Designing Lightweight AI-Oriented Machine Communication

Updated: 2026-04-24

This page is a compact recovered-source summary. The raw source files are retained in sources/recovered/raw/ for audit, while this public page stays small enough for targeted LLM retrieval.

Source And Provenance

Source domains: uaix.org
Source records in group: 1
Duplicate resolution: unique
Primary raw archive: sources/recovered/raw/uaix-org/raw-system-archives-uaix-internal-memory-reorg-2026-05-01-docs-designing-lightwe-84d28a2438e6.md
Local source paths:
raw/system-archives/uaix/internal-memory-reorg/2026-05-01/docs/Designing_Lightweight_AI-Oriented_Machine_Communication.md

Recovered Structure

Designing Lightweight AI-Oriented Machine Communication
Status
Purpose
How To Use This Document
Executive summary
Design assumptions and scoring
What current models tend to prefer
Comparative assessment of candidate encodings
Recommended architecture and prototypes
python-like pseudocode
Threats, detectability, and safe-use constraints

Retrieval Notes

Use this page for orientation and provenance before opening the raw archive copy.
Treat source-site authority boundaries as active: LLMWikis.org remains the handbook source, UAIX.org remains canonical for UAI-1, and AIWikis.org is the dogfood memory site.
Unique source variants were not silently discarded; they are listed in the duplicate-resolution report and preserved under the recovered raw archive.

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