Narrative Intelligence for Africa & the Diaspora.
Aware Labs engineers multi-agent computational journalism systems that audit media bias, strip editorial spin, and verify African reporting with mathematical proof.
Autonomous Story Audit Mission
5 specialized LLM nodes analyze raw news wire reporting in parallel before synthesizing an objective Story Score.
Ground Truth Agent
Extracts raw chronological fact timeline (Fc) stripped of framing and emotive phrasing.
Lexical Auditor
Calculates adjective density, spin coefficient (Sj), and subjective fluff index (Nf).
Context Analyst
Flags critical omissions (Om) and absent African stakeholder perspectives.
Parrot Detector
Measures wire dependency (Spp) vs. Reuters, AFP, and AP wire feeds.
Four pillars of narrative accountability.
From autonomous newsroom auditing to individual browser tools and open academic research.
Aware AI Pipeline
A high-throughput news watchdog pipeline ingesting wire feeds, RSS, and local media across 54 African countries. Deploys multi-agent consensus scoring to identify omissions, passive framing, and unverified allegations.
Africa is Watching
The public digital newsroom tracking over 1,000 publishers. Features side-by-side comparative views: State, African, Mainstream, Independent, and Non-Aligned coverage displayed together with verifiable Story Scores.
BeAware Extension & Applet
An on-demand forensic URL auditor. Readers paste any article URL or click the Chrome/Firefox extension while browsing to get an instant 7-pillar bias audit, fact timeline, and missing context flags.
Watchdog Mobile Suite
Built for on-the-go readers across Africa and the diaspora. Features full-screen card snapping, Fish Audio AI voice daily digests, offline local database caching, and instant breaking news watchdog alerts.
14 Technical Whitepapers & Scoring Formulas.
Every scoring equation, agent mandate, and bias metric is published under Creative Commons CC BY 4.0 for peer review.
Scoring Architecture & Multi-Agent Consensus
Mathematical definition of the composite Story Score: S = w1·Fc + w2·(1-Sj) + w3·(1-Om) + w4·(1-Spp).
Parrot Journalism & Wire Dependency
Algorithmic detection of uncritical syndication from Reuters/AP/AFP with lexical distance thresholds.
The 5-Group Media Classification Standard
Empirical categorization of global publishers into State, African, Mainstream, Independent, and Non-Aligned.
Start auditing with Aware today.
Access the public watchdog, test your first URL, or integrate our narrative intelligence APIs into your newsroom.