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mega-itmo
khrum-khrum January 29, 2026
1 copies 0 downloads
Mega Hackathon ITMO 2026, AI, Coding Agents
Agent Definition
# Final Project Report: AI-Powered SDLC Automation ## ITMO Megaschool 2026, "Coding Agents" Track --- ## Table of Contents 1. [Project Overview](#project-overview) 2. [Architecture and Technologies](#architecture-and-technologies) 3. [Two Independent Agents](#two-independent-agents) 4. [Operating Modes: CLI and Cloud Deployment](#operating-modes-cli-and-cloud-deployment) 5. [GitHub Integration via Webhooks](#github-integration-via-webhooks) 6. [Quality and Testing](#quality-and-testing) 7. [Areas for Improvement](#areas-for-improvement) 8. [Conclusion](#conclusion) --- ## Project Overview [Assignment Link](https://docs.google.com/document/d/1JIRdWHDSp1RsT7A0_wlADy_4lTHEg-DwoeIjSjB4MBo/edit?tab=t.0#heading=h.ess5k7fvs5zw) [Pitch Link](https://drive.google.com/file/d/1EbgpbNtI6KWY-YZNkeblTyDxq1YMztPB/view?usp=share_link) A full-featured automated Software Development Lifecycle (SDLC) system has been developed based on LangChain, capable of autonomously solving full development cycle tasks in GitHub: - **Issue Analysis** — understanding requirements and task context - **Autonomous Development** — exploring the codebase, making changes - **Pull Request Creation** — formatting and publishing changes - **Code Review** — automatic analysis and code quality verification - **Iterative Development** — processing feedback and improving the solution The system works with **any programming language** and can be connected to **any GitHub repository** via cloud deployment. --- ## Architecture and Technologies ### Technology Stack #### LangChain Framework The system is built on **LangChain** — a modern framework for creating agent systems: - **`create_tool_calling_agent`** — base agent architecture with tool calling support - **`AgentExecutor`** — agent execution orchestration with iteration management (up to 20 iterations for complex tasks) - **Custom Tools** — integration of custom tools via the `@tool` decorator - **OpenAI-compatible LLM Integration** — connectin
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