Projects

A vendor-neutral reference architecture for building and operating AI agent systems - the products built around persistent, tool-using agents that keep a durable workspace and accumulate real work over time. Published openly as a working draft, for collaboration.

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.

Flagship: a semantic programming system for AI agents - Markdown-as-source, compiler-to-IR, durable runtime, VSCode debugger. Three years on one thesis: natural language as a programming language.

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.

A singing-practice app I first built in 2012-13, before browsers could do the audio work it needed, and rebuilt in 2026 on AI models, offline and real-time signal processing, and algorithms of my own: upload a recording and it becomes a track you can sing, with the vocal removed, key and tempo moving independently, and phrase-by-phrase call-and-response practice.

A possible route to general intelligence in which homeostatic imperatives drive behavior: many self-improving agents, each keeping one variable within bounds, with no central controller and a structure of motivation that grows instead of being designed.

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.

A 3D narrative game about the people who made and sustained an Indus Valley city, built on a hard separation between documented evidence, reasonable reconstruction, and invention - so the world can be inhabited without pretending to be recovered.

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 research on the capability-sentience gap: why feeling, unlike intelligence, needs a homeostatic stake.

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.

This site - my personal portfolio at amolkelkar.me. A Next.js 15 + Contentlayer static export that renders one page per project from typed MDX and deploys to GitHub Pages.

An LLM-managed knowledge graph of everything I build - one page per project, kept current by an agent that reads my repositories. It's the source this portfolio renders from.

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.

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.

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.