)
Most AI implementations fail - not because of the technology, but due to lack of clear problems, messy processes, poor data quality, low team engagement, and no iteration mindset. Here's how to avoid these common mistakes.
Which AI model is best?. Why it is wrong question to ask?
Stop asking which AI model is best. Learn why LLM comparisons are tricky, and discover practical methods like benchmarks, Chatbot Arena, and custom testing to find the right model for your work.
Safe AI Autonomy: A Practical Guide to Letting AI Agents Make Decisions
Learn how to safely implement AI agent autonomy in your business with 7 proven safety measures, decision frameworks, and real-world examples. Stop fearing AI mistakes and start building trustworthy autonomous systems.
5 Essential AI Tools Every Founder Should Use in 2026
After testing dozens of AI tools, here are the 5 that deliver real value for founders. From OpenRouter to Grok - essential tools for building with AI in 2026.
Plan with Opus 4.5, execute with cheap models - AI costs strategy
Learn how to cut AI costs by up to 25x using a simple two-step strategy: plan complex tasks with premium models like Opus 4.5, then execute with cheaper LLMs. Practical tips for developers and businesses building cost-effective AI systems.
Will AI Replace Developers in 2026?
Despite incredible advances in AI coding tools like Opus 4.5 and agentic workflows, AI won't replace developers. Learn why skilled operators are still essential and how to leverage AI effectively.
Free AI coding: Ollama + Opencode
Discover how to code for free using Ollama and Opencode with Qwen3-coder. Learn to set up self-hosted AI coding tools, save money on Cursor/Claude subscriptions, and maintain privacy while coding with open source LLMs.
First week of Google Antigravity IDE
Did Google Antigravity live up to the hype? A 1-week review of Google's new agentic IDE, covering launch problems, thinking loops, model selection, and how it stacks up against Cursor AI.
Gemini 3 and Antigravity IDE - the biggest launch in AI so far
Google disrupts the AI landscape with Gemini 3 and the Antigravity IDE, outperforming rivals and proving how fast AI innovation and real value delivery are accelerating.
Cursor 2.0: The Best AI Coding Tool Now
Discover why Cursor 2.0 is a game-changer for AI-assisted development. From agentic coding to the blazing-fast Composer model, explore what makes this update revolutionary.
Perplexity vs Google AI: Which AI Search Tool Wins in 2026?
Compare Perplexity and Google AI search tools. Explore UX, source quality, features, and output for the best AI-powered search experience.
OpenAI DevDay 2025: 5 Game-Changing AI Updates You Need to Know
Discover the top 6 OpenAI DevDay 2025 announcements: AppsSDK, AgentKit, Sora 2 API, Codex workflows, GPT-5 Pro, and more. Stay ahead with AI innovations!
Best AI Tools 2025: Complete Guide for Every Use Case
Discover the best AI tools for coding, writing, research & more in 2025. From Cursor to ChatGPT - find the perfect AI solution for your specific needs.
Cursor vs Claude Code: Which AI Coding Tool Should You Choose?
Stop managing multiple AI APIs. OpenRouter gives you GPT-4, Claude, Llama & 400+ models through one endpoint. Complete Python guide with code examples.
OpenRouter: Access 400+ LLMs with Single API
Stop managing multiple AI APIs. OpenRouter gives you GPT-4, Claude, Llama & 400+ models through one endpoint. Complete Python guide with code examples.
Marketing By Elon Musk: How Grok Generated Traffic by Controversy
Discover how Elon Musk's xAI used a controversial, uncensored Grok 3 launch to generate massive viral hype for Grok 4. Learn the marketing lessons from this bold strategy.
Pay Per Crawl - Cloudflare VS AI Crawling
Discover how Cloudflare’s new bot-blocking and Pay Per Crawl features aim to protect content, fight AI scrapers, and help creators earn from their data.
Why AI Agents are useful?
Discover the advantages of AI Agents over traditional automation workflows