THE ENGINEERING JOURNAL

Where High-
Performance Ruby
Meets Frontier AI.

Production notes from our engineering lab. We turn high-performance Ruby and practical AI patterns into delivery-ready systems for product teams.

AI RESEARCH &EXPERIMENTS

Experiments, benchmarks, and implementation patterns we use to de-risk delivery.

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Rails Query Shaping for Predictable Latency
14 min readResearch

Rails Query Shaping for Predictable Latency

A full technical tutorial on designing, measuring, and shipping query-shaping improvements in Rails so p95/p99 latency stays predictable under growth.

Grzegorz Lisowski
Read
Regression Guards for LLM-Assisted Delivery
11 min readResearch

Regression Guards for LLM-Assisted Delivery

A practical safety model for AI-assisted engineering that combines deterministic gates, review thresholds, and fast rollback signals.

Grzegorz Lisowski
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TECHNICAL INSIGHTS

Architecture decisions and trade-offs explained for CTOs and senior engineers.

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Incident Playbook for Product-Focused Engineering Teams

Incident Playbook for Product-Focused Engineering Teams

A practical incident response playbook designed for product teams that need fast recovery, clear ownership, and low process overhead.

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Zero-Downtime Schema Changes in Rails

Zero-Downtime Schema Changes in Rails

A delivery-tested rollout pattern for schema evolution in active Rails systems without downtime or surprise regressions.

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Case Note: Legacy Audit in the First 30 Days

Case Note: Legacy Audit in the First 30 Days

A field-tested 30-day sequence for converting unclear legacy risk into an executable stabilization roadmap.

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Public Repositories

Most client systems are private. These public repositories show how we structure and maintain delivery-ready code.

Active website delivery codebase with current implementation and content workflows.

Technical publishing repository for engineering notes and long-form articles.

Standards-focused interoperability work for invoice conversion scenarios.

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Practical Assets

Ready-to-use cheatsheets, diagrams, templates, and runbooks from delivery practice.

Rails Performance Triage Checklist

Rails Performance Triage Checklist

Cheatsheet

A practical checklist for identifying hot spots before scaling work begins.

Use when response times become inconsistent or release confidence drops.

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