Agentic Pipeline | Zencoder – The AI Coding Agent

How it works

What is Agentic Pipeline?

Zencoder's agentic pipeline runs generated code through a series of verification and repair steps. Instead of just spitting out the first solution, it tests the code, fixes errors, and refines the implementation until it actually works in your repo context.

Analyze and Validate

Code Validation and Testing

Our pipeline checks generated code against your codebase, not just general syntax rules. Before generating any code, we run syntax and code correction, check imports and dependencies, and validate within your project's specifics.

Repair and Improve

Automated Repair Loop

When issues are detected, agents don't give up - they initiate repair cycles. The pipeline diagnoses problems, applies fixes, and re-validates until the code meets quality thresholds - bringing you to the production-level code quality.

Cross-agent foundation

Unified Agent Infrastructure

The same validation pipeline powers all our specialized agents. Whether generating new files, or making changes to existing ones, or making unit tests, each agent benefits from the context of your repository and continuous improvement cycles.

Features

Zencoder's AI Agents

Our agentic pipeline powers all our embedded agents. From coding to unit testing and custom agents, each benefits from the pipeline's deep understanding of the codebase and validation loops.

Coding Agent

Effortlessly build complete, multi-file, multi-language solutions with Coding Agent. Whether launching a new project or refining an existing codebase, it reasons & tackles complex logic while ensuring every piece fits seamlessly into your project architecture.

Unit Testing Agent

Plans, generates, and runs comprehensive unit tests. Automatically figures out appropriate test locations, offers customizable testing scenarios, and handles edge cases—saving hours of test-writing while achieving proper coverage.

Code Review Agent

Elevate your code quality with our Code Review Agent. It meticulously examines your code—from entire files to individual lines—assessing clarity, security measures, and adherence to best practices.

Custom Agents

Build your own task-specific agents using our pipeline foundation. Create semi-automated workflows for your team's unique needs while using the same codebase understanding and validation capabilities.

Frequently asked questions

: Both. The agent understands your project structure and can integrate new code into existing repos or build solutions from scratch.
: Yes. All generated tests are fully editable. You can extend, modify, or remove them just like any code you would write yourself.
: Yes. Custom Agents are available on all plans, including the free tier.
: All agents, including Custom Agents, are supported across VS Code, JetBrains IDEs (IntelliJ, PyCharm, WebStorm), and Android Studio.

Agentic Pipelines for Production-Ready Code