A Better Workflow for AI-Assisted Coding: Lessons from Matt Pocock
I recently watched Matt Pocock's workshop, Full Walkthrough: Workflow for AI Coding . The main takeaway: Good AI-assisted coding is not about writin…
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I Committed 518,000 Lines in 30 Days. Production Kept 235,000.
Originally published on my blog — read it there with the full context, code and updates . Last week I did something I almost never bother to do: I c…
The Overlooked Reason Your RAG Pipeline Keeps Returning Garbage
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
The Exact Stack I Use to Build Production AI Agents (No Fluff)
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
TenderLens: Turning WhatsApp & Gemma into an Autonomous Bid Assistant for Contractors
This article is submitted for the **Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle) . Target Categories: **Overall Winner , **Best Use…
Your Voice Agent Is Not Working Until the Business Outcome Is Proven
A Voice Agent Is Not Working Until the Business Outcome Is Proven Most voice-agent dashboards answer the easiest questions: Was the call connected?…
Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
The code was the easy part
I am a software engineer who has mostly worked on the web. With all of the AI boom and all of the different models, our everyday work has changed a…
HybridAgent: Cut Token Costs with Latent‑Space Reasoning
HybridAgent — Latent‑Space Reasoning Meets Real‑World Text Output (Why It’s Trending on Hacker News) Introduction Developers are tired of paying for…
TapWait AI: Smarter Restaurant Operations and Marketing with Open-Weight AI
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Every restaurant has two important jobs: delive…
The Pitfalls of Automated Character Encoding Detection in Cross-System CSV Pipelines and Handling Malformed Byte Sequences
The Pitfalls of Automated Character Encoding Detection in Cross-System CSV Pipelines and Handling Malformed Byte Sequences 1. Architectural Overview…
Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs
Endpoint agents are good at seeing what happens on a machine. But a lot of an attack happens between machines: the scan that finds an exposed servic…
I built the world's fastest AI gateway in Rust
TL;DR I built Antirion , an open-source (Apache-2.0) AI gateway written in Rust: one binary between your apps and LLM providers, with routing, fallb…
Building an AI Automation Pipeline in Node.js with BullMQ: Queues, Retries and Rate Limits
Most AI automation demos are one await away from breaking. A webhook comes in, the handler calls a model, the response gets written to the database,…
GigPitch AI: Win More Freelance Gigs with Open-Weight AI — Hacktoberfest 2026 Week 2
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built GigPitch AI is a lightweight, responsive web ap…
OrderlyAI: Turning Messy Customer Messages into Orders with Local AI
OrderlyAI: Turning Messy Customer Messages into Orders with Local AI This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Sid…
Black Box: finding yesterday's warning signs in 225,000 maintenance reports
On 1 April 2011, Southwest Flight 812 lost a five-foot strip of fuselage skin at 34,000 feet. Everyone survived. The NTSB's final report described f…
BlastShield AI: an evidence-first incident commander built on FalkorDB
The safest cloud response starts with a path, not a prompt BlastShield AI: an evidence-first incident commander built on FalkorDB When a cloud incid…
Why Vector RAG Fails AI Agents: Building an Autonomous SRE Swarm with FalkorDB
Large Language Models depend on the context they are given. In the year the usual way to give context has been Vector RAG (embeddings plus cosine si…
I shut down the L train in a graph: max flow, min cut and AI agents on the New York subway
Picture 8 a.m. on a Wednesday in October. A signal fire in the Canarsie Tube stops the L between Bedford Av and 8 Av, in both directions, until furt…
Why Client Feedback Loops Are Broken (And How We Built a Zero-Login DOM Overlay to Fix Them)
If you’ve ever built a website for a client, you know the exact pain cycle: You spend two weeks building a pristine frontend in Webflow, Framer, or…
LLM access controls and monitoring: where the control belongs in the request path
Access control for LLM applications is usually discussed as a model problem. It is not. It is a request path problem. The model proposes an action,…
Seven Alerts at 2 AM: Building an AI On-Call Agent with a Graph Database
It's 2 AM. Your phone buzzes, then buzzes again. Seven alerts in four minutes. Frontend says Orders failing . The API gateway is throwing 5xx errors…
Model Context Protocol (MCP) for Local LLMs: Connect Ollama & vLLM to Workstation Tools
📌 The Executive Verdict: The Model Context Protocol (MCP) Decoupling Anthropic's open-standard Model Context Protocol (MCP) resolves the fundamental…
NLP with .NET
NLP with .NET A deep-dive walkthrough of Natural Language Processing for .NET developers — covering text classification, sentiment analysis, named e…
Mycelium was not a metaphor we chose
We named a project after fungal networks and I assumed it was branding. Nature words test well. Mycelium, rhizome, garden — the vocabulary of startu…
I let an AI coding agent build a 1,300-page site with a $0 server bill
I'm not a full-time developer. For the past few days I've been running an experiment: I describe what I want in plain Korean, and an AI coding agent…
The Chain, Not the Grant: Building Runtime Dataflow Governance for AI Agents with FalkorDB"
The Chain, Not the Grant: Building Runtime Dataflow Governance for AI Agents with FalkorDB Why perimeter access control fails in multi-agent pipelin…
Why Our AI Desktop Assistant Never Stores Model API Keys on Your Computer
Originally published on cernalo.com . Provider keys stay on the server. The desktop app sends a session and the context you choose, and the service…
How to Build an AI Appointment Booking Agent for a Hair Salon
One agent, one business workflow Let AI understand “a trim after work with anyone available.” Let rules and live calendar data decide what can actua…