Bill of quantities → GAEB
Review headings, complete descriptions and quantities from PDFs. Source evidence, resumable processing and schema-validated X83/X84 export.
Case studies
Seven projects from Franz Bettag’s work: PDF bills of quantities to GAEB, price-list conversion, AI-assisted bug bounty hunting, Elixir LLM orchestration, Kubernetes operations, technical knowledge curation and reset predictions. Each case study covers the problem, his role, architecture, results and evidence.
Projects
Price lists → DATANORM
Vision model, source evidence and human review: from a price-list image through JSON to deterministic DATANORM 4 export.
Bug bounty platform
Multiple model families, separate research and verification phases, recorded evidence. Includes the context for the #2 German HackerOne VDP ranking for January–March 2026.
Aquila
Elixir library for Responses and Chat Completions orchestration with deterministic record/replay tests.
ranching.farm
AI-assisted Kubernetes operations through an authenticated cluster agent and role-scoped tools.
badge.gallery
Source-linked catalogue of hacker-conference badges with an AI-assisted editorial workflow.
UsageReset
Evidence-linked reset alerts for AI usage limits on a NO/MAYBE/YES scale.
