Job Pipeline | Project Memo

diagram slotPipeline architecture

Public-safe ingest → triage → research → auto-draft (fact-safe) → audit → release → learn diagram can be added once the operator approves a public view.

todo

Pipeline architecture

Public-safe ingest → triage → research → auto-draft (fact-safe) → audit → release → learn diagram can be added once the operator approves a public view.

Bounded claim

Fact-safety gate + truthful loop + operator-executes boundary: 1,228 leads triaged, 16 audited apply packets at 88–94 audit score, auto-submit architecturally blocked, and channel stats fixed so parked drafts never counted as conversions.

RoleFounder / builder

StatusActive, operator-run daily

Available proof0 / 2

Sourceoperator-recorded

Stack

Project

Operator-run job-search pipeline with fact-safety gate

A second domain on the same Symphony orchestration substrate: ingest, triage, research, fact-safe auto-draft, independent audit pass, apply-packet release, and a truthful outcome learning loop the operator runs daily. V3 ships a structural defense against hallucinating AI-apply tools: tailored résumé content is validated against the base-resume corpus before any PDF renders, making fabrication architecturally impossible.

Problem

Operating context

A live job search has two compounding failure modes: volume drowns judgment (thousands of raw leads, manual resume tailoring, no channel signal), and AI-apply tooling introduces a new risk — fabricated metrics and inflated claims that ship in generated resumes because no structural gate exists. Getting the funnel fast enough to run daily also requires fixing the measurement layer so parked drafts and never-sent covers do not silently inflate conversion stats.

Ownership

What I owned

Built and runs the V3 pipeline on the Symphony orchestration stack — fact-safety gate, lead ingest and triage scoring, auto-drafter, independent audit pass, batched apply-packet generation, and a truthful outcome learning loop — operating the operator's own search through it daily.