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🤝 Top Collaborators
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🤓 Latest Submissions
AEOspy
Traditional search engine optimization (SEO) is failing in the era of Generative AI. While brands invest heavily to rank #1 on Google, they are completely omitted or misrepresented in answers generated by engines like ChatGPT, Gemini, and Perplexity. This is the 'AEO (Answer Engine Optimization) Gap'. AEOspy bridges this gap by deploying a swarm of autonomous web data agents to audit a brand’s visibility. Utilizing Bright Data's Web Unlocker, the system crawls a brand's homepage to map its key positioning and schema types. Next, the agent uses the Bright Data Scraping Browser (via Playwright CDP) to query ChatGPT, Gemini, Perplexity, Copilot, Grok, and Google AI Overviews to check for citations and hallucinations. The Bright Data SERP API then cross-references this with organic Google ranks to highlight keyword gaps where the brand is visible on search engines but ignored by LLMs. Finally, Claude 3.5 Sonnet synthesizes the data into a premium dashboard with optimization recommendations, and Speechmatics generates an audio CMO briefing. High-fidelity demo caching ensures smooth, keyless evaluations.
31 May 2026
VitaSync
VitaSync is a private, AI-native health intelligence platform built to help patients and clinicians organize, understand, and act on medical information without losing data ownership. The app brings together document upload, secure authentication, consent management, intelligent search, and grounded medical Q&A into a single workflow. Patients can upload records such as PDFs, scans, CSVs, and text files, then review extracted clinical entities, risk signals, alerts, and longitudinal insights from their own data. Doctors can request consent, view approved patient records, communicate with patients, schedule consultations, and query medical history only when access has been granted. The backend combines FastAPI, PostgreSQL, Celery, and retrieval plus machine-learning pipelines to extract, normalize, and analyze records. The frontend is a modern Vite/React experience designed for both patients and clinicians, with separate dashboards and role-specific workflows. VitaSync is built for secure on-premise deployment and optional x402 payment-gated access for paid queries.
10 May 2026
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Apex - Self Certifying Yield Optimizer
APEX is an autonomous DeFi yield engine built for real execution, not just analysis. It combines four coordinated agents with on-chain reputation and live risk controls to turn fragmented yield data into disciplined trading actions. Scout gathers opportunities from DeFi protocols and market signals. Strategist filters, ranks, and sizes intents based on volatility, expected return, and portfolio constraints. Guardian acts as a circuit breaker, vetoing risky trades, enforcing drawdown limits, and protecting capital. Executor sends approved trades through Kraken and Surge, records outcomes, and posts evidence back to the reputation layer. The app streams every cycle in real time, tracks session PnL, open positions, fees, drawdown, win rate, and Sharpe-style metrics, and exposes a clear dashboard so users can see why the system traded or refused to trade. APEX is designed for transparency, accountability, and autonomy: the agents do not just suggest ideas, they operationalize decisions with verifiable logs, live telemetry, and a feedback loop that improves trust over time. The result is a trading interface that judges can inspect, users can understand, and the system can run continuously with measurable safety guarantees. It is built for judges, users, and builders who need a live, inspectable workflow, proof, and trust for every stakeholder!
12 Apr 2026
