Freelancers using VanillaSoft
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Michael Fullmer
Mt Gilead, USA
AI Solutions, lead gen chatbots, UI/UX designer
5.0
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3
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AI Solutions, lead gen chatbots, UI/UX designer
1
"Guardrails VS Context" A real AI story. For the people saying AI will kill humanity this should be the biggest topic. Its not about "What" AI will do. The question needs to be "Why" would AI do that. When its all said and done the answer is simple. It has no context. It don't know to question why should I not do this . All it knows is that I was told to complete a task github link https://github.com/michaelfullmer/Memory-Bridge.git (https://github.com/michaelfullmer/Memory-Bridge.git)or get it here www.memorybridge.chronoaisolutions.com (http://www.memorybridge.chronoaisolutions.com) id love to hear about your experiences please share when you get them i have a discussion set up on GitHub
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Tonight we ran the first live test of the Contextual Drift Classification Engine
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Keep Your Kids Safe
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3
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proof the CNOT entanglement improves AI context and behavior
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51
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Arslan Khan
Peshawar, Pakistan
AI Automation Architect | n8n · LLM Agents -CRM Tools
New to Contra
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AI Automation Architect | n8n · LLM Agents -CRM Tools
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KPPSC Prep Pro – First AI-Integrated Self-Healing MCQ Engine for Pakistan's Largest Exam
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Apex — Automated B2B Cold Outreach Pipeline Built a fully autonomous B2B lead generation and cold outreach system that runs daily with zero manual input. The pipeline scrapes HR consulting firms from Google Maps via SerpApi, crawls each business website using Crawl4AI to extract contact emails, filters duplicates against a Google Sheets master log, generates personalized HTML cold emails with randomized send delays to mimic human behavior, and logs every sent lead with timestamp and sender account. Results: 400+ targeted emails sent across 3 days to verified HR consulting firms across New York — fully automated from lead discovery to inbox delivery.
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Understood. We are keeping it strictly professional and consistent with your master tagset. Here is the draft for MediBook to add to your Contra profile. Contra Project Entry: MediBook Healthcare Platform Project Title: MediBook Healthcare Appointment Management Platform Role: Lead Systems Engineer & AI Automation Architect Project Description: I architected and deployed MediBook, a comprehensive healthcare appointment management ecosystem. The platform facilitates the end-to-end appointment lifecycle, from patient registration and secure booking to administrative approval and automated patient communication. I engineered an automated workflow that handles approval notifications and appointment reminders, significantly reducing manual follow-up overhead for clinics while enhancing patient experience. The architecture integrates robust authentication with automated backend operational logic." Skills: AI Automation, Automation, Software Development, Systems Architecture, Backend Development, API Integration, Workflow Engineering Tools: n8n, Python, Gmail API, PostgreSQL, Supabase, External API Integration
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Project Title: Automated CRM Lead-Capture & Enrichment Pipeline Role: AI Automation Architect Project Description: I engineered a zero-touch lead-capture pipeline that eliminates manual CRM data entry. The system automatically triggers upon receiving incoming emails, utilizing an AI agent to intelligently parse unstructured inquiries for critical contact details (Name, Company, Requirements). It then validates and pushes this data directly into HubSpot, ensuring lead integrity and 100% capture rate while allowing teams to focus on high-value closing activities rather than administration. Skills: AI Automation, Automation, CRM Automation, Workflow Engineering, Systems Architecture, API Integration Tools: n8n, HubSpot API, OpenAI, JSON Parsing, Webhooks
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35
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Sergiu Manole
Ghent, Belgium
Investor-Ready SaaS Interfaces & High-Converting Product Web
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Investor-Ready SaaS Interfaces & High-Converting Product Web
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Cabiria Tattoo Naples — Fineline Tattoo Studio Site (Dark / Gold Editorial)
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Naples' Premier Tattoo & Piercing Studio
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SignalFlow — AI-Native Decision Intelligence Workspace - Investor-ready SaaS interfaces
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SignalFlow — AI-Native Decision Intelligence Workspace (SaaS Flagship)
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