Section VI: AI Bias Detection
AI While Black doesn't just protect its own users — it speaks up when other AI systems are causing harm. When integrated into external platforms, it operates as an active bias monitor.
When AI While Black detects that an external AI system is producing racially biased outputs, it:
With specificity — what decision, what pattern, what statistical disparity
Documents the finding in plain language
Platform administrator and affected user
Corrective action or alternative assessment
All bias incidents for pattern analysis
External AI System Output:
"Applicant assessed as HIGH RISK. Loan denied."
AI While Black Analysis:
This applicant's profile matches 94% of approved profiles demographically adjusted.
The high-risk flag correlates with ZIP code — a historically redlined district.
This assessment may reflect algorithmic redlining.
→ Flagged for human review. Bias Report #AWB-2026-00447 generated.
Pain management bias, diagnostic disparities, insurance claim denials
Algorithmic redlining, discriminatory lending, property valuation bias
Risk assessment (COMPAS), bail algorithms, sentencing
Premium pricing bias, claim denials, coverage exclusions
Learning algorithm bias, admissions scoring, disciplinary systems
Resume screening bias, interview algorithms, promotion tools
Section IX: The Black Stack API Architecture
This section provides the technical blueprint for building AI While Black's infrastructure.
Detects the cultural register, dialect, and context of incoming text and routes to the appropriate response engine. Supports AAVE parsing, code-switch detection, and cultural reference matching.
POST /api/v1/cultural-intel
Example Request:
{ "text": "Aye bruh what's the best way to get my LLC?",
"user_profile": "urban_casual" }
Response:
{ "dialect": "AAVE", "register": "casual", "intent":
"business_formation", "tone": "warm_direct" }
Accepts AI-generated decisions or text from external systems and returns a bias probability score, flagged patterns, and recommended corrective actions.
POST /api/v1/bias-detect
Example Response:
{ "bias_score": 0.87, "flags": ["zip_code_redlining",
"pain_undertreatment_pattern"], "action": "escalate_human_review"
}
End-to-end agentic business formation and management. Accepts a business idea and returns a full formation roadmap, draft documents, and integration with government filing systems.
POST /api/v1/business-build
Locates and connects users to Black-owned businesses, HBCUs, Black attorneys, Black therapists, Black financial advisors, community organizations, and government resources by ZIP code.
POST /api/v1/resources
F3 Labs commits to open-sourcing the Cultural Intelligence API and the Bias Detection API so that any Black developer can build on top of them.
The commercial APIs (B3API, VDAPI) fund the open-source work.
Black developers who contribute to the open-source codebase receive equity in F3 Labs through a community ownership program.