Who Watches the Watchmen?
In a media ecosystem where international wires dictate the African narrative, Aware AI deploys an autonomous multi-agent swarm with tiered reasoning to audit media bias with verifiable mathematical rigor.
The 5 Specialized Forensic Agents
Tiered Apodex 1.1 Mini LLMGround Truth Agent
Cross-examines 1,000+ monitored African and international publishers to build a verified chronological event timeline stripped of editorial spin and emotional adjectives.
- Ingest raw report
- Entity & chronological extraction
- Cross-verify with Pan-African wire databases
Lexical Auditor
Performs dense sentence-by-sentence NLP evaluation, calculating adjective-to-noun ratios, passive voice obfuscation, loaded adjectives, and narrative fluff coefficients.
- Adjective density scan
- Passive voice attribution check
- Compute loaded phrasing score
Context Analyst
Identifies absent historical context, missing economic statistics, and neglected African local stakeholder quotes that fundamentally slant reporting.
- Compare with historical archives
- Check local community quotes
- Flag unverified foreign government claims
Parrot Detector
Measures string distance and semantic parroting against Western syndication wires (Reuters, AFP, AP). Highlights articles that copy wire narrative without independent local inquiry.
- String distance vector analysis
- Syndication threshold test (>85%)
- Original commentary scoring
Chief Editor Consensus
Aggregates the individual agent evaluations through a weighted mathematical consensus equation to assign the definitive Story Score between 0.0 and 10.0.
- Weighted Bayesian aggregation
- Confidence interval computation
- Publishing to public newsroom & API
The Story Score Equation
Unlike proprietary black-box media ratings, every parameter in the Aware Story Score is published openly for academic and public scrutiny.
Where F_c = Fact Timeline, S_j = Spin Coefficient, O_m = Omission Penalty, S_pp = Parrot Wire Dependency.
Read the Technical Whitepapers
Published under Creative Commons CC BY 4.0 in our open documentation portal.