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FHoffarth/README.md
flo. — evidence-first software and developer tools.

evidence explainability local-first debother


Agent reports are claims. Repository state is evidence.

I build evidence-first software and decision-intelligence tools that show their work: what they knew, where it came from, and why they concluded it. Local-first where it matters, and explainable by construction rather than by afterthought.

Selected projects

Project What it does
Timonelo Cruise intelligence with explainable knowledge, geometry and decision layers. Python
WhatChanged · Live Local-first text/PDF diff with deterministic change evidence and export. JavaScript
FilePass Local-first metadata inspection, cleaning and independent verification for JPEG, PNG and PDF. TypeScript
ProofLoop Evidence-first verification for AI-assisted software engineering. Python
AwardRadar Travel decision intelligence for cash fares, award availability and booking verification. Python
EnergyRadar Local-first energy intelligence for solar production, grid flow and household consumption. Python
LifeRadar A calm, local-first life admin radar for deadlines, silent costs and open claims. TypeScript
PDFUnbreak Local-first cleanup for hard-wrapped text copied from PDFs. JavaScript
SheetCompare Local-first CSV/TSV comparison by primary key with explicit changes. TypeScript
florianhoffarth.com Personal site for public administration, leadership, digital transformation and research. HTML

What I care about

Agent reports are claims. Repository state is evidence.

  • Evidence over assertion. A result that cannot be traced is not a result.
  • Explainable by construction. If the reasoning only appears in the write-up, it was never in the system.
  • Local-first where it matters. Your data has no reason to leave the machine.
  • Calm software. Tools should reduce the number of things you are holding in your head.

Also

I run debother — small software for annoying problems. Tiny utilities that do one thing and get out of the way, which is the opposite end of the same instinct.


Evidence over claims.

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  1. proofloop proofloop Public

    Evidence-first verification for AI-assisted software engineering.

    Python