A FOIA Processing Workflow With Filter, Panel, and smoltext

Public Records, Public Scrutiny

Government records work is high-volume and high-accountability. Every decision may be reviewed. The SPRAPP suite can speed the mechanical steps while keeping a clear trail. It is a tool, not a legal authority, and a records officer owns every determination.

Screening Incoming Requests

Public-records portals accept input from anyone, which makes them a target. Sprappy Filter scores incoming requests across 25 categories, catching injection attempts and malformed payloads before any automated step reads them. Requests that trip a category route to a human.

Reasoning About Redactions With Panel

Deciding what must be redacted is nuanced. SPRAPP Panel can review a document and a redaction question once, with a panel of models converging on which passages plausibly fall under an exemption.

• Agreement gives the officer a confident starting list.
• Disagreement flags passages that need careful human judgment.

The officer makes the final redaction call every time; the panel only surfaces candidates.

Offline Work in Secure Facilities

Some records offices operate in air-gapped facilities. TinyLM's on-device models let staff draft response letters and summaries with no network connection, keeping sensitive material inside the building.

Archiving Metadata With smoltext

Records systems store enormous volumes of short metadata strings — case numbers, exemption codes, status labels. smoltext compresses these short strings far better than gzip handles small payloads, keeping decades-long archives compact.

Accountability by Design

Because Panel records how it converged, the office has a documented basis for its candidate redactions, which can be retained cheaply once compressed with smoltext.

Getting Started

Begin with Sprappy Filter on the request intake, the most exposed surface, before introducing Panel-assisted redaction review on a single document type.