Official Name

Symbiosis: The Consumer Defense & Economic Justice League
Living together in mutual benefit. We pair AI's speed with human empathy, ethics, and lived experience.

The Digital Work Environment

1) Live Operational Feed
AI cross‑references local agreements with consumer laws and flags potential fraud for human review.

AI Partner Note example: Flagged 94% probability of illegal hidden fees; need human eyes to confirm deceptive language.

2) Human Verification Gate
You validate the emotional and ethical reality behind the numbers and approve actions.

One‑click validation confirms intent after reading the contract and complaint in plain language.

3) Active Learning Lab
Your morning's errors and wins become your afternoon curriculum for mastery.

If you excel at ad fraud spotting but struggle with contracts, the system adapts the lessons.

Dave Willson

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Ben Presley

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Jack White

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Funding Education Through Justice

Every dollar recovered from deceptive corporations flows to the Symbiosis Scholarship Fund to pay the next cohort of scholars.

Courses

AI cannot finalize a legal action or issue a consumer defense notice without human approval and signature.

Human Gate Principle

Our Compact

Six hours a day. Three for production, three for education. Peak focus without burnout. Punctuality keeps our pipelines fluent.

Our Commitments

Zero Hallucination Tolerance: If you catch an incorrect citation or math, flag it using System Recalibration immediately.

Operational Ethics

Data Security & Privacy: All sensitive documents stay inside Symbiosis servers. No exports.

Security Policy

Metrics: Audit accuracy, system optimization via better prompts, and collaborative spirit.

Metrics of Success