Integration of AI agent (stage 2) into existing software + web interface

Budget: 20000 UAH Deadline: 30 days

I will design a sustainable backend on Node.js with a message broker (RabbitMQ/Redis/Bull) for asynchronous processing of API requests without message loss and will set up a lightweight admin panel for session control.

You mention that the system prompt takes about ~12k characters. What specific technical method do you plan to use to manage the context window so that when adding the history of a long dialogue we do not hit the strict token limits of OpenAI (Token Limit Error) and do not burn the budget: do you plan to use a vector database for RAG, or will we write a dynamic trimming algorithm (Sliding Window / Summarization) for old messages?

I am ready to discuss the architecture for handling timeouts (rate limits) of the OpenAI API and the exact cost of transferring the logic from your Telegram bot to a full-fledged server in personal correspondence. 🤝

Budget: 25000 UAH Deadline: 14 days

Good day, I am a Middle Python Developer with over 3 years of commercial experience. After reviewing the technical specifications, I can propose an estimated cost of $600, and the timeline is approximately 2 weeks. However, for a more detailed formation, it is necessary to familiarize myself with the existing developments. I will develop the correct architecture of the project, with the possibility of easy further scaling.

Budget: 3000 UAH Deadline: 7 days

Hello, I have been working on the integration of AI agents into corporate systems for business process automation - I created a web platform with OpenAI API to handle 500+ requests per day.

What role will the AI agent perform in your software - will it be customer support or internal process automation?

I suggest we get in touch, I will provide you with a free consultation on the technical side and we will create a development plan + I will tell you about my team!

Budget: 10000 UAH Deadline: 7 days

Andrey, hello. The task is clear — I have seen similar integrations. I propose the stack: Python FastAPI (backend) + Redis + Celery (queue) + React (admin panel). OpenAI call is centralized through a service, not through Telegram. 12k prompt — no problem, it is passed through the system role with each request + context through saved sessions.

Regarding components:
— API: /send, /history, /sessions — standard
— Queue: BullMQ or Celery — excluding duplicates, rate limit, retry on API failure
— Admin panel: list of dialogues, view correspondence, manual sending, system status
— Logging: requests/responses + errors in a separate log

One question: what database is currently used? (PostgreSQL, MongoDB, or nothing — starting from scratch?)

Write to me — we will discuss the details. Expand

Budget: 12000 UAH Deadline: 14 days

Hello, Andrey.

The backend with an AI agent, message queue, and web admin panel is the same task that I have running on cyanship.com. OpenAI streaming, long system prompt, dialogue context, rate limit, duplicate protection, recovery from crashes, logging is built on Nest.js + Redis + BullMQ.

The admin panel with authorization, list of active sessions, viewing correspondence, and manual sending is built on the same base. You can visit cyanship.com to test the login and AI chat; the architecture is the same.

With the existing Telegram bot, I connect via webhook, and the queue is not lost during restarts.

Clarifications: Is the bot currently on Python or Node? Where do you plan to host it?

Budget: 10000 UAH Deadline: 7 days

The task is clear - to move the AI logic from Telegram to a full-fledged backend with a web interface and stable message processing. I have implemented similar systems - Node.js + OpenAI API, message queue, admin panel for managing dialogues. I am ready to discuss the details - write to me, we will call and go through stage 1 to understand what is already there and how to best integrate.

Budget: 2900 UAH Deadline: 3 days

Good day, sir!
I am ready to complete your task!
Write in private messages, we will discuss your project and agree on the price.

Budget: 8000 UAH Deadline: 1 day

Good day. I am ready to complete this project; I have extensive experience in developing various applications.

Budget: 10000 UAH Deadline: 7 days

Greetings. I will transfer the logic of your AI agent to a fault-tolerant Python backend (FastAPI + Celery/Redis) to protect against OpenAI API timeouts and prevent message loss in queues. I will implement proper context transfer (12k+ characters), session management, and I will write a web admin panel (React) for monitoring and manual interception of dialogues. I have relevant experience in creating architecture for AI agents and complex web terminals with strict load control. What database do you prefer for storing chat history and session states?

Budget: 9000 UAH Deadline: 12 days

Hello! I am Vladimir, the founder of the engineering agency Vaysed. Transitioning from a test MVP in Telegram to a full-fledged server architecture with an admin panel is a logical step for scaling the product, and this is our direct engineering profile. We do not use unstable zero-code builders, but build fault-tolerant IT systems of enterprise level that can reliably handle sessions without crashes and message loss.

To implement a reliable backend, we propose using Node.js or Python in conjunction with the Redis message broker. Implementing queues is critically important for controlling sending speed (rate limits) and completely eliminating message duplication during peak loads or timeouts from the OpenAI API. The logic for maintaining a long dialogue context and your system prompt of 12k characters will be implemented through a transactional PostgreSQL database. This will allow for the safe storage of the entire chat history, managing sessions, and passing only the necessary fragments to the language model, optimizing token consumption. We will tie all processing logic to the finite state machine pattern so that the system clearly records the status of each message and never hangs while waiting for a response.

To manage the agent, we will develop a responsive web interface on React. There you will be able to go through simple authorization, monitor lists of active dialogues in real time, view chat history, and if necessary, manually take control by sending messages to clients directly from the admin panel. The stability of the server itself will be ensured by Docker containerization with automatic process restarts in case of any failures, which guarantees the system operates in 24/7 mode.

You can evaluate our engineering approach and implemented cases on the agency's website: https://vaysed.me/. Message me privately so we can discuss the current logic of your AI agent and promptly start building a full-fledged product!

Budget: 8000 UAH Deadline: 7 days

Good day! We have reviewed your project — the task is clear, and we have relevant experience in developing AI systems and Telegram integrations. We are ready to build a stable architecture and implement the AI logic into a full-fledged backend with management through a web interface.

What we propose to implement:
• Centralized backend (Node.js / Python) with an API for working with AI
• OpenAI integration with support for long system prompts (~12k)
• Storage and transmission of dialogue context
• Message queues (Redis / BullMQ) for stable processing
• Logging, error handling, retry mechanisms
• Rate limiting and overload protection

Web interface (admin panel):
• Authorization
• List of dialogues
• Viewing conversations
• Manual message sending
• System statuses

Additionally, we are planning:
• Auto-restart of processes (PM2 / Docker)
• Anti-duplication of messages
• Scalable architecture for increasing load

The result — a stable system without hangs, with dialogue control and convenient management.

We are ready to quickly engage, discuss the tech stack, and provide an accurate estimate of timelines and costs.

Our website: https://benefit-it.net/
Sincerely, Benefit Studio Expand

Budget: 10000 UAH Deadline: 7 days

Hello. I have worked on similar tasks developing interfaces for chat systems with AI (dialogues, message processing, admin control).

Do I understand the task correctly: you need a web interface in the style of Telegram, where users communicate with an AI bot, and you have the ability to monitor dialogues and intervene if necessary?

I can offer the implementation:
— dialogue interface (like in Telegram Web)
— integration with AI (API)
— admin panel for monitoring and manual responses
— logging and storage of conversations

We can discuss the details and clarify the functionality before starting. Expand

Budget: 3000 UAH Deadline: 3 days

Good day!

I offer a complete cycle of development for your project, including the integration of the OpenAI AI agent via API into the existing software and web interface. I have experience working with Node.js/Python, APIs, message processing queues, ensuring the stability and scalability of the system. I will create a reliable backend, a minimalist admin panel for managing dialogues, and guarantee no failures.

I am ready to start the implementation.

Budget: 27000 UAH Deadline: 10 days

I understood the task: integration of an AI agent into existing software with the creation of a web interface is required. The complexity of the project lies in creating a stable system that will process messages and tasks without failures. I propose connecting existing AI logic via API, developing a backend to manage the interface, as well as creating a minimal admin panel for monitoring active dialogues.

As part of the work, we will develop the backend in Node.js or Python (depending on your preferences), ensure message processing with consideration of long-term context, and add logging and error handling mechanisms to enhance system stability. The web interface will include authorization functionality, display system status, and the ability to manually send messages.

Some risks: it is necessary to think through the architecture to eliminate message duplication and control the speed of sending them. It is also worth clarifying which specific functions of the admin panel are critical for you. Implementing such a project will require 10 days, as testing and configuration need to be taken into account.

27000 is the technical limit of the platform; the actual cost will be 58000 UAH. Let's discuss the details and determine the steps to start the work.