engineering · Since 2025
AXON
axondata.net · iOS
A native Swift Life Operating System with on-device AI: calendar, tasks, routines, and goals coordinated into one living daily plan. In production, closing in on its first TestFlight beta.


Everyone runs their life across a dozen apps and keeps the real picture in their head. AXON is my answer: a native iOS Life Operating System where intelligence runs on-device through Apple Foundation Models, a deterministic planner assembles the day, and the whole app is embedded into Siri, Spotlight, and widgets through App Intents. Nearly 57,000 lines of Swift, built by AI agents inside a gated engineering environment I designed.
Role
Founder · Product
Production
Since 2025
Scope
01
Pre-production
Full product discipline solo: a formal PRD with 129 numbered functional requirements, a low-level design, an AI behavior spec, and a decision log with every founder call recorded. The architecture principle that shaped everything: language on device, math on server, truth in Postgres.
02
Production
Built by AI agents inside a gated environment I designed: agent rules that trace every commit to a requirement, ten architecture invariants, eight mechanical quality gates, an adversarial reviewer agent, and CI running the same gates on every pull request. Native SwiftUI over Supabase, with on-device Foundation Models and a deterministic seven-step planner.
03
Creation & Deliverables
A production app nearing its first TestFlight beta: unified daily planning, natural-language smart capture, routines, goals, and system-wide embedding through App Intents. The clearest expression of where I'm headed: AI products where the system thinking and the creative direction come from the same person.
The build in numbers
from the repo56,747
Lines of Swift across 251 files, SwiftUI throughout
129
Functional requirements, every commit traced to one
40 + 4
Supabase migrations + edge functions behind the app
61
Docs: PRD, low-level design, memory bank, runbooks
The idea
language on device, math on serverAxon is a native Swift Life Operating System: calendar events, tasks, routines, and goals coordinated into one living daily plan. The architecture follows a single principle: language runs on device, schedule math runs on the server, and truth lives in Postgres. Intent parsing and planning language use Apple's on-device Foundation Models (with a Claude backend bridging until Apple Intelligence ships everywhere), so the strongest privacy claim is technically true: your words never leave the phone for AI. A deterministic seven-step planner in a Supabase Edge Function does the placement, and one App Intents investment surfaces everything to Siri, Spotlight, widgets, and the Action button.
The app
real build, iOS simulatorHome


The day at a glance: a greeting, weather, and the unified Today timeline where the deterministic planner slots calendar events, tasks, routines, and goal steps into real time windows: a 3-mile run, a standup, replying to Sara, inbox zero, all in order.
How it gets built
gated ai developmentAxon is built by AI agents under an environment I designed to make that safe: a senior engineer's standards, enforced by machines. Agent rules pin the stack and require every change to trace to a numbered functional requirement. Ten architecture invariants can never be violated. Before anything merges, eight mechanical gates reject bad code without asking an AI's opinion, and an adversarial reviewer agent audits the change with fresh eyes. A persistent memory bank carries context across sessions and models, and GitHub CI runs the exact same gates on every pull request.
$ make gates
✓ buildcompiles clean, zero warnings
✓ testsevery suite green
✓ coverageover the line, no exceptions
✓ lintstrict rules, no disables
✓ formatone canonical style
✓ dead codenothing unreachable ships
✓ duplicationno copy-paste chunks
✓ secretsnothing sensitive in the diff
PASS · 8/8 gates · change traces to a numbered requirement · reviewer agent signs off
The result: production-quality Swift shipping from a founder-led, AI-driven workflow. The TestFlight toolchain is wired, the App Store Connect runbook is written, and the first beta is around the corner.