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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4
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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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when an AI model detects that a conversation has drifted — into ungrounded hype, mutual flattery, claims it can't back up — it can usually name that drift out loud. But naming it isn't the same as fixing it. So we built a test
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What 500 Shots Taught Us About 100-Shot Quantum Data
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31
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Tonight we ran the first live test of the Contextual Drift Classification Engine
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51
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Arslan Khan
Peshawar, Pakistan
AI Automation Architect | n8n · LLM Agents -CRM Tools
6
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AI Automation Architect | n8n · LLM Agents -CRM Tools
0
KPPSC Prep Pro – First AI-Integrated Self-Healing MCQ Engine for Pakistan's Largest Exam
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58
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Studio CGI Car Photography — Without the $30K Production Budget BMW and Mercedes-tier car campaigns use CGI studios that cost $5,000-$30,000 per shoot and take weeks — matched reflections, physically accurate tyre-contact shadows, studio floor lighting, all hand-built by render artists frame by frame. This engine reproduces that exact physical process — real reflection geometry, real per-tyre contact shadows, real lighting match — but it runs in seconds, not weeks, because it's built as a rendering pipeline, not a filter. This isn't a background-remover with a blur effect under it. It's the same physics those studios use, automated.
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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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Sergiu Manole
Ghent, Belgium
Investor-Ready SaaS Interfaces & High-Converting Product Web
New to Contra
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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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2
SignalFlow — AI-Native Decision Intelligence Workspace - Investor-ready SaaS interfaces
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84
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SignalFlow — AI-Native Decision Intelligence Workspace (SaaS Flagship)
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