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

Literature Review of Core Quantization and Multilingual Safety Anchors

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

Red Teaming Quantization growing
Jul 2026
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.

Agents & Tooling 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.

Red Teaming Quantization 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.

AI Safety Quantization growing
Jul 2026
Critical Weight Protection for Fairness and Safety under Quantization

ACL 2026 Findings: static/dynamic PTQ degrades fairness and MultiJail safety (worse in KO/AR); Critical Weight Protection keeps top FAIRSCORE+SAFESCORE weights in FP16.

AI Safety Quantization growing
Jul 2026
Q-resafe: Safety Risks and Patching for Quantized LLMs

ICML 2025: systematic English ASR eval across AWQ/AQLM/LLM-QAT/QLoRA at INT4/INT8; Q-resafe patches safety-critical weights to restore pre-quant refusal.

AI Safety 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.

Data Art 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 growing
Jul 19
Digital Brain: Local RAG + Regenerable Wiki
Digital Brain: Local RAG + Regenerable Wiki

Local-first personal knowledge stack: Obsidian vault → Postgres/pgvector → Ollama embeddings and chat → entity graph → Karpathy-style regenerable wiki, plus a daily brief.

Data Art growing
Jul 21

Navigation across data landscapes

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.

Machine Learning Physics Simulation 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.

Physics Simulation 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.

Fractal Geometry Geospatial Mapping seeding
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.

Physics Simulation seeding

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

Literature Review of Core Quantization and Multilingual Safety Anchors

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

Red Teaming Quantization growing
Jul 2026
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.

Agents & Tooling 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.

Red Teaming Quantization 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.

AI Safety Quantization growing
Jul 2026
Critical Weight Protection for Fairness and Safety under Quantization

ACL 2026 Findings: static/dynamic PTQ degrades fairness and MultiJail safety (worse in KO/AR); Critical Weight Protection keeps top FAIRSCORE+SAFESCORE weights in FP16.

AI Safety Quantization growing
Jul 2026
Q-resafe: Safety Risks and Patching for Quantized LLMs

ICML 2025: systematic English ASR eval across AWQ/AQLM/LLM-QAT/QLoRA at INT4/INT8; Q-resafe patches safety-critical weights to restore pre-quant refusal.

AI Safety Quantization growing
Jul 2026

Navigation across data landscapes

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.

Machine Learning Physics Simulation 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.

Physics Simulation 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.

Fractal Geometry Geospatial Mapping seeding
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.

Physics Simulation seeding

A humble living gallery of creative tinkering

Nativist Birdfeeder
Nativist Birdfeeder

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

Data Art
Blooming 🌻
Denver's Chinatown: An Erasure
Denver's Chinatown: An Erasure

Our augmented reality street theater piece for the Denver Fringe Festival

Data Art
Buzzing 🐝
Animal Runs
Animal Runs

Training for the NYC marathon

Data Art
Growing 🌿
Emergence Atlas
Emergence Atlas

An interactive playground for The Nature of Code

Data Art
Blooming 🌻
Electric Circus
Electric Circus

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

DIY Tech & Art
Growing 🌿
OuLiPo Variations
OuLiPo Variations

Playful variations on the N+7 machine

Computational Poetry
Seeding 🌱

Visualizing my GoodReads

The Nature of Code
The Nature of Code

Atlas of AI
Atlas of AI

The Dispossessed
The Dispossessed