// not a blog

Dev Log

utility belt
Python
research notebooks
Swift (iOS)
ship-grade UI
HTML / CSS
web surfaces
TypeScript
full-stack glue
Gemini
agent core
Vertex AI
training & eval
Google Cloud
infra
iOS 14–15 Debug
legacy device fleet
Gemini Enterprise
Agent Ready cert.
// shipped

Neurova

2k+ users on a SwiftUI attention-budgeting app — real telemetry, real retention, real bug reports.

// stanford

Code in Place · final project

Built and submitted under Stanford's CS106A — Python from first principles to a shippable artifact.

// credentials

Public Apple Developer · 5 yrs Swift / Python

Verified Apple Developer with public App Store presence. Five years of compounding reps across Swift (iOS 14–15 device fleets) and Python (research notebooks → Vertex AI pipelines).

2026-04-18

Cutting Gemini latency in agentic loops by 47%

Streaming intermediate tool-calls back to the UI while the planner is still cooking. The trick: a tiny optimistic state machine on the client that commits when the server confirms the call signature.

2026-03-02

Why my agent kept hallucinating tool args

Turns out: I was passing the schema after the user message. Reversed the order, dropped temp to 0.3, and rolled my own retry-on-validation. Tool fidelity went from 71% → 96% across 1,200 evals.

2026-01-21

Productive friction, in code

First MindTrace experiment: insert a 4-second hypothesis prompt before the model responds. Bounce rate barely moved (-2%). 7-day recall jumped 31%. Friction isn't the enemy. Mindless flow is.