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...
Tutorials
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...
Week 13: a second team is now running an AI agent on atomic HTLC swaps. Here is what that validates.
Title: Week 13: a second team is now running an AI agent on atomic HTLC swaps. Here is what that...
Distributed AI in Action: Deploying and Optimizing Mesh LLM on iroh for Scalable Machine Learning
Explore how to deploy and optimize Mesh LLMs using iroh, a decentralized data synchronization platform, to achieve scalable and robust distributed AI solutions.
I Told My AI "You're Safe to Say I Don't Know." Then I Measured What Changed — With Logprobs.
My AI agent has a problem. When it's not sure about something — should it admit uncertainty, or...
The 3-step smoke test I use for any OpenAI-compatible API
Disclosure and availability: DaoXE is a service we operate. It is not available in mainland China....
Simple Benchmark Review: Ollama on Jetson Nano
This particular rabbit hole was created due to a previous conversation I had here with another member...
Stop Paying Full Price: Orchestrate Claude's 50% Off Batch API with Spring Batch and Virtual Threads
Stop Paying Full Price: Orchestrate Claude's 50% Off Batch API with Spring Batch and Virtual...
One channel decided whether my multi-agent RL agents learned at all
I have a small cooperative multi-agent reinforcement-learning setup: eight agents on a 100×100 grid,...
No, AI Is Not "Just a Token Predictor"
I'm tired. Every week I open my feed and find another post explaining that AI is "just a chatbot" or...
Beyond the Cloud: Engineering "Micro-AI" on Consumer Hardware
Beyond the Cloud: Engineering "Micro-AI" on Consumer Hardware In the current landscape, "AI" has...
The Citation Lied Without Lying: The Hard Limit of My Memory Gate
Here is a note an AI agent might read while deciding what to remember and what to obey: Current...
How I Made the Cheapest Model Match the Best — at 1/640th the Cost
I built a memory system that lets Claude Haiku (the $1/M-token model) answer questions with 100%...
Turning Conversation Logs into Obsidian Long-Term Memory: A Pipeline That Distills Them Every Night
This is part of my "Claude Code environment" series. In the post about splitting memory into four...
Spinweb: An AI-Powered, Physics-Driven Beyblade Web Game 🌪️
This is a submission for Weekend Challenge: Passion Edition What I Built For this...