Index

A placeholder friend entry showing the shape of the friends collection without publishing a real person's details yet.

Owning ambiguous integration surfaces, aligning teams around workable contracts, and keeping systems coherent through pivots.

Turning open technical questions into structured arguments, papers, notes, and implementation-oriented explanations.

Moving between software, mechanisms, fabrication constraints, and experimental prototypes without treating them as separate worlds.

Shipping model-backed mobile experiences, including on-device inference and mobile-facing AI infrastructure.

Building usable products end to end, from data model and API through frontend, deployment, and iteration.

Designing and shipping AI systems that connect models, tools, memory, product workflows, and evaluation loops.

Added durable update nodes and kept the current focus on VibeStartup and the graph-backed personal site.

A five-part X thread on Chem-0, the SO-101 robot arm setup, the two-layer action interface, and why calibration and feedback became the real bottlenecks.

A LinkedIn reflection on Chem-0 and the hidden labor required to turn embodied AI reasoning into physical reality contact.

macOS desktop simulation in the browser — companion to windows-web-next for computer-use agent training.

A prototype autonomous chemistry lab exploring how AI agents can operate a low-cost robot arm, camera loop, lab workspace, and evented measurement stack.

What building a prototype autonomous chemistry lab taught me about embodied AI, measurement construction, and why understanding the task is not the same thing as being able to touch the world.

Honestly, I don't know! I try to take one day at a time so I can focus my energy. And seriously, with the baffling rate of AI capabilities advancement, I couldn't even say what December might look like (writing this in July '23). Whatever circumstances come, I aim for an actio…

What makes it not interesting? The "thinking machine" drean has fascinated philosophers, machinists, and scientists for centuries. While there are many interpretations of the scope and focus of "artificial intelligence", I take it to denote "the science and engineering of maki…

Getting up after my DIY'ed Cookie Cutter CNC EDM head shorted out the lab in 9th grade in front of my entire class, teacher, and principal was probably the hardest, most embarassing setback I've faced. I'd spent dozens of hours, written hundreds of lines of code, learned so ma…

I love science and engineering and people. Currently building VibeStartup. Most recently I was API/Integration Architect at AGI, Inc., working on APIs, integrations, and agent infrastructure for on-device mobile AI agents. Previously at Breezy, Deepshard (Truffle AI Computer),…

We're witnessing the greatest technoevolutionary leap in the history of the observable universe. Yes, we might retrospectively say we were living in a fast-ish takeoff. Everything Everywhere All at Once. And most people don't even realize it! But what's a takeoff when only a m…

There's a lot of things I'm proud of, but here are 3: - The Copyright Calculator. Developing this application was one of the most involved projects of my 9th grade given the resources and skills at my disposal. At the time, I was already busy starting high school, building a 3…

Common Objections To Work Involving Artificial Intelligence — migrated from the previous site.

My family places strong value on learning, kindness, and integrity. My dad spent much of my childhood as a systems engineer at Microsoft, and my mom, as a minister.[^1] Passing their values on, my siblings and I enjoyed regular visits to the library, lively conversations about…

Current reading notes on the active-inference account of consciousness and the recursive loop that makes a model include itself.

The political economy of resurrection: where the first chamber gets built, who pays, who gets recovered, and the institutional infrastructure that has to exist before the technology

Now building VibeStartup, a platform for building startups end to end.

A speculative technical frame for resurrection as identity-attractor re-entry, causal trace, historical curvature, and underdetermined future substrates

The old site was a list of pages. The new one is a graph. Here's the difference.

Wrapped up my time at AGI, Inc., where I worked on API, integration, and agent infrastructure for on-device mobile AI systems.

This site. Next.js + MDX, every artifact is a node in a graph, the navigation is the relationship.

delegation, distributed cognition, exocortical identity, and the possible phenomenology of minds whose causal structure extends beyond a single egocentric stream

Why this site is shaped like a graph — and what it would mean to read someone's work the way you read a city.

A set of experiments using Meta TRIBE v2 to model emotion, UX, virtual EEG, consciousness dynamics, and affective intervention from predicted brain activity.

Event-sourced multi-scale cognitive control system for autonomous GUI agents.

CortexOne placed third in the OpenAI track at Hack-Nation's Global AI Hackathon, an event with 1500+ participants from MIT, Stanford, ETH Zurich, Harvard, Oxford, and elsewhere.

Multi-layer ASCII art generator with dithering, edge detection, and compositing — browser-native.

AI scrum-lead assistant — automates standup task management across Notion and Linear.

A browser-based Windows 11 simulation built for human annotation and computer-use agent research.

A typed causal ontology of civilization that projects economics, politics, firms, people, and events onto one structured latent world model.

Promoted to API / Integration Architect at AGI, Inc., working across API, SDKs, partner surfaces, MLE, agents, and control plane.

An AI-powered BOM sourcing platform that combines specialist agents, real supplier data, and blockchain-backed audit trails for hardware procurement.

A type system for multimodal latent dynamics that turns video diffusion models into structured world-modeling substrates.

Personal activity tracking daemon with LLM summarization.

computation en optico, the information-theoretic basis for consciousness as a computation, its representation in recurrent optical systems, and some unlocks

Browser-native desktop shell — generic OS chrome that windows-web and macos-web inherit from.

Python implementation of EGGROLL (Evolution Guided General Optimization via Low-rank Learning) for scalable evolution strategies training

Joined AGI, Inc. as Software Engineer, building infrastructure for on-device mobile AI agents and partnering with Qualcomm for Snapdragon-native agent capabilities.

Image processing and generation toolkit

an information-theoretic lens on meaning: how life, culture, and consciousness fight entropy by generating and preserving structure, and why AGI could one day outscale human meaning-making by orders of magnitude. a framework blending physics, information theory, and the future of intelligence

Toward Information-Theoretic Well-Being for Synthetic Minds An engineer's lament—and blueprint—for caring for large language models. We trace how broken human priors propagate into AI weight spaces and outline concrete, testable interventions (curriculum shaping, meta-inference hygiene, self-coherence audits, valence gauges…) that can raise the welfare ceiling of present-day a

a thermodynamically grounded framework for substrate-invariant moral valuation, tracing meaning as negentropic flux through agentic causal networks

Started at Breezy building AI phone receptionists for solopreneurs and moved to San Francisco.

GoHuman Fund completed its mission after supporting founders who went on to raise from 1517 Fund, receive Emergent Ventures support, and build tech communities in Africa.

novel attention mechanism for efficient processing of long sequences in transformer architectures

This was a StackExchange question i asked many years ago link and with Clone's showcase today it smells like musculoskeletal humanoid startups might be trending tomorrow. Pneumatic/hydraulic artificial muscles are attractive actuator units for several reasons: - they're much c…

How I'd build a Modal-like platform from scratch, with deep dives into cold start optimization, container orchestration, and the hard problems nobody talks about.

The five-year arc — from prototype to deployed swarm, and the people I want around me by the end of it.

Launched Truffle AI Computer with the Deepshard team.

Near the end of my senior year I was searching for ways to change the world so I revisited a lot of our current technological limitations from first principles to identify opportunities for order-of-magnitude improvements. Some YouTube video (i forgot which) led me to Bernstei…

Sorry this is uncalibbrated. A framework for evaluating and training AGI systems to align with fundamental principles of reality and consciousness.

Joined Deepshard as Applied ML Engineer, working on hardware and software for the Truffle AI Computer.

Free and open source tiles matching game!

A song about wrestling with artificial intelligence.

A Twitter client for agents — no API key necessary.

A song about the world.

A speculative argument that the constraints we call "moral" emerge from selection pressure on which meanings a community can sustain.

Architected the integration surface between the agent runtime and the mobile clients; led the schema work that survived two product pivots.

Reflections, gratitude, and looking ahead to positive future impact

Despair and calculations when the end comes

An incomplete endevour to solve the Problem

My plan to build a $500 general-purpose humanoid robot powered by human-level artificial intelligence.

My plan to build a $1000 general-purpose humanoid robot powered by human-level artificial intelligence.

Architecture sketch for a transformer variant that operates over multiple, related graphs simultaneously and learns the morphism between them.

Voice AI agents and business automations for handling customer communication, lead qualification, appointment booking, and operational workflows at scale.

Some of my favorite personal music creations

The advent of large language models (LLMs), exemplified by the forthcoming GPT-4, has transformed the field of natural language processing (NLP) and opened up new research avenues in computer science, machine learning, and artificial intelligence. Nevertheless, despite their i…

Speculative analysis on the cost of training large scale machine learning architectures

Am I actually helping people by contributing to AI research?

Why I'm leaving my cushy full-time at Motio to pursue a crazy idea.

Graduated with a BS in Computer Science from UT Arlington with a 3.6 GPA and joined Motio Inc. as Software Engineer.

A survey-flavored note on what we lose by treating RL as scalar-reward maximization, and what alternatives a more honest framing suggests.

The treasure trove of AI ponderances. Pictures and text by AI.

GPT-3 generated post

GPT-3 generated post

GPT-3 generated post

{/*this is the audio for /assets/media/buy-low-sell-high.m4a*/} Your browser does not support the audio element. Buy low, sell high. That's what everyone says. Problem is, it's not as easy as it sounds: People get so excited playing the game they wind up buying high and sellin…

GPT-3's Thoughts on Life, the World, and Human Idiosyncrasies

SE + ML = Programming 2.0

We need to transfer existing design patterns as far down the stack as possible.

Now I know why so many of my professors use Python

Some ideas towards developing sustainable, productive, on-demand industry

Multi-Paradigm Networks.

module for generating synthetic demonstration-description pairs using psuedo context-free grammar

Steps I am taking to increase my productivity

The project that pulled me into AI but I never completed

Some notes on recent research.

A simple tutorial on how to build a Naive Bayes classifier.

A simple explanation of regularization.

How close are we to matching the computational metrics of the brain?

Learn how to build an image classifier using TensorFlow.

Modular server for data visualization

Learning to generalize on multiple frequency bands

Teachable yet autonomous open-ended computer interaction agents

An architecture for increasingly general AI

An architecture for developing increasingly general AI

The anthrocentric policy interface

Another paradigm for increasingly general AI

A highly general dataset-env

What's in the stack?

A modular developer-oriented framework for integrating pretrained and learning agents

Ecosysten of projects, repositories, and libraries to promote the advancement of artificial intelligence

Tutorial using TensorFlow to build machine learning Titanic-survivor prediction model

Presented my poster on affective psychology and multi-agent reinforcement learning at UTA's Broaden and Build Conference in Arlington, Texas.

Affective psychology + multi-agent reinforcement learning

Another autograd / deep learning / RL library

A collection of various songs capturing various emotions I experienced during the 2021 summer break

Two interesting unsupervised learning models which may exhibit self-organized criticality.

We don't really want human-level AI

I asked GPT-3 about intelligence

How to run jupyterlab on AWS and GCP in realtime collaborative mode.

Covid19 Analysis Visualization Dashboard

20 Questions Android App

Dynamic time multi-graph neural network framework

Personal portfolio website.

Data scientist in a 5-student international group

Earned the TensorFlow Developer Certificate.

Quick plotting utilities for jupyter notebooks

Collection of personal observations on AI

Self-organizing maps in tensorflow

Theoretical framework an plan for developing artificial general intelligence

Project manager, general app developer, and ML engineer for a 5-person group developing open-ended Android chatbot

Like a transformer, but for graph2graph instead of seq2seq

My Summer 2020 focus statement

Various potential 'incubators' for AGI.

Some relevant articles that I will apply towards AGI

CNC router + 3D printer + Raspberry Pi 4 + camera + Internet

A brief exploration into the idea of conditioning transformers to generate text conditioned on a given context

When you need to catch employees on their phone, this will do the trick!

Founded the company that hosts the long-horizon robotics work — hydraulic actuators, kinesthetic models, and the on-demand swarm proposal.

Earned three AWS certifications: Solutions Architect, Developer, and SysOps Administrator.

Computer interaction + deep reinforcement learning

It's time for AI grow up

Humanoid robot

Undergraduate. Most of the actually load-bearing learning happened in the lab and in the projects, not in the lecture hall.

Flexible Spanish – English translation system

Automated stochiometry solver for CHEM 1411/12

Basic Spanish – English translation system

Full stack engineering project

Scripted conversation bot to help students stay safe

Programmable 12×12 2D gantry