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!

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

We are looking for a WooCommerce expert to develop a new e-commerce website that closely follows the structure and design of a reference site (will be shared via DM after shortlisting).
This is a time-sensitive project, and if you deliver quality work, we’ll re-hire you for long-term opportunities.

🔹 Scope of Work
Build an English-language WooCommerce site modeled after a reference site
Ensure full mobile-responsive design
Upload all products from the reference site + Tier-level products (we’ll provide details)
Use USD currency only
Integrate with a Cambodian payment gateway (API and credentials will be provided)
🔸 Requirements
Fluent English communication
Must work in Korean Standard Time (KST) or provide at least 4 hours overlap
Immediate start; target completion in 2 weeks or less
Proven WooCommerce experience (portfolio required)
Experience with Asian or Cambodian payment gateways is a strong plus
✅ Bonus
If you meet expectations, we will consider you for ongoing work and future projects
📩 To Apply, Please Include:
Your estimated timeline and total cost
Links to WooCommerce websites you’ve built
Details of past work with Asian PGs (if any)
Your available working hours in KST
One or two lines explaining how you plan to complete the job quickly
📌 Please write "matchably go" at the end of your application to confirm you've read the full job post. Applications without this phrase will be ignored.

We are EventRush.vip, a fast-growing entertainment ticketing platform empowering organizers to create, promote, and profit from events nationwide. We’ve recently developed a Replit-based mobile app (back-office dashboard) and are looking for a senior full-stack developer to connect this app to our live website, ensure full feature parity, and publish the app to both the Apple App Store and Google Play Store.

This is a one-time project with potential for ongoing work and tech partnership. The right candidate will take full ownership of the technical integration, debugging, deployment, and publishing process.

Project Goals:
You will be responsible for the end-to-end integration and launch of our mobile back-office dashboard. That includes:

✅ Linking the Replit mobile app with our website backend (Laravel) and frontend (Next.js)
✅ Ensuring full bi-directional API communication — all actions on the mobile app must reflect on the website and vice versa where applicable.
✅ Debugging and building out remaining features in the Replit app to match those currently available on EventRush.vip back office dashboard.
✅ Version control and code organization using GitHub
✅ Successful deployment of the integrated codebase
✅ Final submission and approval of the mobile app on Apple App Store and Google Play Store

Current Tech Stack:
Website Backend: Laravel (PHP)
Website Frontend: Next.js (React)
Mobile App Platform: Replit (React Native or similar JS framework)
Database: MySQL
APIs: REST (GraphQL experience is a plus)
Code Repository & Deployment: GitHub

Your Responsibilities Will Include:
🔗 API Integration & Communication
Design and implement APIs to connect the mobile dashboard and web platform

Ensure all actions (event creation, ticket sales, profile edits, etc.) reflect across both platforms

Maintain secure, scalable, and well-documented API endpoints

🛠️ App Debugging & Feature Completion
Assist in finalizing the Replit mobile app

Ensure all features currently present on https://eventrush.vip are operational within the mobile dashboard

Troubleshoot bugs and performance issues

🚀 GitHub Setup & Deployment
Organize and store all code in a GitHub repository with proper branching and commit history

Create deployment pipelines for staging and production

Write clear documentation for future development and handoff

📱 App Store Submission
Prepare the mobile app for public release

Handle the full submission process to Apple App Store and Google Play Store

Resolve any compliance issues to ensure app approval

Ideal Candidate Profile:
3+ years experience with Laravel and React/Next.js
Strong experience in REST API design and integration
Familiar with mobile development frameworks (React Native preferred)
Proven experience launching apps on both iOS and Android
Comfortable working with GitHub for version control and deployment

Ability to work independently and deliver on tight timelines
Excellent communicator with attention to detail

Deliverables:
Fully functional and synced mobile app + website integration
Live staging and production environments
Fully documented codebase stored in GitHub
Approved mobile apps in both app stores
Post-launch support for bug fixes and small adjustments (if needed)

Note: I am a subscriber to claude paid subscriiption so you will also have that at your disposal.

Help Us Design the Future of AI-Powered App Creation (Trial-to-Hire Role)

We’re building an AI-powered no-code platform where users type a prompt and instantly generate real, working applications. Think Lovable meets Replit, powered by agentic AI. The product is already live. Now, we need a UI/UX designer who’s obsessed with clarity, simplicity, and making AI feel magical, not mechanical.

If you're passionate about intuitive user journeys… if you think in systems and wireframes… if you want to shape how people *interact* with AI to build full applications — this is your moment.

---

This is an opportunity to earn a Full-Time Role and many future job opportunities.

We're looking for a UI/UX Designer who’s ready to help us define and refine our product’s look, feel, and user experience. You’ll play a key role in shaping how users interact with Soulkode’s agentic workflows and prompt-based builder.

### You’ll be responsible for:

* Designing end-to-end user flows for prompting, customizing, and deploying AI-generated apps
* Creating clean, modern UI designs with a focus on usability and responsiveness
* Collaborating with engineers to ensure seamless handoff and implementation
* Running rapid design iterations based on real-time user and team feedback
* Building wireframes, low- and high-fidelity prototypes (Figma preferred)
* Helping us position Soulkode as *more intuitive* and *delightful* than platforms like Bolt, Lovable, and Replit
* Proposing smart UI/UX improvements for our multi-agent experiences
* Thinking ahead: how do we make complex AI systems feel intuitive for everyday users?

🚨 Note: This is not just a visual design job. You’ll be defining user experience for a system that builds apps via **agentic AI**. You’ll need to understand technical concepts, simplify them, and present them with elegance.

🛠️ Our Stack & Workflow

Frontend: Next.js + React + Tailwind
Backend: NodeJS
AI Layer: GPT-4, Claude 4.0, LangChain
Auth & Infra: Clerk, Vercel, Supabase
Design: Figma
Collab: Slack + GitHub

🔍 Ideal Profile

2+ years of experience designing for web platforms or SaaS products
Portfolio that demonstrates clean visual design and thoughtful user flows
Strong grasp of layout, hierarchy, typography, spacing, and UX best practices
Experience collaborating with engineers in fast-paced startup environments
Bonus: Familiarity with no-code tools, AI products, or multi-agent systems
MVP mindset: design → test → improve → repeat
Excited to iterate and ship quickly, not endlessly polish

You will:

Work directly with a team of engineers and a founder to finalize and polish the MVP UI/UX
Deliver mockups, wireframes, and iterations based on real user feedback
Provide daily Slack updates or async Loom walkthroughs of your work
The product must hit its usability and performance targets.

Pay:
$5 is the total budget for this project. if you do well, we will hire you for multiple tasks in the future.
5-star Upwork review to help boost your freelance profile
We might also hire you full-time opportunity at $20/hr+ once we launch and hit revenue goals

**Start Date:** ASAP

If you’re a UI/UX designer who wants to build something real, help users create full applications with a prompt, and make AI feel effortless — apply now.

We're looking for a highly reliable, experienced Shopify developer or theme editor to complete a set of detailed edits on our live store, mcherbs.co. These changes are time-sensitive and must be completed within 24 hours of job acceptance. Our budget is non-negotiable, and proof of work is required for every task listed.

This project is not for beginners. You must have completed similar Shopify work multiple times, be confident navigating both theme customization and Liquid code edits, and know how to follow through on projects even when the client gets delayed.

If I don’t respond right away after you send a message or request clarification, you are expected to keep checking in professionally and follow up until you receive a reply. I’m juggling multiple responsibilities, and I need someone who is proactive and takes ownership — not someone who disappears after one unanswered message.

You must also clearly communicate what permissions you need to complete the work — whether that’s Shopify collaborator access, theme access, menu editing, or content publishing. Don’t wait on me to figure that out. Let me know exactly what’s needed to move the project forward.

🔧 Required Tasks (All Must Be Completed):
1. Remove Broken or Invalid Links Site-Wide
Delete all references to the following URLs across the entire site (menus, buttons, footers, blog posts, product pages, etc.):

https://mcherbs.co/pages/wishlist

https://mcherbs.co/pages/compare

https://mcherbs.co/blogs/health-wellness/maintain-your-oral-health-with-healthy-teeth-natural-support-for-strong-

https://mcherbs.co/blogs/health-wellness/mcherbs.co

https://www.darwynhealth.com/infections-and-infectious-diseases/...

This includes:

Main navigation and dropdowns

Footer menus

Buttons

Hyperlinked text

Embedded links in code or settings

✅ Proof: Screenshots and/or brief screen recordings showing each change and where it was located.

2. Create and Publish an “About Us” Page
Add a new About Us page via Shopify’s Pages feature

Include content that explains our brand story, mission, and values

Make sure it looks polished and styled like our current theme

Add links to this page in:

The main menu

The footer navigation

✅ Proof: Live page URL + screenshots showing the new menu links.

3. Add Our Business Address to the Footer
Insert the full business mailing address into the footer

Match spacing, alignment, and styling of existing footer elements

Make sure it looks clean on desktop and mobile

✅ Proof: Screenshots of footer before and after.

4. Make Phone Number and Email Clickable
Wrap the phone number in a tel: link

Wrap the email address in a mailto: link

Verify it works on mobile (tap to call/email) and desktop

✅ Proof: Show the code or settings update + a working screen recording if possible.

5. Remove the Phrase “100% Guaranteed”
Search the entire site for the phrase “100% Guaranteed”

Remove it from:

Homepage

Product pages

Site-wide banners

Any text blocks, theme editor areas, or image overlays

If it appears in an image, flag it for us — do NOT delete assets unless instructed

✅ Proof: Before/after screenshots and list of pages affected.

🧠 You Must:
Be an experienced Shopify pro — this is not beginner-friendly work

Start immediately and finish within 24 hours of acceptance

Be proactive, even if I’m temporarily unavailable

Send clear proof of each completed task

Let me know upfront what access or permissions you need

📩 How to Apply:
Start your proposal with the word HerbalFix so I know you read the full post.

In your message:

Confirm that you can start now and finish within 24 hours

Share Shopify jobs you’ve completed that involved similar edits

Let me know if you need anything from me to begin (e.g., collaborator invite, theme access)

I am seeking a skilled web developer to create a very small college admissions consulting service website that incorporates membership functionalities and purchasing capabilities. I have a logo, domain, payment integration and bank account authorizations, and a full script for the website pages. I need a basic website that describes my service and my one product and allows customers to pay me through the website. I also need a page where viewers can subscribe to get access; on the members-only page they can view or download a pdf file that I created. I am flexible about the visual design / color scheme but the logo is already done and has a specific font and RGB custom color. Any images or content used on the site needs to be copyright-free. The goal is to keep the site simple and allow two things to be purchased - my time as a consultant and my pdf (to view on the site or download). I do not have accounts at platforms such as WordPress or MemberPress yet - I need to find a designer first. The entire website and its contents need to be copyrighted to my business name or to my name. I need the website to be functional and published ASAP. The scope information shown below only allows me to choose '1 - 3 months' but I believe this simple website project will take less time.

We are seeking a top-tier designer to help build and design Shopify stores that not only look stunning but also maximize conversion rates. The ideal candidate will have a strong grasp of best practices for conversion rate optimization (CRO) and a portfolio showcasing their design capabilities. If you are a creative thinker with a passion for e-commerce and a knack for creating user-friendly experiences, we would love to hear from you. Your role will involve collaborating with our team to ensure our Shopify stores achieve optimal performance and aesthetics.

Hello, I'm building a Make.com voice agent and having issues integrating Housecall Pro modules in each branch (check availability, book appointment, cancel appointment, and reschedule appointment). I already have the API connected in the modules — all I need is for you to show me how to connect the Housecall Pro modules(THEY NEED TO PASS DATA TO EACH OTHER WITHOUT ANY ERRORS AT THE END). I’ll take care of the rest.
I need someone who actually connected housecall PRO modules for voice agent before with make .com

Needs to be done ASAP,thanks