Can AI Make Carbon Credits More Trustworthy? I Tried Building an Answer with Gemini 🌍
Climate change is one of the biggest challenges of our generation, and carbon credits have become an...
Tutorials
Making an email API agent-native: llms.txt, a /api/me endpoint, and a zero-DNS sandbox sender
Most APIs are "agent-compatible": an agent can call them. Far fewer are agent-native: an agent can...
Part 4: Going Fully Autonomous: EventBridge, DynamoDB, and Automated Publishing
Generating content is interesting. Generating content, creating artwork, and publishing it without...
We Built a Free AI Tool That Tells You Whether to Bid
BidMate scores any tender or RFP on fit, capacity, win probability, and financials — then tells you whether to bid or walk away.
How to Review an Edge LLM Benchmark Without Fooling Yourself
Record model identity, device state, power, latency distribution, and thermal behavior before turning one local-inference run into a product conclusion.
Operating a Mesh LLM Starts With Failure Domains, Not Free GPUs
A distributed inference mesh needs explicit admission, routing, observability, degradation, and rollback contracts before spare hardware becomes capacity.
Part 3: AI Art at Scale: Generating Fantasy Images with Bedrock, Stability AI, and Amazon S3
The bot could think. The bot could write. The bot could even publish. But in a social media landscape...
Design the Slack-to-PR Contract Before You Choose the Agent
Turn a chat request into a production workflow with typed stages, explicit approvals, idempotency, and a repository-owned merge boundary.
Design AI Workflows for Reorientation After an Interruption
Durable task summaries, decision trails, and explicit next actions reduce the context reconstruction cost when people return to long-running AI work.
The Caste of Intelligence and the Big Tech Blueprint: The Unfiltered Reality of LLM Infrastructure
💡 This article was originally published on my independent workspace. You can read the original post...
Marshal: Teaching an AI Copilot to Run a World Cup Stadium — Built with Google Antigravity
The Problem PromptWars Challenge 4 asked for a GenAI solution touching stadium...
Part 2: Prompt Engineering for Growth: Creating Viral Wizarding Content
Building a bot that could post was easy. Building a bot that people wanted to follow was something...
Part 1: Authentication Hell: Getting AWS Lambda Talking to X
How a simple idea turned into a multi-day battle with APIs, OAuth, and enough authentication errors...
If We Can't Verify It, It Doesn't Ship: Engineering an AI Product That Isn't Allowed to Lie
Design rules for an LLM pipeline whose output people act on — from a small product that turns AI...
Why Cursor Keeps Writing Path Traversal Into Your File Downloads
TL;DR AI editors love building file-download endpoints that pass req.query.file straight...
Agent Skills for newbies
I recently started exploring Agent Skills. While I find the concept genuinely useful, there are...
The First Ransomware Attack With No Humans in the Loop Just Happened — and Your Playbook Isn’t Ready
Three weeks ago, security researchers watched something they’ve been warning about for a year...
AI Agent Spend Governance: Controls, Policies, and Audit Trails
Your AI agent just spent $4,200 on a data enrichment API — in 11 seconds. Nobody approved it. Nobody...
Catching AI-Cloned Phishing Sites Before Customers Do
AI tools can clone a website pixel-for-pixel in under a minute now. One open-source tool for AI...
How to Stop AI Agent Cost Blowups Before They Happen
A practical guide to preventing runaway LLM costs in multi-agent systems using budget guards, circuit breakers, and framework-native hooks for CrewAI, AutoGen, and LangGraph.
roaster0: I Let Gemini Read My GitHub and It Destroyed Me (Then Redeemed Me)
This is a submission for Weekend Challenge: Passion Edition (#weekendchallenge #devchallenge #ai...
AI Fundamentals - Part 4: Building Real AI Applications
In the previous articles, we learned how an LLM generates text and how techniques like RAG and CAG...
AI Fundamentals - Part 3: Giving AI Knowledge Beyond Its Training
In Part 2, we learned why AI sometimes hallucinates. One of the biggest reasons is that an LLM can...
Proxy Routing for Web Scraping & Vibe Scraping in 2026: Best Proxies for Web Scraping (and Why Your Scraping Proxy Won’t Survive Prod)
If you have a web scraper that "works" locally and then collapses the moment you put it on a...