DOCS/CORE CONCEPTS
LIVE7 MIN READUPDATED 03 SEP 2026

CORE CONCEPTS / 02

Privacy is a compilation decision.

How SHREDDAR turns task intent, policy, and sensitive spans into minimum useful context.
Traditional redaction asks what looks sensitive. SHREDDAR also asks what the downstream task actually needs, how precise it must be, and whether it may leave the trusted boundary at all.
COMPILER INPUTS

Source + purpose + policy + mode

01

SOURCE

Authorized text or supported browser file content. The source is never written into a Privacy Receipt.

02

PURPOSE

One narrow description of what the downstream model or tool must do.

03

POLICY

A versioned mapping from entity class to transformation action, identified by a canonical policy hash.

04

MODE

Balanced, strict, maximum, or API-defined custom behavior within policy bounds.

TRANSFORMATION SET

Seven explicit actions

ACTIONBEHAVIOREXAMPLE INTENT
keepPreserve an approved valueA non-sensitive product category needed by the task
pseudonymizeReplace with a session-bound placeholderPERSON_01 keeps relationships without a name
generalizeReduce precisionExact amount becomes a bounded magnitude
conceptualizeReplace with a functional conceptNamed organisation becomes counterparty
removeDelete the spanUnneeded contact details
blockStop unsafe movementPrivate key, password, seed phrase, credential
local_onlyKeep the operation inside the trusted environmentA class disallowed from external routing
ALPHA IMPLEMENTATION

Deterministic now; contextual ML later

The live detector uses deterministic patterns, validators, and a small gazetteer. Presidio, spaCy, and an ONNX relevance layer are researched extensions, but the production detector does not invoke them today.

Any model extension must be pinned by artifact hash and model card and evaluated by language and entity class. It will assist recognition; it will not replace secret blocking, explicit policy, or output inspection.

SHREDDAR DOCSYOUR DOC. YOUR DATA. YOUR CONTROL.

Public alpha documentation. Capability labels describe implementation state, not certification or guaranteed suitability.