Book publication / 16 September 2026
Canton Sea: A Theory of Human-AI Signal-Chain Identity
HMIC LLC has published TJ Jung's first nonfiction book. Across thirty-eight short chapters, Canton Sea traces how intent survives handoffs between people, models, machines, and interfaces.
Paperback: 6 × 9 inches, 134 pages, ISBN 979-8-953120-00-5. Kindle edition also published.
Independent benchmark / 18 September 2026
Qwen3.8-27B versus Qwen3.6-35B-A3B on RTX 5090
HMIC measured a practical split between cold reliability and calibrated speed. Qwen3.6-35B-A3B ran 3.82 times faster in the tested deployments, while Qwen3.8-27B retained the stronger untouched holdout result.
Scope: this is a deployment comparison between the named source packages and quant levels. A source-matched Q4/Q6 matrix is in progress to isolate the quantization effect.
Owned release / 05 August 2026
Programmed Interface Compression: a public definition and reference cluster
HMIC has published a concise definition, recognition kit, boundaries, examples, and related public reference pages for Programmed Interface Compression (PIC): the reduction of repeated messages when an engineered, evolving shared reference carries the necessary meaning.
Scope: this release describes a named pattern and public explanatory material. It does not claim exclusive rights, measured performance, customer adoption, or industry priority.
Owned release / 05 August 2026
ALCOA+ by Public Consensus and ALCOA RubberStamp v1.0.0
HMIC has published a technical paper on externally verifiable audit evidence and a free, MIT-licensed reference implementation for deterministic file-set commitments and later verification.
Scope: the paper and software are a reference architecture and demonstration. They do not, by themselves, make a system compliant with 21 CFR Part 11, EU GMP Annex 11, or another regulated requirement.