Filed under
Programming
11 entries
AI·7 min read·
Supercharging Development with Claude-Flow: AI Swarm Intelligence for Modern Engineering
Claude-Flow orchestrates multiple AI agents against one task. What it does, what its published numbers actually are, and why the CLI in most write-ups never existed.
AI·14 min read·
Down the MCP Rabbit Hole: Building a Standards Server
Build MCP standards server for Claude AI—implement Model Context Protocol for intelligent code standards and context-aware workflows.
AI·8 min read·
Exploring Claude CLI Context and Compliance with My Standards Repository
A CLAUDE.md is a prompt, not a loader. What a standards repository can and cannot enforce, and where the real enforcement has to live.
AI·17 min read·
Fine-Tuning LLMs in the Homelab: A Practical Guide
Fine-tune LLMs on homelab hardware with QLoRA and 4-bit quantization. Train Llama 3 8B models on RTX 3090 with dataset prep and optimization strategies.
AI·14 min read·
Context Windows in Large Language Models: The Memory That Shapes AI
What context windows actually cost in memory and latency, why capacity and recall are different things, and where retrieval beat a bigger window in my homelab.
AI·14 min read·
Large Language Models for Smart Contract Security: Promise and Limitations
Testing GPT-4, Claude and Llama 3 against 47 smart contracts—80% reentrancy detection, but 60% of everything they flagged was wrong, which is substantially noisier than the static analyzer they were supposed to replace.
Programming·3 min read·
PizzaOps: How a Dumb LLM Experiment Became a Distributed System
I asked an early LLM to build a pizza calculator to find out whether it could write working code. It could. Then it kept adding features nobody asked for, and I made the mistake of encouraging it.
Architecture·13 min read·
Blockchain Beyond Cryptocurrency: Building the Trust Layer of the Internet
Deploy blockchain beyond cryptocurrency with Ethereum and smart contracts—build decentralized trust for supply chain and identity verification.
AI·12 min read·
Learning from Nature: How Biomimetic Robotics is Revolutionizing Engineering
Design biomimetic robots inspired by nature—implement gecko adhesion, swarm intelligence, and soft robotics using billions of years of evolution.
DevOps·12 min read·
Implementing Zero Trust Security: Never Trust, Always Verify
Deploy zero trust security with continuous verification and identity-centric controls—implement never-trust-always-verify for Federal EO 14028 compliance.
Programming·11 min read·
Writing Secure Code: A Developer's Guide to Thwarting Security Exploits
Master secure code development with input validation, parameterized queries, and secrets management—prevent SQL injection and XSS in production systems.