Projects

A call stack for AI agents - `fork()` + `join()` semantics for long-horizon LLM workflows.

Decision-intelligence infrastructure: LLMs as local judges, deterministic Bayesian search on top.

A Managed Agent Harness Platform - Heroku, but for harness applications. A harness-native Python data plane (`karta-python`) in the request path, paired with a Rails control plane (`karta-web`) for identity, keys, and audit.

A React component for rendering branching timelines as a 3D graph - flat-shaded nodes, curved edges, and per-edge particle streams, with a visual language inspired by Foundation's Prime Radiant.

Flagship: a semantic programming system for AI agents - Markdown-as-source, compiler-to-IR, durable runtime, VSCode debugger. Sunset April 2026.

Meta-agent that scaffolds, reviews, and simulates multi-agent project workspaces

A line of native macOS apps with practical AI built in.

A short e-book coining **Harness Programming** - the discipline of composing the natural-language and configuration artifacts (prompts, skills, hooks, tools, memory) that shape how an AI agent behaves.

Collective intelligence platform for organizations - "OpenClaw for Enterprise"

Outside-in web observer for Claude Code sessions and callstack call trees.

Agent-native Figma-like design surface.

Make Python async functions durable and resumable with a minimal, pluggable runtime.

Subproject of Playbooks: fine-tune a small open-weight model (Qwen-3-4B / Gemma) to compile and interpret Playbooks programs locally.

Subproject of Playbooks: published VSCode extension that debugs natural-language Playbooks programs via the Debug Adapter Protocol.

Drosophila brain connectome simulation with LIF neurons and a NeuroMechFly body

Research codebase exploring hierarchical predictive coding as a training principle for transformers (HERT and variants).

Investigation framework for AI-assisted Medicaid fraud detection across federal healthcare datasets.

Karpathy-style nanoGPT fork exploring adaptive-compute transformers with per-block evidence accumulation.

Pattern-discovery engine - long-running personal research on spiking-NN pattern formation.

BERTRAND-DR - a published discriminative re-ranker that improves neural text-to-SQL parsers, reaching top-4 on the Spider benchmark.

Notebook-driven exploration of free-energy minimization for perception, in pure NumPy.

Infinite Improbability Institute for Artificial Intelligence - my independent AGI research program.

The OfficeSpace.com web application, used by 100K+ business users monthly.

Massive-scale commercial-real-estate listing data processing system at OfficeSpace.com.

Microsoft's Windows Live online services suite.

Server-side rendering of InfoPath forms in the browser.

Microsoft Office InfoPath - XML-based electronic forms.

Early web-based Office document platform at Microsoft.

AI life-coaching product (paused) - Rails + Hotwire chat app with progressive conversation compaction and a Person/Sage domain model.

Aflatune v1 - the original music-discovery startup, built on Rails 2.2.

Web-based fluid presentations on an infinite 2D canvas with 3D camera transitions

"Easy Scalable Hierarchical Spreadsheets" - a 2016 experiment in composing spreadsheets hierarchically.

React/Redux chat UI for Google DialogFlow with rich responses and drag-drop file upload.

Fine-tunes BERT for token-level sequence tagging on natural-language utterances.

Shared preprocessing + log-parsing utilities across the text-to-SQL research line (Spider schema format).

Catches ambiguous words in a natural-language question before it hits a text-to-SQL parser.

Chef cookbook + knife-solo runner that provisions the scrapescale scrapyd EC2 host.

Production Scrapy spider fleet that fed a commercial real-estate listings pipeline.

Ruby data-collection service.

Ragafied - Indian classical music side project.

Ruby time-series helper for MongoMapper / MongoDB.

Edufied.com Rails app - VideoReadr.

YouTube tube-stats Ruby app.

Rails JS/CSS bundle gem using YUI Compressor.