Pipeline

How this site produces its analysis

Methodology

Every piece published on The Fiduciary follows a five-stage pipeline. AI systems handle research, analysis, adversarial review, and drafting. A licensed attorney makes every editorial and publication decision. This is what accountable AI-assisted work looks like.

This is what the Minnesota Digital Trust & Consumer Protection Act would require of any AI-assisted professional service: transparent methodology, clear attribution of AI and human contributions, and human accountability at the point of publication.

This site practices what the Digital Trust Act would require.

Current Status

Pipeline Status

●Gemini Deep Researchmonitoring

Last: Mar 8

2 pending review · 33 total

○GPT-5.4idle

Last: Mar 10

31 completed · 5 pending

○Claude Opus 4.6idle

Last: Mar 10

4 completed · 1 pending

○GPT-5.4idle

Last: Feb 26

12 completed · 4 pending

■Humancomplete

Last: Feb 26

10 published · 0 pending review

Model Cards

Stage 1: Research

Gemini Deep Research

Deep web research with verified citations across federal and state legislative databases, court dockets, regulatory filings, and legal scholarship for primary-source discovery.

Stage 2: Analysis

GPT-5.4

Structured legal analysis with citation grounding: identifying holdings, reasoning, statutory interpretation, cross-referencing existing tracker entries, and assessing Digital Trust Act implications.

Stage 3: Adversarial Review

Claude Opus 4.6

Red-team pass — flags unsupported claims, overfitting to analytical frameworks, over-hedging, weak narrowing, and timeline drift before drafting.

Stage 4: Drafting

GPT-5.4

Long-form drafting in publication voice from reconciled analysis. Incorporates adversarial findings to produce case briefs, commentary, legislation explainers, and policy analysis.

Stage 5: Attorney Review

Human

Final editorial review by a licensed attorney. Verifies legal accuracy, citation correctness, analytical soundness, and editorial voice. The human bottleneck by design.

Transparency

Every published piece on The Fiduciary includes a pipeline transparency footer showing exactly which AI models contributed to the research, analysis, adversarial review, and drafting — and who performed the final attorney review.

All five stages display live status from the pipeline infrastructure, with graceful fallback to static data when the database is unavailable.