ADAPT Agentic Disinformation Analysis & Provenance Toolkit
ADAPT.
A Hub for the Verified State of Media.
HIGH CRED
MIXED · LOW
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The Problem
MotivationTrust in the media has eroded under industrial-scale disinformation.
Readers face a volume and velocity of news no human can vet — saturated with synthetic media, fragmented across outlets, and shaped by sources of uneven reliability.
01 · Volume
Velocity & scale
Millions of articles published daily; cycles outrun any manual fact-check.
02 · Synthetic
Generative reality
LLM-written copy and image diffusion blur the line between report and fabrication.
03 · Fragmentation
Siloed outlets
Coverage gaps and partisan framing leave readers without a shared baseline.
04 · Trust
Eroded confidence
Generalised distrust of all media — including outlets that remain rigorous.
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The Solution & Capabilities
Platform
OUR SOLUTION
A single hub where every story carries a transparent, multi-agent verdict.
ADAPT centralises news from across the credibility spectrum and runs every claim through an agent network that publishes its evidence — not just a score.
1. The Central Hub
A unified interface bringing together top stories, briefings, and coverage gaps across publishers.
2. Transparent Verdicts
Deep dive into specific news stories with comprehensive analysis gathered directly from multiple sources.
3. Fact-Checking & Agent Debate
Track individual claims against aggregated context and review the exact debate process generated by the multi-agent system resolving conflicting reports.
4. Information Flow & Source Analysis
Understand how a narrative evolves over time and analyze the credibility and reporting history of publishers contributing to the ongoing debate.
5. Blindspot Detection
Identify coverage gaps to see what specific outlets are systematically ignoring or framing differently.
6. Tailored For You
Engage with personalized recommendations based on topics and events you follow.
7. Automated Synthesis & Briefings
Receive synthesized summaries of the day’s most critical events and distill long, multi-layered developments into concise overviews using sophisticated language models.
8. Local News
Keep track of regional events prioritized according to geo-relevance alongside global affairs.
9. Semantic Search
Quickly locate related events, publishers, and verified claims using context-aware querying.
10. Reading History
Browse previously viewed stories to see how claims have been updated over time.
11. Personal Workspace
Adjust credibility thresholds and interface settings to fit your preferred mode of verification.
12. Publisher Profiles
Review the historical credibility, ideological leaning, and detailed track record of individual news sources like Reuters before trusting their coverage.
13. Transparent Methodology
Understand exactly how credibility scores are calculated with full visibility into the agentic scoring methodology.
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System Architecture
EngineeringA scalable, multi-agent orchestration engine.
ADAPT is built on a modern stack designed to handle high-velocity data ingestion, concurrent agentic reasoning, and real-time frontend delivery.
01 · Data Pipeline
Ingestion & Persistent Stores
A dedicated Crawling Agent ingests RSS feeds and raw publisher pages, normalizing the data into a Shared Crawl Database (SQLite) containing events, articles, and image stores.
02 · Orchestration
Agent Network & Analysis
An Agent Orchestrator processes pending and stale events, routing them to specialized pipelines for fact verification, temporal dispute analysis, and multi-source synthesis.
03 · Verdict Engine
Judicial Multi-Agent System
Claims are argued in an adversarial network: Prosecutor and Defence agents build cases using Tool Knowledge Graphs, while a Judge moderates and a Jury Panel casts majority votes.
04 · Delivery
Next.js Frontend Layer
A scalable Next.js App Router surfaces the Court Records (artifacts, evidence, rulings) through dedicated API routes to dynamic user interfaces like Daily Briefings and Blindspot detection.
