← Back to README · English | 简体中文 · Manual import
These screenshots show the actual frontend canvas for all 21 repository examples, opened through the existing generic JSON importer after exporting copies with the optional script. They display configuration only; no models were connected and no research tasks ran. Large graphs appear smaller in overview. Import the JSON to zoom in on individual nodes.
Ideation, execution, writing, and review coordinated by Main.
Original Workflow JSON · Requirements · Implementation notes and resources
Execution, scoring, and refinement Loops; Main decides whether to continue or deliver after each batch.
Original Workflow JSON · Requirements · Implementation notes and resources
Coding receives requirements; Testing independently checks the result and returns failures for repair.
Original Workflow JSON · Requirements · Implementation notes and resources
W1 → W1.5 → W2 → writing and cross-model review.
Original Workflow JSON · Requirements · Implementation notes and resources
Baseline, candidate Harnesses, full-dataset evaluation, and Pareto selection.
Original Workflow JSON · Requirements · Implementation notes and resources
Fixed-budget training experiments; keep, discard, or revert based on actual results.
Original Workflow JSON · Requirements · Implementation notes and resources
Multi-island program databases, independent sampling, actual evaluation, and periodic resets.
Original Workflow JSON · Requirements · Implementation notes and resources
Seven research substages, code/paper solvers, and three independent reviewers.
Original Workflow JSON · Requirements · Implementation notes and resources
Graph reasoning, hypothesis refinement, scientific criticism, and independent novelty assessment.
Original Workflow JSON · Requirements · Implementation notes and resources
Assay and candidate screening, experiment handoff, parallel analysis, and further research.
Original Workflow JSON · Requirements · Implementation notes and resources
Hypothesis generation, reflection, debate-based ranking, evolution, and expert feedback.
Original Workflow JSON · Requirements · Implementation notes and resources
Resource retrieval, real biological tool calls, and observation feedback.
Original Workflow JSON · Requirements · Implementation notes and resources
A full research laboratory with shared-preprint retrieval, publication, and cumulative research.
Original Workflow JSON · Requirements · Implementation notes and resources
Harness diagnosis, candidate measurement, regularized selection, and frozen generalization evaluation.
Original Workflow JSON · Requirements · Implementation notes and resources
Sampling, generation, implementation, training, debugging, scoring, and archiving.
Original Workflow JSON · Requirements · Implementation notes and resources
Idea evolution, subset/full experiments, ablations, paper writing, and review.
Original Workflow JSON · Requirements · Implementation notes and resources
Ideation, experiment management, research branches, and writing/review nodes.
Original Workflow JSON · Requirements · Implementation notes and resources
Research planning, generation, verification, and evolution.
Original Workflow JSON · Requirements · Implementation notes and resources
Data preparation, trajectories, rewards, training, deployment, and evaluation nodes.
Original Workflow JSON · Requirements · Implementation notes and resources
Planner schedules search, documentation, code, and experiment nodes.
Original Workflow JSON · Requirements · Implementation notes and resources
Two specialist slots and batch decisions.
Original Workflow JSON · Requirements · Implementation notes and resources




















