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Engineering Practice 29 May 2026

What AI Changes About Measurement

The series retrospective - what the AI-era evidence actually says with every figure dated and attributed, the nine characteristics of ISO 25010 as revised in 2023, and what I now gate differently when much of the diff was machine-written.

Engineering Practice 27 May 2026

The Misleading-Metrics Graveyard

Eleven numbers that still haunt engineering dashboards - what killed each one, from Goodhart to queueing theory to changing fashion, and the one-line replacement carved on every headstone.

Engineering Practice 11 May 2026

Coupling, Cohesion and the Main Sequence

Measuring the lines between the boxes - afferent and efferent coupling, the instability ratio, Robert C. Martin's main sequence, and the cohesion metric that catches a class doing two jobs, plus where every one of them needs a human to overrule it.

Engineering Practice 09 May 2026

The Maintainability Index and the Debt Ratio

The composite score that hides more than it shows and the percentage that translates code quality into money - where the maintainability index formula came from, why its logarithms flatten real problems, and how the technical debt ratio earns its place as a trend.

Engineering Practice 08 May 2026

Cyclomatic Counts Paths, Cognitive Counts Pain

Two complexity metrics that look interchangeable and answer different questions - McCabe's 1976 path count is a testing instrument, SonarSource's cognitive score is a readability instrument, and only one of them earns a place in the merge gate.

Engineering Practice 06 May 2026

When a Measure Becomes a Target

Dashboards go green while codebases rot - the opener of a fourteen-part series on measuring code quality and software delivery without staging the theatre that ruins both.

Engineering Practice 16 Apr 2026

Engineering Craft and Its Nine Sub-Disciplines

Engineering Craft carries 25 of the framework's 100 points and splits into nine sub-disciplines - why writing code earns only 18 of them, why architecture is the most leveraged skill in the model, and why reading code overtakes writing it by the time seniority arrives.

Architecture 14 Nov 2025

Two Modules, Three Months of Drift

Conferences and Speakers disagree on layout, naming, id policy, exception visibility, mapping style and route constraints - plus a 200 that returns nothing and a broker that threw NotImplementedException for four months. The honest ledger.

.NET 04 Nov 2025

The Graveyard of Registered Dependencies

Redis registered in nine services and read in one, discovery stacks in services that never call anyone, an outbox package referenced but never wired, and versions that float by construction - an inventory of everything Pacco wires up and never uses.

.NET 04 Nov 2025

The Price of No Shared Kernel

The retrospective, with the ledger totalled - seven byte-identical MessageBrokers, one AggregateRoot with three meanings, what Convey genuinely optimises, where a Convey.Bootstrap meta-layer should have stood, and what a consumer should copy from this estate.

.NET 03 Nov 2025

A Smell Audit With Prescriptions

A refactoring.guru walk through Pacco's real lines - a flags-enum search that can never match, twin guards, a dead password check, mappers that return null, and an Id that is never assigned - each smell named and each paired with the technique that cures it.

.NET 02 Nov 2025

AI in a Startup

The self-styled uber AI order maker resolves to FirstOrDefault behind an in-source confession, and its reservation heuristic structurally out-bids every earlier booking - the estate's data-science audit, written up as the short honest piece its eleven lines deserve.

.NET 02 Nov 2025

The Saga That Rides a Header

OrderMaker drives a whole order through a Chronicle saga and reports its progress in a single RabbitMQ header - stamped on every publish, forwarded by seven copied MessageBrokers, read back by Operations, and backed by a saga store that forgets everything on restart.

.NET 01 Nov 2025

Two Ways to Tell a Service Something Changed

Deliveries maps domain events into integration events that carry facts while Vehicles publishes bare ids straight from its handlers - two event philosophies in one estate, and a vehicle-to-resource mirror that syncs deletes but never creates.

.NET 31 Oct 2025

A Shadow Registry of Every Message

Operations subscribes to eighty estate messages from one hand-maintained JSON file - a shadow copy of every contract in the system that nothing validates, with ghost entries nobody publishes and real rejections it never lists.

.NET 30 Oct 2025

The Test Pyramid CI Never Runs

Nine Pacco repositories run dotnet test against zero test projects and stay vacuously green, while the one repo with a real unit-integration-e2e-performance pyramid is the only one whose Travis config omits the test step.

.NET 28 Oct 2025

The Same File in Seven Repos

MessageBroker.cs exists in seven Pacco repositories and hashes identically once you substitute the service name - this part inventories the copied glue, finds the double registrations hiding in seventeen-call chains, and weighs copy-paste against a shared kernel.

.NET 27 Oct 2025

The Convey Consumer Tax

Convey sells a microservice in thirty lines, and Pacco builds ten of them - this series reads the whole estate to price what the framework compresses and what every consumer pays for by hand. Part 1 of The Convey Consumer Tax.

Microservices 03 Oct 2025

The Angular App That Forgot Its Auth Header

DShop.Web is a well-structured Angular 6 SPA whose plumbing leaks at every joint - an auth header discarded, PUT and DELETE that both GET, a paged result that starts empty. A tour of bugs that only survive because nobody ran the code.

Microservices 29 Sep 2025

The Buy Path That Never Worked

The DShop monolith was abandoned with a NotImplementedException sitting directly in the order path. Reading its honest ledger is a masterclass in what an unfinished codebase confesses about itself.

Microservices 16 Sep 2025

One Template, Nine Times

Nine DShop services share one skeleton stamped out by hand - and the places they quietly disagree teach more than the places they match. A drift catalogue read from the real source. Part 2 of Nine Services and a Message Bus.

.NET 14 Sep 2025

BuildServiceProvider Nine Times

Each concern in DShop.Common builds a throwaway DI container just to read config - nine per service, atop three coexisting container frameworks and a vendored config parser.

.NET 10 Sep 2025

The Fluent Handler That Explodes on Success

A reusable try-catch-finally wrapper in DShop.Common awaits a null-conditional delegate - so the success path throws a NullReferenceException the failure path avoids.

.NET 07 Sep 2025

The Envelope That Scrambled Itself

DShop.Common's correlation context threads request identity through every message hop - and a long positional argument list quietly transposes half its fields.

.NET 11 Apr 2025

What a Hand-Rolled Intranet App Taught Me

The honest retrospective - copy-paste as a pattern, zero tests, PII in telemetry and what employee-monitoring data demands, destructive error handling, and the handful of decisions that genuinely earned their keep.