Writing & case studies

The thinking behind the work.

Browse public case studies on sports intelligence, quantitative forecasting, applied AI, data platforms and product leadership.

33 articles2024–2026Shareable static index

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10 articles

2026

Sports intelligence · July 2026

From broadcast frames to reviewable table state

Building the calibration, perception and evidence layer behind a snooker computer-vision proof point.

Vision & storytelling
Sports intelligence · July 2026

From hand history to editorial story

How Attimo turns a long poker session into ranked moments, connected arcs and grounded copy.

Vision & storytelling
Applied AI · July 2026

Reconstructing a missing stanza with evidence

A source-first retrieval and generation workflow for exploring uncertain text reconstruction.

Grounded generation
Product leadership · July 2026

Leading data products to trusted decisions

Decision gates, evaluation evidence, ownership and the path from first signal into dependable operation.

Operating models
Sports intelligence · June 2026

A UFC model that can’t see the future

A chronological modelling workflow built around paired-fight integrity, walk-forward evidence and a hard leakage audit.

Predictive modelling
Sports intelligence · May 2026

How a WNBA model earns the right to run

Separating live operational shadowing from capital approval with time-aware evaluation, stability gates and explicit governance.

Predictive modelling
Quant & forecasting · April 2026

World of Warships Ship Drop Simulator - A Fan-Made Probability Tool

An unofficial decision-support tool that turns drop-rate assumptions and pity rules into clear probability curves, expected values, and collection odds.

Simulation & risk
Sports intelligence · March 2026

When the market wins: governing a WTA model

A leak-safe tennis model, an honest market benchmark and the leadership decision not to promote an interesting result.

Predictive modelling
Product leadership · 26 February 2026

Invoice_gen: from family pain-point to shipped desktop app

A lightweight invoicing app built because small businesses close to me needed installable software, not another script or bloated accounting suite.

Product discovery
Applied AI · January 2026

Localization Is Not Translation - Context Cartridges for International Football

A localization pattern that keeps generated sports content culturally native without letting the model invent the wrong teams, references, or tone.

Grounded generation

11 articles

2025

Applied AI · December 2025

Attimo V0.1 - A Narrative Dashboard for Live Sport

Turning raw match events into auditable story objects, QA cues, and locale-aware outputs for editorial and product teams.

Grounded generation
Applied AI · November 2025

Beyond WAPE - Building a Forecast Quality Framework

A pragmatic evaluation system for deciding whether a model is safe to ship, not just numerically impressive.

Evaluation & controls
Applied AI · October 2025

Sunshine Features - Rapid EDA for Feature Viability

A quick but disciplined analytics pass that answered whether weather was worth modeling or just another expensive distraction.

Evaluation & controls
Data platforms · September 2025

Quant Data Platform Roadmap - V0 to V3

A capability-first roadmap for sequencing reproducibility, governance, and optional low-latency without turning platform work into theatre.

Pipelines & observability
Product leadership · July 2025

Post-Launch Lessons: Debugging Smart-Contract Rewards and the Year-1 Data Roadmap

What the first launch cycle exposed about reward bugs, reporting gaps, and the data roadmap needed to keep the system legible.

Operating models
Data platforms · June 2025

Alerting the Chain - Rate-limits to PagerDuty

How we turned fragile reserve checks into a severity-based alerting path with Slack for triage and PagerDuty for real incidents.

Pipelines & observability
Data platforms · May 2025

On-chain Rewards - From Solidity Calls to Tableau

A hybrid analytics pipeline combining live contract reads, market data, and capacity data into one reporting layer.

Pipelines & observability
Data platforms · April 2025

Real-time Market Feeds - Streaming Delta to Tableau

A practical streaming pipeline for market data, spread snapshots, and presentation-layer tables that analysts could trust.

Pipelines & observability
Quant & forecasting · March 2025

Bootstrap Pool - Jump-starting Hardware Capacity with Liquidity Incentives

Modeling the runway, uptake, and economic shape of a liquidity-incentive program before it became an expensive experiment.

Simulation & risk
Quant & forecasting · February 2025

Collateral 50 percent - Why We Doubled the Safety Net

A Monte Carlo study that made tail risk visible enough to justify raising the collateral floor from 30 percent to 50 percent.

Simulation & risk
Data platforms · January 2025

Beyond Dashboards - Mining Dune, Then Building Our Own

Dune was the fastest proof of concept for on-chain visibility, but the production answer needed our own mixed on-chain and off-chain pipeline.

Pipelines & observability

12 articles

2024

Quant & forecasting · December 2024

Slash and Secure - Designing Oracle-Node Penalties

A penalty-design exercise balancing operator incentives, fault tolerance, and the need to keep bad behavior economically unattractive.

Simulation & risk
Data platforms · November 2024

Documentation Sprints at Warp Speed - Shipping the Node Sale GitBook

A two-week push that turned scattered notes, diagrams, and economics content into a public docs system the commercial team could actually use.

Governance & documentation
Product leadership · October 2024

From White Paper to Build Spec - Writing the Tokenomics Implementation Guide

Turning an economic design document into module boundaries, ownership, and a build sequence engineers could actually ship against.

Product discovery
Quant & forecasting · September 2024

Collateral vs Rewards - Stress-Testing the Economic Levers

Using analytics and simulation outputs together to understand how reward design and collateral requirements pulled against each other.

Simulation & risk
Quant & forecasting · July 2024

Investor Unlock Schedules in Python - Nine Scenario Simulation

A scenario simulator built to show how unlock design changes sell pressure, allocation dynamics, and governance conversations.

Simulation & risk
Quant & forecasting · June 2024

Optimizing Queueing Models in Server Systems

Using queueing theory to reason about throughput, wait times, and architecture tradeoffs instead of hand-waving about server efficiency.

Simulation & risk
Quant & forecasting · June 2024

Token Supply, Demand and Capacity - Drafting ICN's First Predictive Model

A first predictive simulator linking emissions, capacity, utilization, and price to answer board-level questions about network design.

Simulation & risk
Quant & forecasting · May 2024

Advanced Forecasting with Prophet

A practical forecasting workflow for turning messy game-sales data into explainable predictions without building a bespoke model stack from scratch.

Forecasting & evaluation
Data platforms · May 2024

Automating Documentation with DBT and Jenkins

Using CI to keep analytics documentation live, versioned, and easy for non-engineers to find without manual rebuilds.

Governance & documentation
Data platforms · May 2024

Scraping the Android Paid Rank Charts

Building a lightweight mobile-intelligence feed for ranking, pricing, and install signals while keeping the data collection process explainable.

Pipelines & observability
Product leadership · May 2024

SWOT Analysis of the Gaming Industry

A market-intelligence piece on the gaming sector focused on strategic pressure points, monetization risk, and where the industry still has room to grow.

Product discovery
Quant & forecasting · May 2024

Unraveling the Impact of Chart Positioning on App Sales

A mixed econometrics and feature-importance study on how app rankings, impressions, and sales actually interact.

Forecasting & evaluation

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