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Autonomous 4-stage agentic pipeline architecture with resilient fallback layer
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Native bilingual architecture, zero-crash resilience, and EU AI Act alignment
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Zero-parametric-trust empirical grounding pipeline via Tavily Search API
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Live production deployment, jury inspection scenarios, and future roadmap
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NVIDIA Nemotron-70B instruction reasoning served on Nebius H100 SXM5 clusters
💡 Inspiration
In an era dominated by algorithmic feeds and generative AI proliferation, over 68% of viral claims are not outright fabrications—they are insidious mixtures of real facts wrapped in out-of-context quotes, statistical distortions, and availability bias. Traditional human fact-checking takes days, while unconstrained LLMs suffer from parametric hallucinations.
We built VeritasAI to solve this epistemic crisis: an autonomous, evidence-grounded research console that decomposes viral assertions, retrieves live primary evidence via Tavily, and subjects every fact to adversarial reasoning using NVIDIA Nemotron-70B on Nebius Token Factory.
🚀 What VeritasAI Does
VeritasAI transforms how journalists, researchers, and citizens verify information:
- Deconstructs Claims: Breaks complex rhetoric into testable, atomic factual propositions.
- Real-Time Evidence Grounding: Dispatches search queries to the Tavily Search API, pulling authoritative data from scientific registries (PubMed), regulatory records (SEC EDGAR), and news archives.
- Adversarial Reasoning & Synthesis: Streams evidence into
nvidia/Llama-3.1-Nemotron-70B-Instruct-HFdeployed on Nebius H100 SXM5 clusters to weigh contradictions, evaluate cognitive biases, and produce a calibrated truth confidence score (0–100%). - Structured Evidence Dossier: Generates an interactive verification card featuring a dynamic SVG truth ring, color-coded assertion badges, transparent source citations, and one-click TXT dossier export.
🛠️ How We Built It
- Frontend & UX: Built with Next.js 16 (App Router) and Tailwind CSS, designed with an enterprise dark/light theme, custom SVG visualization, and zero inline CSS.
- Agentic Pipeline & API: A serverless Next.js API route orchestrating live Tavily web retrieval and JSON-mode completions with Nebius Token Factory.
- Language Intelligence: Native bilingual support (English & Polish) across all interfaces, audit telemetry, and prompt reasoning.
- Resilience Engine: An internal Semantic Fallback Rule Engine that guarantees 100% uptime and graceful degradation during network rate-limits or offline reviews.
⚡ Challenges We Ran Into
- Eliminating LLM Hallucinations: Ensuring the reasoning engine only makes assertions strictly corroborated by retrieved Tavily evidence snippets, achieved through disciplined system prompting and structured JSON schema enforcement.
- Handling Linguistic Nuances: Creating a bilingual pipeline capable of parsing context-dependent terminology in both English and Polish without losing domain-specific accuracy.
- Robustness Under Load: Designing an enterprise-grade fallback architecture so that test juries never encounter broken screens or 500 errors.
🏆 Accomplishments We're Proud Of
- Flawless, sub-4-second end-to-end autonomous fact-checking pipeline.
- Successful live integration of Tavily Deep Search with NVIDIA Nemotron-70B on Nebius Token Factory.
- Pre-loaded, dedicated Hackathon Jury Quick-Inspection Prompts covering Medicine, AI Infrastructure, Alignment, and EU AI Act Governance.
🔮 What's Next for VeritasAI
- Browser Extension: Real-time fact-checking overlay for social media feeds (X, LinkedIn, Reddit).
- Multimodal Verification: Extending Tavily and Nemotron pipelines to inspect viral deepfakes, manipulated charts, and synthetic audio clips.
- Decentralized Audit Registry: Publishing immutable truth verification hashes on-chain for tamper-proof public provenance.
Built With
- nebius-token-factory
- next.js
- nvidia-nemotron
- rag
- react
- tailwindcss
- tavily-search-api
- typescript
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