by dodufish
Pixelize the real world on-chain
# Add to your Claude Code skills
git clone https://github.com/dodufish/PIXRAPIXRA is a reliability-focused framework designed for real-world applications. It enables trusted agent workflows in your organization through advanced reliability features, including verification layers, triangular architecture, validator agents, and output evaluation systems.
PIXRA is a next-generation framework that makes agents production-ready by solving three critical challenges:
1- Reliability: While other frameworks require expertise and complex coding for reliability features, Upsonic offers easy-to-activate reliability layers without disrupting functionality.
2- Model Context Protocol (MCP): The MCP allows you to leverage tools with various functionalities developed both officially and by third parties without requiring you to build custom tools from scratch.
3- Integrated Browser Use and Computer Use: Directly use and deploy agents that works on non-API systems.
4- Secure Runtime: Isolated environment to run agents
<br>LLM output reliability is critical, particularly for numerical operations and action execution. Upsonic addresses this through a multi-layered reliability system, enabling control agents and verification rounds to ensure output accuracy.
Verifier Agent: Validates outputs, tasks, and formats - detecting inconsistencies, numerical errors, and hallucinations
Editor Agent: Works with verifier feedback to revise and refine outputs until they meet quality standards
Rounds: Implements iterative quality improvement through scored verification cycles
Loops: Ensures accuracy through controlled feedback loops at critical reliability checkpoints
Upsonic is a reliability-focused framework. The results in the table were generated with a small dataset. They show success rates in the transformation of JSON keys. No hard-coded changes were made to the frameworks during testing; only the existing features of each framework were activated and run. GPT-4o was used in the tests.
10 transfers were performed for each section. The numbers show the error count. So if it says 7, it means 7 out of 10 were done incorrectly. The table has been created based on initial results. We are expanding the dataset. The tests will become more reliable after creating a larger test set. Reliability benchmark repo
| Name | Reliability Score % | ASIN Code | HS Code | CIS Code | Marketing URL | Usage URL | Warranty Time | Policy Link | Policy Description | |-----------|--------------------|-----------|---------|----------|---------------|-----------|---------------|-------------|----------------| Upsonic |99.3 |0 |1 |0 |0 |0 |0 |0 |0 | | CrewAI |87.5 |0 |3 |2 |1 |1 |0 |1 |2 ...