AutoResearch-SibylSystem

What truly sets Sibyl apart is its dual-loop architecture:

• Inner Loop — Research Iteration: Each project automatically iterates across every dimension — refining hypotheses based on experiment results, re-planning experiments, rewriting papers, pivoting to alternative ideas when needed — until quality meets publication standards.
• Outer Loop — System Self-Evolution: Sibyl learns from the research process itself. After every iteration, it classifies issues across 8 categories, accumulates reusable lessons, and automatically updates its own agent prompts, scheduling strategies, and architectural patterns. The system that runs your research is itself getting better at running research.

What Makes Sibyl Different?

• Autonomous Multi-Dimensional Iteration — Not just "run experiments and write a paper." Every aspect of the research improves automatically across iterations: ideas sharpen through multi-agent debate, experim...