Kaizen Craft

Nature as Algorithm

Network robustness, pollinator diversity, and learned embeddings of the waggle dance

Working notes on AI systems, safety research, labor, ethics, and governance policy

Matt Pocock's Skills, Actually Explained: A Critical Guide for Current Usage

A dig through Matt Pocock’s mattpocock/skills repo (the real SKILL.md files, not the SEO blogspam about it): what the skills actually do, what the community has genuinely pushed back on, and what’s worth stealing.

AI Agents & Tools Claude Code growing
Jul 2026
My Google Interview, or Curriculum at Model Speed: A Multi-Agent System for Staying Ahead of AI

A design for a multi-agent pipeline that sources, vets, and scaffolds AI curriculum as fast as the field actually moves, plus metrics for measuring behavior change instead of course completions, plus a filterable table of the actual sources worth watching.

AI Agents & Tools Knowledge Management growing
Jul 2026
Setting up my Digital Brain Karpathy Wiki with RAG system and local DB, running on local models

How I turned my CarbonInterface learning journal into a locally-run RAG system: Postgres + pgvector, Ollama embeddings, a Karpathy-style regenerable wiki, and a daily brief that reads my calendar, email, and Scholar alerts for me.

Knowledge Management RAG growing
Jul 2026
Literature Review of Core Quantization and Multilingual Safety Anchors

25 published (non-preprint) papers across 17 venues (2023-2026), merging Lit Review 1.0 and 1.1.

Literature Review Survey growing
Jul 2026
Research Log: Redteaming Quantized Models with Multilingual Inputs

Status report: measuring Δ_HL (low- vs high-resource jailbreak ASR) under GGUF and related quantization arms.

Quantization Multilingual growing
Jul 2026
Research Log Terms: A Plain-Language Primer

Plain-English glossary for the technical terms in Lit Review 1.0 and 1.1: quantization, GGUF, refusal directions, middle layers, Δ_HL, and related measurement terms.

Primer Quantization growing
Jul 2026

Experiments at different development stages

Growing Wild Gardens from The Nature of Code
Growing Wild Gardens from The Nature of Code

Expanding on Daniel Shiffman's The Nature of Code with an interactive playground for real data.

Creative Coding seeding
Mar 17
CivicSpark AI
CivicSpark AI

AI-enabled chat interface for Tulsa City Council. RAG over agendas, minutes, and budgets, plus topic alerts and district email drafting.

civic tech RAG growing
Jul 23
Digital Brain: Local RAG + Regenerable Wiki
Digital Brain: Local RAG + Regenerable Wiki

Local-first personal knowledge stack: Obsidian vault → Postgres/pgvector → Ollama embeddings → entity graph → Karpathy-style regenerable wiki, with Claude Code over stdio MCP and a daily brief. Working for daily use; several surfaces still under active development.

RAG pgvector growing
Jul 16

Navigation across relational landscapes

Tide Harmonics
Tide Harmonics

Measured tide height at San Francisco with a two-constituent harmonic model (M2 plus S2). From The Nature of Code, Chapter 3: Oscillation.

Nature of Code Harmonic Motion seeding
Seismograph Cloth
Seismograph Cloth

A taut verlet cloth pinned along its border, struck by a week of real earthquakes so global seismicity replays as ripples. From The Nature of Code, Chapter 6: Physics Libraries.

Nature of Code Verlet Integration seeding
River Tree
River Tree

A real dendritic river network from OpenStreetMap around the Colorado-Green confluence, drawn by waterway class. From The Nature of Code, Chapter 8: Fractals.

Nature of Code Fractals seeding
Waggle Dance
Waggle Dance

The honeybee waggle dance modeled algorithmically: a location encoded as a vector, decoded by follower bees. An animal embedding. Built with Nature of Code principles.

Nature of Code Vectors seeding

Working notes on AI systems, safety research, labor, ethics, and governance policy

Matt Pocock's Skills, Actually Explained: A Critical Guide for Current Usage

A dig through Matt Pocock’s mattpocock/skills repo (the real SKILL.md files, not the SEO blogspam about it): what the skills actually do, what the community has genuinely pushed back on, and what’s worth stealing.

AI Agents & Tools Claude Code growing
Jul 2026
My Google Interview, or Curriculum at Model Speed: A Multi-Agent System for Staying Ahead of AI

A design for a multi-agent pipeline that sources, vets, and scaffolds AI curriculum as fast as the field actually moves, plus metrics for measuring behavior change instead of course completions, plus a filterable table of the actual sources worth watching.

AI Agents & Tools Knowledge Management growing
Jul 2026
Setting up my Digital Brain Karpathy Wiki with RAG system and local DB, running on local models

How I turned my CarbonInterface learning journal into a locally-run RAG system: Postgres + pgvector, Ollama embeddings, a Karpathy-style regenerable wiki, and a daily brief that reads my calendar, email, and Scholar alerts for me.

Knowledge Management RAG growing
Jul 2026
Literature Review of Core Quantization and Multilingual Safety Anchors

25 published (non-preprint) papers across 17 venues (2023-2026), merging Lit Review 1.0 and 1.1.

Literature Review Survey growing
Jul 2026
Research Log: Redteaming Quantized Models with Multilingual Inputs

Status report: measuring Δ_HL (low- vs high-resource jailbreak ASR) under GGUF and related quantization arms.

Quantization Multilingual growing
Jul 2026
Research Log Terms: A Plain-Language Primer

Plain-English glossary for the technical terms in Lit Review 1.0 and 1.1: quantization, GGUF, refusal directions, middle layers, Δ_HL, and related measurement terms.

Primer Quantization growing
Jul 2026

Navigation across relational landscapes

Tide Harmonics
Tide Harmonics

Measured tide height at San Francisco with a two-constituent harmonic model (M2 plus S2). From The Nature of Code, Chapter 3: Oscillation.

Nature of Code Harmonic Motion seeding
Seismograph Cloth
Seismograph Cloth

A taut verlet cloth pinned along its border, struck by a week of real earthquakes so global seismicity replays as ripples. From The Nature of Code, Chapter 6: Physics Libraries.

Nature of Code Verlet Integration seeding
River Tree
River Tree

A real dendritic river network from OpenStreetMap around the Colorado-Green confluence, drawn by waterway class. From The Nature of Code, Chapter 8: Fractals.

Nature of Code Fractals seeding
Waggle Dance
Waggle Dance

The honeybee waggle dance modeled algorithmically: a location encoded as a vector, decoded by follower bees. An animal embedding. Built with Nature of Code principles.

Nature of Code Vectors seeding

Creative tinkering I do in my free time

Nativist Birdfeeder
Nativist Birdfeeder

Our Berlin public art project: a birdfeeder that only opens its gates to European birds

machine learning public art interactive sculpture diy circuits Berlin migrant justice immersive art urban space
Blooming 🌻
Denver's Chinatown: An Erasure
Denver's Chinatown: An Erasure

Our augmented reality street theater piece for the Denver Fringe Festival

forensic architecture augmented reality immersive art street theater Fringe Festival public art Denver Chinatowns migrant justice sex work is work
Buzzing 🐝
Animal Runs
Animal Runs

Training for the NYC marathon

data visualization urban space Strava Art Club running RBG NYC
Growing 🌿
Emergence Atlas
Emergence Atlas

An interactive playground for The Nature of Code

Creative Coding p5.js generative art
Blooming 🌻
Electric Circus
Electric Circus

Robots in the Singularity: A DIY circus/fabric art project

circus art diy circuits wearable tech fabric art Toronto Montreal Fringe Festival Beijing
Growing 🌿
OuLiPo Variations
OuLiPo Variations

Playful variations on the N+7 machine

computational poetry spaCy for NLP School for Poetic Computation
Seeding 🌱
Architectures of Global AI Governance
Architectures of Global AI Governance

The Alignment Problem
The Alignment Problem

Race After Technology
Race After Technology

The Nature of Code
The Nature of Code

Atlas of AI
Atlas of AI

Weapons of Math Destruction
Weapons of Math Destruction