Akash Y R@Ak4sh

This project is a reusable, end-to-end misinformation audit workflow built entirely in Opus using no-code/low-code blocks. The pipeline automates Intake → Understand → Decide → Review → Deliver for multi-source public data: topic-driven Google News and Reddit pulls. Incoming items are normalized to a single schema and deduplicated so downstream logic operates on clean records. An Agent layer transforms content into structured semantic records: concise summaries, extracted entities, and explicit factual claims. A two-tier decision system evaluates each claim: fast deterministic rules (missing source, too-short content, spam patterns) and an agentic AI trust scorer (0–1) that explains its rationale and highlights risky statements. Scoring runs in parallel and is then aggregated to a final risk signal. Items below the trust threshold or with conflicting evidence are routed to a human reviewer; reviewers can accept, reject, or request reprocessing. Every run emits a machine-readable audit artifact (JSON) that captures inputs, normalized fields, rules fired, agent rationales, reviewer actions, timestamps, and final verdicts—ensuring full traceability for compliance and post-hoc analysis. Designed for speed and clarity, the workflow minimizes unnecessary human labor while preserving oversight on edge cases. It’s modular, easily extended to new sources (X, YouTube, RSS), and adaptable to domains like finance or healthcare. Deliverables include the runnable Opus workflow, demo run outputs (Sheets & JSON), and a concise operator-ready README. This demonstrates practical, explainable automation that helps teams scale trustworthy information monitoring.

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Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!