What I reach for, by frequency.

Cadence tells you how often. Bars tell you how deep.

daily part of my current workflow·weekly ship-ready·as-needed comfortable when called on·dormant past depth, current rust·foundation informs everything I do

AI & Machine Learning8 tools · 4 daily

LLM systems at scale
daily
AI agents & MCP servers
daily
Prompt engineering
daily
LLM APIs (Claude, OpenAI)
daily
Generative AI product design
weekly
ML model development
as-needed
Classical ML stack (scikit-learn, TensorFlow)
as-needed
Applied ML on sensor data (databaum)
dormant

Teaching & Communication4 tools

Technical instruction (SVEB AdA FA-M1, M259, M287)
as-needed
Curriculum design
as-needed
Mentoring
as-needed
Public speaking
as-needed

Finance3 tools · 2 daily

Market data domain (CIQ, Bloomberg, pricing)
daily
Private banking
daily
Financial literacy
foundation

Engineering11 tools · 4 daily

Market data pipelines & data lakes
daily
Kubernetes, Helm & DevOps
daily
Python
daily
Java
daily
JavaScript / TypeScript / web
weekly
PostgreSQL
weekly
Elixir / Phoenix
as-needed
Ruby
dormant
IoT & hardware (Raspberry Pi, LoRaWAN, Z-Wave)
dormant
VueJS
dormant
Native mobile (iOS/Android)
dormant

Product & Leadership6 tools · 1 daily

Agile / Scrum
daily
Technical leadership
weekly
Product vision & roadmap
weekly
Team management
as-needed
Startup founding & scaling
dormant
Fundraising
dormant
HobbiesBasketball · Sailing · Jogging · Dancing · 3D printing