When AI Transformer Learns to Orchestrate AI

Built a 4.76M parameter transformer to coordinate 8 bouncer algorithms. While averaging 958 rejections vs RBCR2's 887, achieved breakthrough single game of 855 rejections through learned strategy orchestration.

AI Coding Agents, Each With a Niche

Each AI coding agent has a niche. Knowing where each one shines is the difference between frustration and flow.

Vibe Coding Through the Berghain Challenge

Listen Labs' viral billboard puzzle led to a nightclub bouncer optimization challenge. My AI partner Claude and I spent a day building RBCR (Re-solving Bid-Price with Confidence Reserves), achieving 781 rejections among >30k competitors through dual variables and mathematical optimization.

Campfire Installation Guide for Oracle Cloud + Cloudflare

Complete guide to installing Basecamp's Once Campfire on Oracle Cloud. Covers memory constraints, firewall layers, asset compilation, and SSL configuration for production deployment.

Outcome Liability: Why Agent Authorship Misses the Point

As agents abstract away development like HLLs did assembly, 'human liability for authored code' becomes meaningless. The future is operator liability backed by provable assurance—signed attestations, property tests, and runtime monitoring matter more than keystrokes.

AI Agents Just Need Good --help

AI agents succeed or fail based on your --help text. Clear command structure, explicit success signals, and structured output options make the difference between one API call and five retries.

Implementing FRE in Production: Breaking the Sorting Barrier

Implemented FRE algorithm from Duan et al.'s 2025 paper in production Zig. Achieved O(m log^(2/3) n) complexity for single-source shortest paths, improving on Dijkstra's O(m + n log n). Shows advantage on large sparse graphs by breaking the sorting barrier, but overhead kills performance on small or dense graphs.

The Orchestrated Mind: A Vision for Multi-Agent AI

The future of AI isn't single agents but orchestrated swarms sharing temporal memory graphs. Picture agents that don't pass messages but share thoughts, with orchestrators that predict bottlenecks before they surface and memory systems that evolve themselves.

Resilient Future, Agrama v2

Why AI Code Still Needs Human Nudges

AI coding assistants are incredible at rapid code generation, but without human guidance they miss maintainability, architecture, and sustainable engineering practices. The key isn't perfect prompts, it's knowing when and how to nudge the AI toward better decisions.

Request an AI summary of this blog