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Unix Philosopher: Built with intention.

Composable tools for AI workflows with highly reproducible and observable outcomes.

I design focused AI-development capabilities that compose into practical, inspectable workflows—from agent tooling and Linux systems to automation, data, and the web.

Avery Freeman profile portrait

What I value

Small tools, clear jobs

I like tools that do one thing well and fit together without a lot of ceremony.

Make the work visible

Useful logs, clear docs, and repeatable steps make systems easier to trust and hand off.

Look after the whole system

The user, the infrastructure, the cost, and the people who maintain it all count.

Stay curious, stay practical

I will try new tools, but they still have to earn their place in the workflow.

Fresh from the workbench

A few recent things

A small window into the latest notes and repositories, while the full archive stays one click away.

Blog

Latest posts

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Connecting to an old Unifi AP via SSH

Connecting to an old Unifi AP via SSH

In vibrant new TechniBW Also called, "what to do when encountering the following Error: No matching host key type found. Their offer: ssh-rsa,ssh-dss" ?? I've got a super old UAP-LR I still manage with an old version of the Unifi Controller locally, since I barely use WIFI for a…

Old Tech, New Tricks

Old Tech, New Tricks

Well, not \that\ new, but still ... different, and decidedly unconventional... I keep telling myself I've gotta write about the Hikvision setup I put together at my friend's fast food restaurant/mini dinosaur theme park, because it's so unusual, I doubt many people have done it…

Block diagram of network design using Bypass4NetNS

`nerdctl`: NTT's Gift to Humanity?

Virtual network flow chart details stunningly-performant namespace network: Bypass4NetNS I've been keeping an eye on nerdctl. While it's still a little trickier than Docker or Podman for commands to work consistently, there's fascinating innovation happening under its hood. One…

Portfolio

Recently updated repositories

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Plugin-Audit README preview

Plugin-Audit

Python

Evidence-backed Codex plugin subscription audit and paywall guard

netclaw README preview

netclaw

Python

Portable agent workflow kit for specification-driven development, safe network operations, distributed orchestration, and recorded demonstrations.

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