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Resolve: an AI support agent that answers from a company’s own policies, looks up orders, and escalates weak matches to a human instead of guessing. A human approves replies before they go out.
Live demo: support-resolver.vercel.app
For the human approval step, I'd show the exact policy passage and its effective date beside the draft. Does Resolve flag a reply for re-review if the policy changes while it waits for approval?
Your Business Doesn't Need More Tools. It Needs Better Systems.
Most businesses don't have a software problem. They have an integration problem.
Their CRM is disconnected from their database. Their spreadsheets require manual updates. Their reports take hours to prepare. Their teams waste valuable time moving information between platforms.
That's where I come in.
I'm a Full-Stack AI Engineer specializing in building connected, intelligent business systems.
What I can build for your business:
CRM & ERP Integrations — Connect business platforms, databases, and third-party services through APIs.
Workflow Automation — Eliminate repetitive processes with intelligent automation.
Custom Dashboards — Turn scattered business data into actionable insights.
Data Pipelines — Build reliable systems for collecting, processing, validating, and synchronizing data.
AI-Powered Solutions — Integrate LLMs, intelligent agents, and automation into existing workflows.
Custom Software — Build complete web applications and business platforms from architecture to deployment.
I've independently developed complex digital platforms, including government-level systems, international applications, and AI-powered products.
My approach is simple:
Understand the business problem. Design the right architecture. Build the complete solution. Make it reliable.
I'm interested in working with founders, agencies, and businesses looking to modernize their operations and build software that actually solves problems.
Have a complex workflow or an integration challenge? Let's build something that works.
#FullStackDevelopment #AIAutomation #CRMIntegration #WorkflowAutomation #SoftwareEngineering #AIEngineering #Contra
When a CRM-to-database sync fails halfway, how do you handle it: idempotent retries, or a reconciliation pass afterward? That's usually where integrations start to drift.
🤖 The Future of AI Agents Isn't Just About Smarter Models. It's About Better Standards.
Here's something interesting happening in the AI ecosystem.
On October 22, 2026, the Agentic AI Foundation announced four new open projects designed to improve how AI agents work across different platforms.
Let's understand why this matters.
🔹 Agent Skills – Reusable capabilities that help AI agents perform specialized tasks.
🔹 Open Responses – An effort toward more interoperable ways for AI systems to communicate.
🔹 OpenEnv – Open environments for training and evaluating agents.
🔹 OpenSandbox – Infrastructure for safer execution of AI-generated actions and code.
Why should developers care?
Imagine building an AI agent that can:
Connect with multiple tools and services.
Execute complex workflows.
Reuse specialized capabilities.
Operate in controlled environments.
This requires more than a powerful LLM.
It requires reliable architecture, interoperability, security, and well-designed integrations.
My takeaway as an AI Engineer & Full Stack Developer:
The next big opportunity isn't simply building another chatbot.
It's building AI systems that can actually work together.
The developers who understand both AI models and the infrastructure around them will have an exciting role in shaping this future.
💬 What's more important for the future of AI agents: intelligence, interoperability, or security?
#AIEngineering #AIAgents #OpenSourceAI #ArtificialIntelligence #LLM #AgenticAI #SoftwareArchitecture #FullStackDevelopment #TechInnovation #FutureOfAI #Automation #Contra
