Agent-neutral workflow architecture · Ongoing personal system
Evidence-Backed Career System
I maintain a private, file-backed operating system for evidence, job intake, evaluation, CV generation, and immutable application records.
01
The challenge
Let multiple agents search, evaluate, and prepare applications without inventing candidate facts or depending on hidden chat memory.
02
The approach
Uses an evidence bank, JSON contracts, exact-source boundaries, deterministic validation, generated CVs, and immutable prepared or submitted application versions.
Facts before prose
Claims carry provenance and confidence before they are shaped into a CV, evaluation, or public case study.
Private truth, public projection
The portfolio receives an allowlisted artifact rather than runtime access to applications, jobs, or evidence sources.
03
The outcome
One private source of truth now drives task-specific job and CV workflows plus a separately sanitized public portfolio projection.