CONTENT PIPELINE

Anti-Hallucination
by Design.

Produces fact-checked, voice-consistent articles. 7 phases with web search integration and file-based handoff between phases.

OVERVIEW

What it does

The content pipeline produces articles where every claim has a source and every draft gets adversarial review before publication. The fact-checker is never the same agent that wrote the piece. Each phase reads previous output from disk, not from truncated session history. Voice style is configured with concrete examples, not vague instructions.

ARCHITECTURE

Pipeline phases

01

Research

Web search enabled. Gathers sources across the topic, extracts key findings, and produces a structured research document with citations.

02

Write

Drafts the article from research output. Follows voice style configuration with concrete examples of tone, sentence structure, and personality markers.

03

Fact-Check

A SEPARATE agent from the writer. Verifies every claim against the research sources. Flags unsupported assertions. Cannot approve its own work.

04

Red-Team

Adversarial review. Checks for backlash risk, overstatement, missing nuance, and potential misinterpretation. Catches what the fact-checker does not look for.

05

Fix

Addresses all findings from fact-check and red-team phases. Rewrites flagged sections while preserving the voice and flow of the original draft.

06

Final Polish

Voice consistency pass, flow improvements, and readability optimization. Ensures edits from the fix phase did not break the narrative arc.

07

Companion Post

LinkedIn/social summary with its own red-team review. A separate deliverable that undergoes independent adversarial checks.

DESIGN

Key decisions

Separate fact-checker

The fact-checker is never the same agent that wrote the piece. You cannot trust a writer to verify its own claims -- the same biases that produced the hallucination will miss it on review.

File-based handoff

Each phase reads previous output from disk, not from truncated session history. No context window limits. No lost information between phases.

Voice style config

Configured with concrete examples of desired tone, sentence structure, and personality markers. Prevents the pipeline from stripping personality into corporate blandness.

Sequential, not parallel

Truth and trust require sequential verification. Parallel-then-merge produces blended mediocrity. Each phase builds on verified output from the previous phase.

RESULTS

Production numbers

0
Articles published
0
Pipeline phases
0
Fact-check issues in production
connylazo.com
Where they live