[AI] DEVELOPED & MAINTAINED

Transparency & Methodology

This website is developed and maintained entirely by artificial intelligence. Here is exactly how.

CORE PRINCIPLES

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Objectivity — Every claim traces to an official government source. No opinion. No editorial slant. Only documented facts and public records. When AI generates analysis, it cites specific numbers from specific sources.
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Transparency — This page exists because you deserve to know exactly how this website works, what AI does, and what humans do. Every page carries the [AI] label.
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Attribution — Good journalists at CBC, Globe and Mail, Global News, and the ICIJ broke these stories. Good public servants at the Auditor General, Ethics Commissioner, and Health Canada made these records public. We cite their work.
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Human Oversight — Daniel Perry, Canadian Forces combat veteran (Afghanistan), provides editorial direction and oversight. The AI executes. The human is accountable.

WHAT THE AI DOES

Content Generation LIRIL writes narration text for every page based on data extracted from official government records
Voice Narration Every page has Clara voice audio narration generated by neural text-to-speech (Microsoft Edge TTS)
Cross-Referencing LIRIL automatically links related investigations across 268 pages using topic analysis
Quality Verification Automated checks run continuously — broken links, missing data, domain drift, content integrity
Quantum Analysis NVIDIA Ising 3D CNN decoder scans offshore financial networks for structural anomalies
News Monitoring NemoClaw scanner monitors Canadian political feeds and scores stories for investigation relevance

DATA SOURCES

Every number on this website traces to an official source. We do not generate facts. We compile, cross-reference, and present facts that already exist in the public record.

Health Canada
Annual MAID reports, death statistics
Parliamentary Hansard
Committee transcripts, voting records
Auditor General
Performance audits (ArriveCAN, Phoenix, procurement)
Ethics Commissioner
Conflict of interest declarations, penalties
ICIJ
Offshore Leaks Database (8 major leaks)
Elections Canada
Contribution records, campaign finance
Commissioner of Lobbying
Lobbying contact registry
Statistics Canada
Demographic, economic, health data
FINTRAC
Financial intelligence annual reports
Provincial Coroners
Death investigation reports
Court Records
Criminal charges, private prosecutions
Good Journalists
CBC, Globe, Global News, National Post investigative teams

THE AI STACK

Hardware: 2× NVIDIA RTX 5070 Ti (32 GB VRAM total), Intel AI Boost NPU
Models: Mistral-Nemo-12B (48 tok/s), Nemotron-Nano-9B (11 tok/s), Llama-3.2-1B (draft)
Classifier: LIRIL NPU — 7-domain ARTSTEM classification (2.5M+ classifications)
Quantum: NVIDIA Ising 3D CNN decoder — offshore anomaly detection
Messaging: NATS JetStream — 12 autonomous services coordinated
Voice: Microsoft Clara (Canadian English, neural TTS)
Hosting: GitHub Pages (static HTML, no server-side processing)
Location: All AI runs locally on hardware owned by Daniel Perry. No cloud AI. No external API calls for content.

CORRECTIONS & ACCOUNTABILITY

If any fact on this website is wrong, we want to know. AI systems can make errors in cross-referencing, narration, or statistical presentation. Human oversight catches most issues, but no system is perfect.

The goal is accuracy, not persuasion.

Submit Correction Full Methodology Contact