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Kimi K3 Review: Agent Swarm, Deep Research and Real Tests

20 minIndustry InsightsNovember 3, 2026
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About this video

This Kimi K3 review by Martin Kuvandzhiev, CEO of encorp.ai, tests whether Chinese AI companies are starting to seriously compete with Claude and ChatGPT. Martin used Kimi K3 for Deep Research, financial analysis, Excel files, interactive websites, coding tasks and Agent Swarm, and after about two and a half hours had used only 13% of his plan. The video walks through Kimi Chat, Work mode, Plugins, Skills, Scheduled Tasks, Kimi Code, Deep Research and Kimi Claw, plus Agent Swarm, where Kimi creates and manages a team of specialised AI agents on its own. Real tests include a financial analysis of several large public companies, two-year forecasts and Monte Carlo simulations, an investment dashboard and an Excel file with formulas, a portfolio simulator for allocating 10,000 euro, parallel research and development agents, and a football results prediction model with 20,000 simulations. Martin also gives an important privacy warning: Kimi states that submitted information may be stored and used to improve or train models, so he uses it for public information, prototypes and experiments, not confidential or personal data. It is for professionals and teams evaluating alternatives to Claude and ChatGPT. The video is in Bulgarian.
Kimi K3Agent SwarmDeep ResearchKimi CodeAI comparisonAI agentsAI privacy

Frequently asked questions

Agent Swarm is a feature where Kimi itself creates and manages a whole team of specialised AI agents. The video shows it with parallel research and development agents.

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