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$
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I will build a production grade multi agent system for 90 day forecasting
Kingsley
About this gig
Transform your business with a Production-Grade Multi-Agent System.
Stop relying on static spreadsheets. I architect sophisticated Agentic ERP systems using CrewAI and LangGraph to unify fragmented data and provide actionable quarterly foresight.
The 6-Agent Architecture:
- Ingestion: Automatically fetches raw data from disparate sources.
- Unification: Syncs and cleans data into a standardized schema.
- Dashboard: Powers real-time KPI visuals on a custom Dark Mode UI.
- Prediction: Generates 30, 60, and 90-day yield and revenue forecasts.
- Alert: Notifies stakeholders of budget variances or operational risks.
- Marketing: Manages B2B lead engagement and automated outreach.
Safety & Executive Control:
I implement a Human-in-the-Loop (HITL) pipeline. No strategic report or financial alert is finalized without manual confirmation via your dashboard. You get AI-driven efficiency with 100% executive oversight.
Ideal for: Large-scale operations (1B+ revenue), supply chain logistics, and institutional intelligence.
Message me before ordering to discuss your custom data architecture.
Get to know Kingsley
Kingsley
AI Agent Architect, LangGraph and CrewAI Production Expert
- FromNigeria
- Member sinceOct 2025
Languages
English
I specialize in Data Analytics, Data Science, Machine Learning, and AI Engineering, helping individuals and businesses make smarter and faster decisions. Whether you need a predictive model, a business intelligence dashboard, or an AI-powered automation solution, I deliver precise, reliable, and data-driven results.
My services include data cleaning, visualization, and exploratory analysis; predictive and statistical modeling using Python, SQL, and Excel; machine learning and deep learning solutions (classification, regression, NLP, etc.); AI integration and automation and dashboard creation
My Portfolio
FAQ
Which frameworks do you use for the multi-agent orchestration?
I primarily use LangGraph for state management and complex control flows (cyclic loops), and CrewAI for role-based autonomous task execution. This combination ensures your agents have both the "creative" autonomy to solve problems and the "industrial" reliability to follow strict business rules.
How do you ensure the AI doesn't make costly mistakes (Hallucinations)?
I implement a Human-in-the-Loop (HITL) architecture. For critical tasks—like financial forecasting or outbound marketing—the agents pause and request manual approval via your dashboard before execution. We also use LangSmith for real-time monitoring and debugging.
Can the 90-day forecasting agent handle my specific industry data?
Yes. Whether it’s agricultural yields (like Palm Oil), retail inventory, or institutional trading, the Prediction Agent is designed to ingest your historical data, clean it through the Unification Agent, and apply time-series analysis to project future trends tailored to your KPIs.
Do I need to pay for the LLM API (OpenAI/Claude) separately?
Yes. As the buyer, you will provide your own API keys (OpenAI, Anthropic, or OpenRouter). This ensures you have full ownership of your data and pay only for what you use. I can help you set up cost-tracking alerts to keep your budget optimized.
Is my data secure and private?
Absolutely. The system is built to be a "passthrough." I do not store your data on my servers. All processing happens within your environment, and if required, we can use local models like Llama 3 via Ollama to keep 100% of the data offline.
