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Blog

Thoughts on AI systems, agent architecture, and production engineering

Intent Engineering: Inducing Goal-Directed Behavior in Autonomous LLM Agents via Aspiration-Based System Prompts
Intent Engineering: Inducing Goal-Directed Behavior in Autonomous LLM Agents via Aspiration-Based System Prompts
March 16, 2026

A controlled experiment testing whether adding purpose to LLM system prompts changes decision-making behavior. Tested across 3 model families, validated with psychometric methodology, and confirmed in production.

AI
LLM
Prompt Engineering
Autonomous Agents
Research
Building Vectus AI: An Intelligent Medical Scheduling Assistant with OpenAI GPT-4
Building Vectus AI: An Intelligent Medical Scheduling Assistant with OpenAI GPT-4
February 5, 2025

Learn how I built Vectus AI, an advanced medical scheduling assistant powered by OpenAI GPT-4. This technical deep dive explores the architecture, implementation, and challenges of creating an AI-driven conversational agent for streamlining medical appointments.

AI
NLP
Node.js
OpenAI
GPT-4
JavaScript
Building Q Bot: An AI-Powered Star Trek Twitter Bot
Building Q Bot: An AI-Powered Star Trek Twitter Bot
January 15, 2025

Explore the technical journey of creating Q Bot, an AI-powered Twitter bot that generates Star Trek Q character-themed content using Node.js, OpenAI GPT, and the Twitter API.

AI
Twitter
Node.js
OpenAI
Automation
Building RhetoricalRef: An AI-Powered Logical Fallacy Detector
Building RhetoricalRef: An AI-Powered Logical Fallacy Detector
December 18, 2024

A technical exploration of building an AI-powered bot to detect and explain logical fallacies in social media posts using Python, multiple LLM models, and web automation.

Python
AI
NLP
Machine Learning
Playwright