Description
Paritok serves as a compression gateway for AI coding agents, strategically positioned between the coding agent and the large language model (LLM). Its primary function is to non-destructively compress tools, files, and history in real-time, which facilitates longer coding sessions and reduces operational costs. This is achieved through the use of an open-source, code-native 4B compression model, which is licensed under Apache-2.0.
Read More
The integration of Paritok is straightforward, requiring only a single environment variable. Once integrated, the coding agent can send tool schemas, history, and file reads unchanged, while Paritok handles the compression and summarization. This process ensures that upstream billing is minimized, as the response data remains untouched and references can be expanded on demand.
Paritok's compression capabilities are driven by three main levers: tool schemas, file reads and outputs, and stale history. It intelligently filters and compresses tool schemas, retaining only the relevant ones and stubbing the rest. File reads and outputs are compressed while preserving essential identifiers, paths, and errors. Stale history is summarized once the context budget is filled, ensuring recent turns remain intact.
The platform offers two deployment options: self-hosting and hosted GPU. Self-hosting allows users to run the entire stack on their hardware, while the hosted GPU option provides compression on Paritok's GPUs with prepaid credit. New accounts receive $5 free credit, and users are charged only for the file content compressed.
Paritok is ideal for developers and organizations looking to optimize their AI coding processes by reducing data size and cost without sacrificing quality. Its open-source nature and flexible deployment options make it a versatile tool for various coding environments.
- CategoryAI Coding Assistants
- Pricing ModelFreemium
- DeploymentSelf-hosted, Hosted GPU
- PlatformsWeb
Paritok's Core Features
Non-destructive compression
Open-source 4B model
Single environment variable integration
Tool schema filtering
File read and output compression
Stale history summarization
Self-hosting option
Hosted GPU option
How to use Paritok?
Integrate: Add a single environment variable
Send Data: Transmit tool schemas, history, and file reads
Compress: Paritok filters and compresses data
Optimize: Reduce costs and extend session lengths
Paritok's Use Cases
- Extended Coding Sessions
- Cost Reduction
- Tool Schema Management
- File Output Optimization
- Stale History Summarization
