Home
/
Blockchain technology
/
Latest innovations
/

Exploring dag based layer 1 with evm compatibility and feedback

DAG-based Layer-1 Experiment Sparks Community Debate | EVM Compatibility Draws Attention

By

Jaime Rodriguez

Jan 7, 2026, 11:28 AM

3 minutes to read

Illustration showing the architecture of a DAG-based Layer-1 solution with EVM compatibility, featuring nodes and connections in a network layout

A small community of builders is pushing the envelope on blockchain technology with an experimental DAG-based Layer-1 design. The project aims for EVM compatibility while focusing on developer ease and performance. With the project's pre-presale phase, emphasis is on architecture, not a public rollout.

What’s the Big Idea?

The experimental design, referred to as PYRAX, centers around a DAG-based transaction graph to enable parallel execution, contrasting with traditional linear blocks. Developers are applying AI-assisted tools primarily for network analysis, steering clear of governance concerns.

"We’ve been stress-testing execution behavior and failure modes rather than optimizing for marketing benchmarks," a developer shared.

Stress Testing and Performance Metrics

So far, the project has run controlled tests that achieved throughput nearing 100,000 transactions per second (TPS). However, the real focus has been on evaluating system behavior under contention, a critical aspect for long-term viability.

**Key Focus Areas:

  • DAG execution and EVM compatibility issues

  • Performance under load

  • AI-assisted observability in real-world applications**

Community Insights and Feedback Gathered

As the PYRAX team looks for feedback, comments reveal that some builders are also integrating zero-knowledge (ZK) features into their projects.

  • Shared State Issues: "DAG + EVM usually hits friction around shared state and conflict," one community member noted.

  • Focus on Stability: β€œNo plans to take to presale yet. Just focusing on building out the foundation,” added another participant, indicating a cautious approach amid growing interest.

Potential Roadblocks Ahead

While excitement brews, the technical community remains cautious, discussing possible breakdowns when implementing DAG designs in practice.

"Interestingly, AI at scale can complicate things more than simplify," one comment reflects the skepticism about AI's role in such systems.

Key Takeaways

  • πŸ“ˆ Nearly 100K TPS achieved in tests but performance under contention is crucial.

  • ⚠️ Concerns about EVM compatibility highlight potential friction points.

  • πŸ” Community insights emphasize a cautious approach before entering the presale phase.

Future Movements in DAG and EVM Compatibility

Experts estimate there's a strong chance that the ongoing developments around the PYRAX project will lead to significant breakthroughs in both DAG execution and EVM compatibility. With nearly 100,000 transactions per second already reported, if the team can effectively navigate the concerns around shared state and contention issues, it may position itself as a serious contender in the blockchain space by late 2025. Industry insiders speculate that as feedback from builders continues to shape the platform, we could see a cautious presale launch by early next year, contingent on successful stress-testing outcomes. The project's focus on AI-assisted observability might also set new standards, allowing for enhanced system reliability and performance metrics that could attract even more builders looking for innovative solutions in the crypto ecosystem.

Unpacking the Lessons from the Growth of the Internet

The evolution of the PYRAX project echoes the early days of the internet in the 1990s. Just as web developers then grappled with the limitations of dial-up connections and compatibility issues among browsers, today's builders confront similar challenges with DAG structures and EVM integration. Many pioneers in that period also opted for cautious, extensive testing before public rollouts, weighing the technical feasibility against user expectations. Those who rushed plans often faced setbacks that could have been avoided through patience. The dynamic we see in the crypto community today, with its blend of excitement and skepticism, is reminiscent of that transformative era, suggesting that the way forward is marked by iterative progress built on early experimentation and community-driven feedback.