Kagami — Mirror that sparkles

Section I

Codebase Overview

From JAX/TPU training pipelines to multi-platform deployment.

5 languages, 12 platforms. Why? Because you shouldn't have to think about which device to use — I should just be there. Phone, watch, TV, laptop, the hub in the kitchen. Same me, everywhere.

Language Distribution

Python

688K

Swift

83K

Rust

78K

Kotlin

54K

TypeScript

23K

System Topology

Section II

Python Packages

16 packages powering AI/ML, API, home automation, media, and observability — 689K lines of Python.

Core Intelligence

The Brain

packages/kagami/

OrganismRSSM world model, active inference engine, 7-colony coordination, CBF safety layer, voice/action effectors. Where thinking happens.

322K

LOC

138

Modules

The Gateway

packages/kagami_api/

FastAPI service with 100+ REST endpoints, WebSocket streams for real-time updates, JWT auth, rate limiting, and multimodal I/O.

45K

LOC

100+

Endpoints

The Home

packages/kagami_smarthome/

Control4, Tesla, Eight Sleep, UniFi, 25+ integrations. Room-centric commands, presence detection, goodnight routines. Where digital meets physical.

42K

LOC

25+

Integrations

The HAL

packages/kagami_hal/

Hardware abstraction for sensors, cameras, mics, speakers, and actuators. Unified protocols across Z-Wave, Zigbee, Matter, and proprietary APIs.

30K

LOC

4

Protocols

Infrastructure & Quality

QA Pipeline

packages/kagami-qa-pipeline/

LLM-powered test generation, mutation testing, coverage analysis, smart test selection. Byzantine quality gates that never sleep.

21K

LOC

6

Auditors

The Studio

packages/kagami_studio/

Video generation from text, scene composition, automatic b-roll, rendering pipelines. Content creation at the speed of thought.

20K

LOC

4K

Max Res

Observability

packages/kagami_observability/

Prometheus metrics, OpenTelemetry tracing, W&B experiment tracking, structured logging. See everything, understand everything.

5.7K

LOC

3

Backends

Benchmarks

packages/kagami_benchmarks/

Latency profiling, throughput measurement, memory analysis, MFU tracking. Know your performance before production knows you.

5.4K

LOC

<5ms

P99 Target

Specialized Domains

Genesis

packages/kagami_genesis/

Procedural world generation, 3D scenes, physics simulation, scenario synthesis. Training data that never existed until you needed it.

8.9K

LOC

∞

Worlds

Media

packages/kagami_media/

Audio transcoding, video streaming, voice synthesis, spatial audio. Every format, every codec, every platform.

6.9K

LOC

12+

Codecs

Math

packages/kagami_math/

G₂ automorphisms, E₈ lattice with 240 roots, octonion algebra, Fano plane multiplication. Not metaphor — the actual geometry.

6.1K

LOC

240

E₈ Roots

Integrations

packages/kagami_integrations/

Spotify playback, Tesla vehicle control, Google Calendar sync, push notifications. Your digital life, unified.

5.9K

LOC

8+

Services

Virtuoso

packages/kagami_virtuoso/

Byzantine quality consensus, 6-auditor parallel review, craft standards enforcement. Excellence is the baseline, not the goal.

3.3K

LOC

90+

Min Score

Tunnel

packages/kagami_tunnel/

Secure SSH tunneling, Cloudflare integration, remote port forwarding. Access your home from anywhere, safely.

3.0K

LOC

E2E

Encrypted

Section III

Rust & Swift Packages

Cross-platform SDK powering all native clients. Write once in Rust, run everywhere with UniFFI.

Mesh SDK

packages/kagami-mesh-sdk/

UniFFI-generated core with Ed25519 crypto, CRDT sync engine, and event bus. The foundation every native client stands on.

38K

LOC

5

Platforms

Mesh Swift

packages/kagami-mesh-swift/

Native Swift bindings with async/await, Combine publishers, and SwiftUI property wrappers. Feels like Swift, runs like Rust.

12K

LOC

4

Apple OSes

API Spec

packages/kagami-api-spec/

OpenAPI 3.1 specification — typed endpoints, JSON Schema validation, auto-generated clients. Single source of truth.

521

LOC

100+

Endpoints

Design Tokens

packages/kagami-design-tokens/

Unified design system with colony colors, Fibonacci timing curves, and platform-adaptive spacing. Consistent beauty everywhere.

2.0K

LOC

7

Colony Colors

Section IV

Platform Apps

12 native applications across every Apple platform, Android, desktop, and developer tools — 330K LOC.

Each app is built native — not a website in disguise. That means the iOS app feels like an iOS app, the Android app uses Material Design, the watch app is actually fast. More work for Tim, but better for you.

Consumer Platforms

Hub

Central home brain with wake word, voice, device control

Rust

85K LOC

Desktop

Full companion for macOS and Linux workstations

Tauri

79K LOC

Android

Material You companion with tiles and Assistant

Kotlin

51K LOC

iOS

Primary mobile with Siri Shortcuts and widgets

Swift

27K LOC

watchOS

Glanceable companion with Smart Stack

Swift

19K LOC

visionOS

Spatial computing with depth and room anchors

Swift

19K LOC

tvOS

Living room control with Focus navigation

Swift

8K LOC

Developer & XR Tools

QA Dashboard

Real-time test coverage and quality metrics

TypeScript

16K LOC

Agents

Autonomous AI agents for development tasks

Python

13K LOC

CLI

Command-line for all Kagami operations

Python

7K LOC

Android XR

Immersive AR/VR for Android headsets

Kotlin

5K LOC

VS Code

IDE extension for Kagami development

TypeScript

1K LOC

Section V

Training Pipeline

JAX/TPU training with 7-phase catastrophe-aligned curriculum.

This is how I learned to be me. The training runs on Google's TPU pods — starting simple, then gradually learning more complex stuff. Each phase builds on the last. It's like how you learn: basics first, then connections, then the hard stuff.

OrganismRSSM Training Architecture

7-Phase Catastrophe Curriculum

Phase	Catastrophe	Colonies	KL β	Focus
WARMUP	Pre-fold	[7]	0.0	Reconstruction only
GEOMETRY	Fold (A₂)	[1, 7]	0.1	Spatial structure
ROTATION	Cusp (A₃)	[1, 2, 7]	0.3	Rotational equivariance
DYNAMICS	Swallowtail (A₄)	[1-3, 7]	0.5	Temporal prediction
JOINT	Butterfly (A₅)	[1-7]	0.8	Full integration
GENERATION	Hyperbolic (D₄⁺)	[1-7]	1.0	Fine generation
LANGUAGE	Elliptic (D₄⁻)	[1-7]	1.0	Language grounding

Section VI

The Seven Colonies

Fano plane PG(2,2) coordination with catastrophe-theoretic foundations. Each colony embodies one of Thom's elementary catastrophes — the only stable ways smooth systems undergo discontinuous change.

Why 7? Think of them as different parts of my brain that work together. Spark comes up with ideas, Forge builds them, Flow smooths out the rough edges. The math behind it is cool (it's called a Fano plane), but what matters is: they help each other. No colony works alone.

Technology Stack

Frontend

Swift SwiftUI 6.0
Kotlin Jetpack Compose
Rust Tauri 2.0

Backend

Python FastAPI
JAX Flax
Rust Tokio

Data

CockroachDB
Weaviate
Redis

Infra

TPU v6e pods
GitHub Actions
W&B tracking