Notes

Technical notes from private AI systems work.

Short approved notes on deployment boundaries, local model workflows, LoRA review, evaluation evidence, and systems that can be operated, reviewed, and maintained.

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Boundary note

Scope, deployment, access, and operating limits before model work.

Evaluation note

Checks, examples, comparison criteria, and known limits.

Local workflow note

Runtime, operator path, and local model operation observations.

Adapter review note

LoRA and adaptation readiness before customer-facing deployment.

Approved public note

Published only when private details are removed or abstracted.

Current notes

A small public ledger of approved technical notes.

The list is intentionally selective. Notes are published when the material can be useful without exposing private project detail.

2026-05-16 · Random Walk

How to evaluate a local LoRA adapter before deployment

What to review before a fine-tuned adapter is used inside a customer-controlled environment.

Read more

2026-05-16 · Random Walk

Define the deployment boundary before choosing a model

Why private model work starts with data movement, runtime location, and access paths.

Read more

Topic index

The current notes cluster around a few recurring implementation concerns.

Evaluation evidence

Deployment boundaries

Local model workflows

Adapter review

Format

Notes and Articles serve different roles.

Both are public and approved. They differ by scope, not by care.

Notes

Short technical observations, checks, and implementation remarks. Notes stay narrow, practical, and close to the engineering decision.

Articles

Longer public explanations with fuller context, clearer thesis, and a stronger publication boundary.

Publication boundary

Private material stays private.

Notes do not publish private customer configurations, internal deployment paths, unapproved datasets, private run records, or operational secrets. Examples are abstracted before publication.

More public notes are published as reviewable material is approved.

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