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!

We’re seeking a Solidity expert (bonus if full-stack) to develop the smart contract and, optionally, the full website for a PulseChain-based crypto token launch. The contract must be secure, auditable, and aligned with best practices for deflationary, tax-based tokens.

This is a lean, founder-led project focused on simplicity, long-term alignment, and high community engagement. We’re building an incentivized marketing and rewards ecosystem, and your contract will be the foundation it runs on.

*Scope of Work

Primary (Smart Contract - Required):
Write a secure, gas-efficient PRC-20 compatible contract for PulseChain (ETH-equivalent EVM). Key logic includes:

Fixed total supply

2% transaction tax (1% to marketing wallet, 1% to treasury)

Buy-and-burn mechanism using % of tax revenue

0% tax on LP adds/removes

Anti-bot protections (cooldown or optional whitelist window)

Immutable tax logic (hardcoded, no upgradeable proxies)

Secondary (Optional Web Integration):
If full-stack, build a companion DApp with the following:

WalletConnect integration

Voting portal (Snapshot or similar)

Tiered bounty portal for task submissions with wallet check to verfiy holders

Giveaway access based on wallet holdings with wallet check to verify holders

Real-time tokenomics display on homepage

Countdown timer and presale claim interface

Frontend design will be provided. React preferred but not required.

Ideal Candidate

You have extensive experience writing, testing, and deploying production-grade smart contracts in Solidity. You understand PulseChain or EVM environments and the nuances of tax-token logic. You’ve built or audited similar community or deflationary tokens. Bonus if you can build subgraph connections or ship clean frontend integrations.

Requirements

You must deliver clean, commented, auditable code
You must be fluent in English and responsive during the pre-launch period
You must provide a clear timeline and a firm price quote
You should be available to collaborate this week as we prepare for presale

Budget and Timeline

Fixed price or hourly, negotiable based on experience
Smart contract only: $1,000
Full-stack delivery: open to discussion
We’re looking to hire immediately.

To Apply

Please include:

A brief note on your experience with similar contracts

Any projects launched on PulseChain or Ethereum

Whether you can also build the frontend or integrate the provided design

If you can build the frontend too, please show your portfolio

Your availability this week

Your expected timeline and pricing

Thanks so much for your interest. Let's build something great!

-Team

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.

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 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.

We are seeking an experienced web developer to help build a multi-sided booking platform for real estate service providers (photography, staging, cleaning, inspections, sign installations). The platform will connect realtors (clients) with vendors (service providers), and include an admin portal for managing operations.
The system must support location-based pricing (5-zone model) using Google Maps API (or equivalent), calendar integrations (Google, Outlook, Apple), and secure online payments with commission handling
The ideal candidate should have a strong background in web development, particularly in creating booking systems and user interfaces. You will collaborate with our team to design and implement features that enhance user experience and streamline the booking process. If you have a passion for creating robust and scalable web applications, we'd love to hear from you!

Project Overview
I own operate eventrush.vip, a fully functional online ticketing platform that currently processes payments and delivers QR code tickets via email and SMS. We're seeking an experienced full-stack developer to implement feature enhancements and integrate AI capabilities for future development efficiency.

+Current Platform Status:** Fully operational with payment processing, QR code generation, email/SMS delivery, and basic event management dashboard.

-Scope of Work

Milestone 1: Core Ticketing System Improvements
- **Organizer Invoice Generation & Delivery System**: Implement functionality allowing event organizers to create and send ticket invoices via email/SMS to live events. Upon payment, customers receive secure QR codes for event admission.
- **QR Code Reliability Enhancement**: Audit and optimize the existing QR code delivery system to ensure 100% delivery reliability. Address reported delivery failures and ensure **Organizer Invoice Generation & Delivery System** QR codes integrate seamlessly with the current check-in dashboard system.

Milestone 2: Event Management & Fee Structure Enhancements
- **Advanced Event Controls**: Add [unpublish, save, duplicate, and weekly recurring event] capabilities to the event creation system (currently we only have publish/edit functions).
- **Dynamic Fee Structure**: Implement toggle option allowing organizers to pass the 10% transaction fee to customers at checkout instead of absorbing it themselves.

Milestone 3: Marketing Tools & User Experience Features
- **Referral & Discount System**: Build comprehensive referral code functionality allowing organizers to create custom discount codes with variable percentages for checkout integration.
- **Reserved Seating Module**: Develop interactive seat selection system for events requiring assigned seating.
- **Dynamic UI & Flyer Integration**: Create intelligent flyer upload system that automatically customizes page backgrounds and UI elements based on uploaded image colors (reference: posh.vip, tixr.com implementations).

Milestone 4: Advanced Features & AI Integration
- **Kickback Affiliate Program**: Develop comprehensive affiliate system allowing event attendees to earn commissions by selling tickets to events they're attending.
- **Dashboard Redesign**: Completely revamp the organizer dashboard to accommodate all new features (referral management, fee options, kickback tracking, etc.).
- **AI Agent Implementation**: This is critical - integrate an AI development agent that can understand the complete codebase architecture. The goal is to enable future feature development through natural language prompts rather than traditional coding. The AI should be capable of implementing features like the reserved seating system autonomously and providing multiple frontend design options.

Note: I have paid subscriptions to claude and chatgpt which are at your full disposal, also if i need to purchase langchain I will do so, I need you to be fast and efficient.

Key Requirements
- Experience with payment processing systems (stripe) and QR code generation
- Strong background in both frontend and backend development (Next JS frontend and Laravel Backend)
- Familiarity with AI/ML integration and code analysis toolsn[pertinent] as I would like to employ someone who i can count on for the duration.
- Experience building affiliate/referral systems
- UI/UX design capabilities for dashboard redesign
- Ability to work with existing codebase without disrupting current functionality

Important Notes
- Platform must remain fully operational throughout development
- All new features must integrate seamlessly with existing payment and notification systems
- AI agent integration is essential for future development scalability
- Code documentation and knowledge transfer required for AI training

Platform:** eventrush.vip (fully functional ticketing system)
Timeline:** 2 weeks
Communication:** Regular updates and milestone demonstrations required

You will build a groundbreaking AI-powered platform focused on empowering crypto traders through data-driven insights and real-time coaching. At its core, we're building an AI engine that aggregates anonymized trading data from thousands of users, categorizing it into "winning" (profitable) and "losing" (unprofitable) pools. This enables the AI to compare an individual's behaviors—such as risk levels, hold times, or asset diversification—against these benchmarks, delivering smart, personalized insights and nudges during live trading. For example, the system might alert: "Your 12x leverage on weekends matches losing traders (only 2.8% profitable)—winners average 24-minute holds; consider scalping." By pooling community data, we help users realign their strategies toward proven winning patterns, starting with crypto to iterate quickly.The platform will be broker-agnostic, requiring secure, read-only API integrations with 10-20 major crypto exchanges (e.g., Binance, Coinbase, Kraken, Gemini, Bitfinex, etc.) for data gathering without executing trades. We'll also include a community stats page for aggregated insights (e.g., comparing winners' vs. losers' average hold times or number of instruments traded) and a premium membership system offering exclusive access to anonymized open positions from winning traders, deeper simulations, and advanced nudges.This MVP will include a responsive website and cross-platform mobile apps (iOS/Android), with scalability for future asset classes. We're seeking experienced fintech developers or a small team to bring this vision to life, drawing from successful Upwork projects in AI trading tools and crypto apps.Scope of WorkAI Engine Development: Build the core AI system using ML/deep learning (e.g., clustering for winner/loser pools, predictive models for risk assessments). Integrate data aggregation from user-connected accounts to generate real-time insights/nudges by comparing individual behaviors to community benchmarks.
Frontend Development: Design intuitive UI/UX for website (responsive) and mobile apps, including dashboards for personal insights, live nudges, and user profiles.
Backend Development: Create a secure server for user auth, data processing, and AI pipelines. Handle anonymized data storage and real-time monitoring.
API Integrations: Implement read-only connections to 10-20 major crypto exchanges (list to be provided; start with top 5 like Binance). Ensure seamless data pulls for trades, positions, leverage, etc.
Community Stats Page: Develop an interactive information hub displaying aggregated stats (e.g., "Winners hold trades 15% longer than losers" or "Losers trade 40+ instruments vs. winners' 2-3 focus"), with visualizations like charts and filters.
Premium Membership Setup: Integrate subscription tiers (e.g., via Stripe) where premium users access exclusive features like anonymized views of winning traders' current open positions, custom AI simulations, and priority nudges.
Other Features: User onboarding with API setup, push notifications (e.g., Firebase), analytics visualizations, and admin tools.
Security & Compliance: Encrypt data, ensure GDPR/CCPA compliance, and add user controls for data sharing.
Testing & Deployment: Comprehensive testing (security, performance) and cloud deployment (e.g., AWS).

Required Skills & ExperienceFintech/crypto platform development (portfolio with trading/AI examples required).
Frontend: React.js/Vue.js (web); React Native/Flutter (apps).
Backend: Node.js/Python (Django/Flask); real-time tech (WebSockets).
AI/ML: Experience with scikit-learn, TensorFlow for clustering/predictions; handling large datasets.
APIs: Proven integrations with crypto exchanges (e.g., Binance API); secure OAuth.
Payments: Stripe or similar for premium memberships.
Mobile: iOS/Android expertise, app store readiness.
Bonus: Data visualization (e.g., D3.js), regulatory fintech knowledge.
Team applications preferred for full coverage.

DeliverablesMVP website and apps (source code on GitHub).
Full documentation: Code, APIs, deployment.
Wireframes/prototypes for approval.
Weekly updates.

Looking for an expert prompt engineer that understands gpt 4o mini well. We are a healthcare startup looking to extract various data points from medical records utilizing gpt 4o mini. We need someone that understands well how exactly gpt 4o mini works, thinks, and responds so it can be maximized to its fullest. This task requires an NDA and HIPAA agreement prior to starting. Additionally, a few candidates will be interviewed in 2 phases, phase 1 is a sample task to see your results, and phase 2 is a video meeting. We have set up a specific platform for annotated records where you can adjust prompts and play around with it so you can track your progress in real time.
The rate of pay will be broken down in milestones:
1. View our current .py file with all prompts and rewrite all of the prompts
2. Demonstrating perfection across 20 records with previous issues with the new prompts
3. Demonstrating perfection across 100 records with previous issues with the new prompts

This project focuses on a restaurant-facing digital menu system that allows restaurant owners to manage their menus and display them live on a TV screen through a browser.

We are hiring one full stack developer with strong experience in React, Supabase, and TailwindCSS to build this MVP from start to finish.

Scope of Work – MVP Features

One Restaurant Dashboard
User login using Supabase Auth
Add edit delete menu sections and items
Menu item fields include name price description tags feature toggle and visibility toggle
Upload restaurant logo
Select theme such as light dark or brand colors
Live preview of the TV menu
Generate a display URL such as menu dot mydomain dot ai slash restaurantname

Two Public Menu Display Page
Fetches live menu data from Supabase
Fullscreen layout optimized for TV
Real time updates using Supabase Realtime or polling
Display visual badges such as FanFave Featured and Trending
Option to generate a QR code for mobile friendly access

Three Deployment
Deploy both dashboard and display page using Vercel
Ensure subdomain routing works for each restaurant
Confirm responsiveness on TVs and mobile devices

Job Requirements
Strong experience with React or Next dot js
Expertise with Supabase including schema design authentication and real time features
Proficient with TailwindCSS for responsive UI
Able to use Git and GitHub for version control
Experience deploying frontend applications to Vercel

Nice to Have
Experience building kiosk interfaces or fullscreen web apps
Familiarity with generating QR codes in frontend applications
Experience with Firebase if Supabase alternatives are needed
Background in building multi tenant or SaaS systems

Timeline
Start immediately
Completion required within three to four weeks
Preference given to milestone based delivery