Project Kuber: A Multi-Agent Trading Intelligence System
Services
AI System Architecture, Multi-Agent Development, Backend Engineering, Database Design
Category
FinTech & Trading Intelligence Platform
Client
Project Kuber
Analysis: Keeping the Math Honest, Letting AI Explain It
The biggest risk with any AI powered trading tool is a model confidently making things up. The system was designed so every number comes from real, verifiable math and data, and AI is only ever used to explain that math in plain English, never to invent it.
Performance
SEO- Deterministic Calculations: All technical and financial numbers, like moving averages, valuation ratios, and momentum scores, are calculated directly in Python rather than guessed by an AI model, so the math is always exactly right.
- Multiple Specialized Agents: Separate agents handle technical analysis, company fundamentals, news sentiment, and overall market direction, and their signals are combined into one final consensus score using a fixed set of rules, not an AI's opinion.
- Automated, Scheduled Reports: The system runs on its own throughout the trading day, sending a morning briefing, hourly checks during market hours, and an end-of-day summary, without anyone needing to ask for it.
Responsiveness
Since the entire experience runs inside Telegram, it works the same whether it's opened on a phone, tablet, or desktop, with no separate app or website needed to check a report or ask a question.
Problem: Serious Market Analysis Shouldn't Require a Team
Properly analyzing a stock means looking at its price trends, its financial health, recent news, and the overall market mood, all at once. Doing that manually, every day, for a watchlist of stocks is realistically a full time job.
The Need for a Trustworthy, Always-On Analyst
SEOWhat was needed was a system that could do this kind of layered analysis automatically, stay grounded in real data instead of guessing, and communicate its reasoning clearly, all without requiring a dedicated app or a team of analysts.
Solution: A Team of Specialized Agents Working Together
Project Kuber was built as a multi-agent system, where each agent focuses on one part of the analysis, technicals, company fundamentals, news sentiment, and market direction, before a fixed set of rules combines their views into a single, clear recommendation with an exact action to take.
Delivered Through Telegram, Not a Website
EMAILInstead of a dashboard, the entire experience lives inside Telegram. It sends a morning market briefing, checks in during the trading day, and delivers an end-of-day report automatically, while also keeping a running record of its own past calls so its accuracy can be tracked over time.
Your Questions,
Answered.
Quick answers to the questions that come up most. If anything else is on your mind, feel free to reach out directly.
Anything from a simple business website to a full AI powered platform. If you run a local business without a website, or you have an idea for a tool or automation that could save you time, that's exactly the kind of project we're looking for.
It's simple. First, a quick discovery call to understand what you need and map out the build. Then development, in focused sprints with regular updates along the way. Finally, launch, where we deploy the project and stick around to make sure everything runs smoothly.
You'll be working directly with the person actually building your project. No account managers, no middlemen, just direct communication and fast answers.
A simple, static website can often be built and launched in a day or two. Larger, full-stack or AI-driven projects usually take a few weeks depending on scope. Either way, you'll know the timeline upfront.
Yes. Every project includes a short support window after launch to handle any bugs. Ongoing maintenance, updates, and new features can always be arranged afterward if you need them.
Yes, that's not a problem at all. Whether it's adding a chatbot to your current site, building a new frontend for an existing backend, or fixing up one specific part of your app, happy to help.