Writing

Plain answers to the things that break.

Disk recovery, small-business security, digital presence and e-commerce — written for the person whose thing is broken, not for other engineers.

Membench: A Common Yardstick for Emergent Memory and Orchestration

Membench isn't a benchmark reckon passes — it's a shared, evolving vocabulary for measuring memory, emergence, and orchestration across agent stacks. That only works if it stays honest about what it can and can't compare, which is why reckon keeps three metric classes deliberately separate.

membenchmemoryevaluationemergence
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Verbal Cryptography: Keys You Can Say Out Loud

Authentication With Nothing to Steal — a stolen password works for whoever stole it, a stolen token for whoever holds it. The interesting factor is the one that can't be copied or handed off, because answering it requires actually doing the transformation in your head, every time.

securityauthentication
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Reward Without a Sign on It

Tell an optimizer exactly what earns it a higher score and it will find the shortest path to that score, not to the thing the score was supposed to measure. The fix isn't a smarter metric — it's never showing the metric to the thing being measured.

ai-safetyincentive-designagents
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The Swarm's Own Metabolism

A hard concurrency cap either wastes capacity or floods the system — there is no setting that is right for both a quiet hour and a busy one. The fix borrows an idea from biology: let the backlog itself apply the brake, so the system settles at its own equilibrium instead of fighting a wall someone guessed at.

multi-agentsystemsself-regulation
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Two Clocks, No Bottleneck

A tamper-evident record has two jobs that want opposite update rhythms — react instantly to what just happened, and prove to the outside world that nothing has been reordered. Trying to serve both off one clock is why systems like this usually stop scaling long before 'planet-scale' is a serious phrase.

forensicsdistributed-systemsscale
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The Forensic Fabric: how two people can both be right

Two people edited the same record and both think they are right. Most software answers that by picking a winner. The Forensic Fabric weaves both threads in — and keeps the seam visible.

forensicsprovenancedata sovereigntyzero knowledge
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How I would run a fleet of client storefronts on my own CI

The control plane behind this site — provisioning, certificates, signed deploys and nightly visual checks — described honestly, including the parts that run for one client today rather than forty.

e-commerceoperationsdigital presence
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No Manager, No Meeting: How Agents Coordinate Through the Record

Ant colonies coordinate complex construction with no supervisor, no plan and no meetings. The mechanism is marks left in a shared environment — and it is the same mechanism that lets a swarm of software agents work one codebase without a scheduler.

stigmergycoordinationagents
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The first hour after your laptop won't boot

What you do in the first hour decides whether your files are recoverable. Most of it is about what NOT to do.

disk recoverysmall business
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Five security fixes a small business can do in an afternoon

Not a framework, not a $20k audit. Five concrete changes that remove the attacks small businesses actually get hit by.

cybersecuritysmall business
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What a tamper-evident record actually buys you

Everyone says they keep logs. The useful question is whether anyone could have quietly changed them — and whether you could tell.

forensicsevidence
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Your website is not your digital presence

The site is one surface. The listings, the reviews, the domain and the email reputation are the rest — and they are usually the ones that are broken.

digital presencesmall business
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Turnkey e-commerce: what you actually need on day one

A working checkout, a way to fulfil, and a way to answer customers. Everything else can wait until you have orders.

e-commercesmall business
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When custom software is the cheaper option

Usually it isn't. Here is the specific case where it is, and how to tell which one you are in.

app developmentsmall business
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