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Technical deep-dives, tutorials, and perspectives on software engineering, tooling, and building products.

10 posts published

10 articles total

Jev in the Break Queue: Your Break Queue Doesn't Need a Model That Talks

TypeSafe's Jev returns a typed decision with a probability instead of prose, in milliseconds and for a fraction of a cent. Applied to NAV reconciliation break triage, with a live simulator showing where to set the confidence gate and why calibration decides whether that gate means anything.

1d ago·2 min read·FinTech

The Keyed Worker Pool: Parallel Kafka Consumers That Keep Order

Kafka orders records inside a partition. The moment you hand a batch to an executor, that guarantee is gone. Four interactive simulations of the machinery that gets parallelism back without losing order: mailbox dispatch, the low-watermark commit, pause-based backpressure, and the rebalance gap no broker setting can close.

Aug 24, 2026·1 min read·Distributed Systems

Six Mechanisms That Decide Whether an Asset Can Be Tokenized

Not the token standard — the machinery underneath it. Six interactive simulations of the mechanics that govern tokenized funds: atomic settlement, the compliance subgraph, mirror-record drift, NAV staleness, liquidity transformation, and a scoring model for what gets tokenized next.

Aug 8, 2026·1 min read·Digital Assets

Four Algorithms That Run Inside Every Kafka Cluster

Not the API surface — the machinery underneath it. Four interactive simulations of the algorithms every Kafka cluster runs: Boyer-Moore majority vote, consistent hashing, ISR and the high watermark, and sparse-index binary search. Drive each one and watch the invariants hold or break.

Jul 16, 2026·1 min read·Distributed Systems

Addressing the AI Awareness Problem -SurvivalIndex

230 new repositories per minute. That’s what GitHub reported in their 2025 Octoverse. 121 million new repos in a single year. A billion commits. 36 million new developers. But how is AI choosing the Open Source Tools in your code? SurvivalIndex Measures

Mar 7, 2026·4 min read·Development

Your AI Agent Did Something Last Tuesday and Nobody Can Tell You What

"You're a developer. You've got an AI agent doing something actually important — code review, infrastructure configs, customer data." "Because what you're about to discover is that you have essentially zero ability to answer 'what did my agent do and why?'"

Feb 22, 2026·5 min read·Development

Revolutionizing SEC Compliance: Building an AI-Powered Domain-Specific Language with Java Spring Boot

In the rapidly evolving landscape of financial regulation, compliance teams face an impossible challenge: manually implementing complex SEC rules that change frequently, require months of development cycles, and demand perfect accuracy. At **ScaleFirst**, we're pioneering a revolutionary solution that combines the power of Domain-Specific Languages (DSL) with AI assistance to transform how financial institutions handle regulatory compliance.

Sep 15, 2025·13 min read·FinTech

MCP Server - Reference Implementation in Fund Accounting

Building an MCP Server for Mutual Fund and ETF Accounting Static Data: A Complete Guide for Investment Management

Aug 3, 2025·51 min read·FinTech

Building Tech for Tokenized Treasury Bills: A Java 21+ Guide

With the emergence of tokenized US Treasury securities like Franklin Templeton's FOBXX and BlackRock's BUIDL, traditional investment management systems need robust integration capabilities. This article explores building production-ready APIs using Java 21 and Spring Boot.

Jul 2, 2025·28 min read·Blockchain