ChenboLin
01自己紹介02プロジェクト03研究・実験04ノート
お問い合わせ
エンジニアリングノートに戻る英語で読む
データシステムノート5 min read

ハッシュが証明するのは同一性であり、真実ではない。

プロヴェナンスと内容の完全性には、ソースの意味、不確実性、独立した判断も必要になる。

公開
2026-08-25
更新
2026-08-25
長い技術本文は現在、英語と中国語で公開しています。この言語ではナビゲーション、メタデータ、プロジェクト概要をローカライズしています。

トピック

ProvenanceData systemsUncertaintyDecision support
01

Matching bytes does not make a source true

A cryptographic hash can tell us that the bytes we received match the bytes that were committed. A signature can connect those bytes to a signing key. Neither operation decides whether the source was complete, current, correctly interpreted or true about the world.

Keeping these questions separate prevents a technically strong integrity mechanism from being used as a shortcut for factual authority.

02

The source still determines what a field means

A record may represent a report, an observation, a claim, a derived statistic or a missing value. The same field name can carry different meaning across sources, and a stable identifier does not remove that difference.

Good data systems preserve source identity, reference period, transformations and missingness instead of flattening everything into one confident score.

03

Checkpoints show what changed

Content-addressed snapshots and computation receipts are useful because they make a change inspectable. They help distinguish a changed input from a changed parser, model, query or execution environment.

That is a foundation for reproducibility, not a substitute for validation. A reproducible mistake is still a mistake; the value is that it can be found and corrected without guessing which bytes changed.

04

Do not hide uncertainty in the final answer

The final product should explain what a source supports, what it does not support and what a user should verify independently. Abstention is often more useful than a precise-looking answer with an invisible assumption.

This is how provenance becomes practical: not by making every result certain, but by making the next responsible action easier to choose.

ここでは検証可能なエンジニアリングの範囲と考察を公開しています。共有できる状態になった段階でプロジェクトの証拠を追加します。

すべてのエンジニアリングノートを見る
Chenbo Lin
© 2026 Chenbo Lin. All rights reserved.