I have a fast api python backend that is using the Anam APIS to display one of their agents on my web app.

The agent uses a long prompt to try and have context to do its job training our sales reps.

However I want to give the agent more information to work with. Because its so much information, i made took a RAG approach and made a vector_db with index.faiss and index.pkl files.

I made an endpoint where it can taken in a question from the user... then grab the relevant chunks from the vector db and then use that to create a response.

I want to do a few things... now that i have this, I need to figure out how to hook this up to my Anam agent so it can use that for its responses.

I see that Anam lets you use custom LLMs but i dont see how that helps me hit my endpoint. I was being made aware that maybe this can be saved as a custom open ai model some how which then can be used easier by Anam?

So first i need to figure out how to complete my loop. I am close i think ha, i just need this final step of being able to use this with Anam.

Once that loop is done, i have some enhancements i need.
For example, I need my model to just look at the users question or statement and find relevant chunks from the vector db, but i also need to track the conversation and load the last 4 statements from the user and agent so the agent stays aware of most recent conversation.

I am looking for an expert. I dont have a lot of money, so i cant develop this too much, but i was hoping to at least get this loop completed and take any recommendations or tips you have.

Thanks so much!

Description:
I’ve used an AI app builder (BUBBLE.IO) to generate the Alpha version of a web-based SaaS platform. The code is mostly complete (frontend + backend), and I’m now looking for an experienced developer to help work with the UX designer to take it to final pre-deployment check, and then production-ready hosting service. This MVP will be used by 1–2 early test clients, so stability and basic security are key.

What I need from you:

Review and clean up the exported project (likely React/Node or similar stack).

Help select and configure a hosting platform (Vercel, Render, Railway, Firebase, etc.) that fits the current stack and MVP goals.

Ensure the app is deployed and publicly accessible.

Set up basic backend infrastructure: database, authentication, environment variables, and email if needed.

Be available for light troubleshooting in the first few weeks post-deployment.

Nice-to-haves:

Experience with Firebase, Supabase, or serverless stacks.

Comfort with AI-generated codebases.

Based in EU or familiar with GDPR-compliant infrastructure.

This is for you if:

You enjoy getting MVPs live quickly and cleanly.

You’re pragmatic and comfortable working with “good enough” for a test-ready Alpha.

You can start immediately and wrap up within 3 weeks.

To apply: Please tell me:

What stack you usually work with.

Your preferred hosting service for quick MVPs.

A recent project you deployed and how long it took.

About the Role
We are seeking a highly skilled Senior .NET Backend Developer to join our growing engineering team. In this role, you will design, develop, and maintain high-performance backend systems and APIs for enterprise-grade applications. You’ll work closely with front-end developers, DevOps engineers, and product managers to deliver scalable and secure solutions.

Key Responsibilities
*Design, develop, and maintain robust backend services using C# and .NET (.NET Core/.NET 6+)
*Build RESTful APIs and integrate third-party services and data sources
*Collaborate with cross-functional teams to translate business requirements into technical solutions
*Implement security best practices (OAuth2, JWT, etc.) and ensure compliance with data standards (e.g., HIPAA, PCI-DSS if applicable)
*Optimize application performance, scalability, and reliability
*Write unit and integration tests to ensure code quality
*Participate in code reviews and mentor junior developers
*Work with SQL Server or other relational databases (PostgreSQL, MySQL)
*Contribute to DevOps practices including CI/CD pipelines and infrastructure as code

Required Qualifications
*5+ years of experience in backend development with C# and .NET
*Strong knowledge of .NET Core / .NET 6+
*Experience with REST API design and development
*Solid understanding of OOP, SOLID principles, and design patterns
*Experience with relational databases (SQL Server, PostgreSQL, etc.)
*Familiarity with cloud platforms (Azure preferred, AWS is a plus)
*Experience with Git and modern CI/CD workflows
*Excellent problem-solving skills and attention to detail
*Strong verbal and written communication skills

Preferred Qualifications
*Experience with microservices architecture
*Familiarity with containerization (Docker, Kubernetes)
*Background in secure and compliant systems (HIPAA, GDPR, PCI-DSS, etc.)
*Exposure to message queues (RabbitMQ, Azure Service Bus, etc.)
*Front-end experience with React, Angular, or Blazor is a plus

Description: I’m looking for an experienced freelancer to set up and customize a Clinked client portal for my business. Tasks include branding the portal (logo, colors, custom domain), configuring secure file sharing, setting up task management, and integrating with [list tools, e.g., Zapier, Google Workspace, or DocuSign]. Experience with Clinked or similar client portal software (e.g., SuiteDash, Plutio) is preferred. Please provide examples of past portal projects and your estimated timeline. Budget: ($500-$1000)depending on scope].
Skills Required: Client Portal Setup, Clinked, White-Label Branding, Zapier, Project Management Tools, WordPress (optional