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There is a moment, when you decide to open your SaaS to AI agents over MCP, where the ground shifts under two of your oldest assumptions at once. The first assumption is that your data stays inside your walls. With MCP, the result of any tool call passes once through the user's chat screen — which m
I do a lot of research. Legal documents, technical specs, academic papers, regulatory filings. For a while I thought using an LLM would cut my fact-checking time in half. It made it three times worse. Not because the models were obviously wrong. The dangerous part is how convincingly right they soun
Most AI coding comparisons test "Hello World" apps and call it a day. I ran every major tool through the same three-stage gauntlet: a simple build, a complex full-stack application, and multiple rounds of revisions. The best AI for code should hold up under all three. Most do not. Here is what I fou
I built an AI-powered PC monitor in Python. 28 strangers shaped its brain. PC Workman has created, when I live and work in Nederlands by Agency. Not because I had energy. Because I couldn't stop. PC Workman started from one problem: my PC would slow down and I had no idea why. Task Manager said "CPU
RAG SOTA: I Tested 7 Pipelines and Built SEQUOIA (Open Source) After 20+ hours of compute time on local hardware, I benchmarked 7 RAG configurations against real-world tasks. The results surprised me — and changed how I think about retrieval architecture. RAG is everywhere in 2026. Everyone claims t
You run the audit. The results come back. SPF: Fail. DMARC: Not configured. Blacklist status: Listed on 3 databases. You stare at the screen. The tool has done its job. It found the problems. Now what? There is no "what." The tool stops there. The next step is yours: figure out what the record shoul
Author's note: In the spirit of fairly critiquing AI and practicing a suggestion I end the article with, this article and the accompanying illustration were created entirely without AI assistance. Agentic coding AI is here, and it’s transforming the software industry. But with agentic coding out now
DevSecOps Pipeline — Completion Runbook All code is written and pushed to GitHub. This runbook covers the remaining Install these tools if not already present: # AWS CLI v2 winget install Amazon.AWSCLI # Terraform 1.6+ winget install HashiCorp.Terraform # Terragrunt # Download from https://github.co
This isn't about AI being dangerous. It's about a habit most of us have developed without noticing. You start a Claude Code session. The agent asks permission for the first action. You read it, approve. Second action — you read it, approve. Third action — you skim it, approve. By the fourth or fifth
Anthropic shipped Claude Sonnet 4.6 in February 2026, roughly five months after Sonnet 4.5 launched in September 2025. Both carry the same API pricing ($3 input / $15 output per million tokens), but the gap in capability is meaningful. If you're picking a model to build on right now, the choice matt
I was debugging a Stripe webhook handler in a side project I'd vibe-coded over a weekend. The app was simple, a subscription billing tool I'd built with Claude Code. It featured user auth, payments and a dashboard. It worked. Users signed up. Money moved. Then a user reported getting charged twice a
I'm a solo developer in Accra, Ghana, and I just shipped my first real product. It's called AgentRAM (agentram.dev), and it's a memory API for AI agents. This is the build story and the stack. Over the last year, AI agents have gone from research toys to actual things people ship. But every agent th
No, PrestaShop Isn’t Complicated. People Just Don’t Read the Documentation. We’ve all heard this phrase in agencies or on forums: “PrestaShop is a mess, it’s full of bugs, nothing works as expected.” I’ve said these words myself a few years ago. It’s a natural defense reaction. When code breaks, whe
AI does not fail only because it is unreliable. It often fails because we ask it to fulfill expectations we never explained. That is the core of spec-driven development for me. Not process. Not documentation theater. Not a return to slow software delivery. Spec-driven development is the practice of
Managing planned maintenance is a critical part of running a reliable business. But as your cloud footprint grows into hundreds or even thousands of projects, keeping track of every individual update can feel like a full-time job. For many platform teams, the reality is a disjointed experience: jump
Google created MapReduce more than 20 years ago to solve the scaling problems in data processing that the then young company was running into. The AI era that we are in now demands efficient, large-scale data processing for everything from training frontier models like Gemini by Google DeepMind to p
We've all seen the hype. "Use AI for code reviews!" "Let Claude check your PR!" But here's the thing—I've been running AI-assisted code reviews for six months, and they're useful exactly when you stop treating them like a magic solution. Let me share what actually works. AI is phenomenal at finding
Mastering CSS Grid Subgrid: A Complete Guide Grab your coffee, pull up a chair, and let's talk about one of the most satisfying CSS features to finally hit prime-time browser support: CSS Grid Subgrid. You know the exact headache I’m talking about. You’re building a classic card layout. Each card ha
Build a Privacy-First Tampermonkey Script for Long ChatGPT Conversations Long AI conversations are useful, but they become hard to scan. If you use ChatGPT for technical planning, code review, writing drafts, debugging, or research, a single conversation can easily grow into dozens of turns. At that
Nos últimos anos, o desenvolvimento de software mudou completamente. Hoje, é possível criar uma plataforma inteira em produção usando IA, sem precisar de uma equipe gigante ou meses de desenvolvimento tradicional. Foi exatamente assim que nasceu o SoraPlay. O SoraPlay é uma plataforma moderna focada
