Grow the game without growing the overhead
Limited engagements: senior craft for the weeks that matter — without a permanent seat on the org chart.
Blog · clustered
Written for people who ship — not as a brochure. Notes are grouped into clusters. Colour labels are collapsed: one short journey colours note and one combination colours note — not separate green / orange / red essays.
Public notes teach worldview and language. Event definitions, weights, thresholds, and live roadmaps on your title are partnership work — not a free ops kit.
Cluster 1
How we show up on a live title — and why game product is not generic SaaS PM.
Limited engagements: senior craft for the weeks that matter — without a permanent seat on the org chart.
What good product partnership looks like while the game is live: product, live ops, analytics, talent — and capability left behind.
Generic PM playbooks break under seasons, soft currency, and multi-year retention. What loop ownership actually means.
Cluster 2
Seven lenses, principle populations, and the operating questions that sit under Measure · Retain · Monetise. Start with the primer; go deeper when the room needs language.
Path: MRM → Primer → Grouping → journey & combinations below
Why “active” hides trade-offs — and how Attention through Resilience changes the product conversation.
Three questions that cut through dashboard noise — and keep product and finance in the same conversation.
Why we work populations by principle — and how deep you take that understanding is your choice.
Cluster 3
Hub first. Then time, early buckets, one short colours note (protect · opportunity · learn), and the room question.
Order: Hub → D0–D3 & time → Housings → Colours → Design meets needs
Plain summary, practice contrast, composite examples — optional scroll. Colour labels stay short on the colours note.
Why early signals stick — and what lights when.
Content, difficulty?, tech?, not their game — four early buckets with weight.
Green / orange / red in one breath — protect, act, learn. Trails and neighbours without the long split.
Product tested against populations — and the question the room takes home.
Cluster 4
Hub first. One short colours note (protect · opportunity · learn), then genre honesty, multi-membership, and contribution weight.
Path: Hub → Colours → Genres · Multi-membership → Contribution weight
How to read a pair and the seven lenses — start here; colours stay short on their own note.
Green / orange / red for principle pairs in one breath — examples without the long triple split.
Strategy · social puzzle · shooter — same health, different peaks.
Soft weights, week trails, what the population wants to consume.
Volume vs KPI load — problem shape, quantification, lever directions.
Cluster 5
Segments that force a decision, causation discipline, and privacy-first handling of the meat of the data.
Principle-led populations that force a decision — from shared language to live operating cadence.
From events to health: mapping principles, shared language, and not fooling yourself with correlation.
Privacy-first by design: work the meat of the data with principles — populations, signal, dynamic systems.
Cluster 6
Free craft samples that pressure-test a year, an economy, or a population story — companions to the notes above.
DAU, ARPDAU, retention, burn — when the year only works with miracles, you have a product plan problem.
Soft currency is product design. Pressure-test the loop before live does it for you.
Synthetic lifecycle data for AFITMRR™-led population thinking — rehearse before live data is clean.
Feel the lenses on the free scorecard. For event maps, contribution cuts, and a live roadmap on your title — partner up. Public notes teach the worldview; operational depth is confidential partnership work.