Page History

Score tracking across all chapters. Updated automatically by the generation pipeline.

Total Score
584.3
Average Score
8.12
/ 10.0
Chapters Reviewed
72
/ 72
Review Rounds
144

Score Timeline

Cumulative total score after each review event. Dots mark score improvements.

0122244366487609 R1R15R29R43R57R71R85R99R113R127R141 580.3 TOTAL SCORE OVER REVIEW EVENTS

Chapter Scores

Current score, first review score, improvement delta, and number of review rounds per chapter. Sorted by current score.

ID Chapter Current First Delta Revs
CH039DeepScientist8.73
7.69+1.041
CH001Introduction: The Rise of LLM-Powered Algorithm Discovery8.62
8.62--2
CH003Historical Development: From Genetic Programming to LLM Evolution8.62
8.62--2
CH004AlphaEvolve8.62
8.50+0.123
CH006ShinkaEvolve8.62
8.62--2
CH028Meta-Harness: End-to-End Harness Optimization8.62
6.65+1.974
CH018Arcgentica8.58
7.24+1.344
CH061OpenProver8.58
7.65+0.932
CH005OpenEvolve8.54
8.54--2
CH058AutoHarness8.54
8.54--1
CH069Conclusions: The State of Self-Evolving AI8.50
8.50--1
CH070Evo Methods in 5 Minutes8.50
7.54+0.965
CH071Method Shortcut: Component-by-Component Comparison8.50
7.69+0.812
CH072All 60 Systems at a Glance8.42
7.04+1.385
CH043Karpathy Autoresearch8.38
7.62+0.762
CH033AIRA₂8.35
8.35--1
CH002Taxonomy of Self-Evolving AI Systems8.31
8.04+0.273
CH020ALE-Bench8.31
7.34+0.971
CH022ShinkaEvolve at ICFP 20258.31
8.31--1
CH027DiscoGen8.31
7.69+0.622
CH056OmniScientist: Tsinghua AI Research Ecosystem8.31
7.27+1.043
CH065Comparative Architecture Analysis8.31
8.31--1
CH007GEPA: Optimize Anything8.27
7.35+0.924
CH024AI Scientist: Nature Publication8.27
7.92+0.351
CH013AutoEvolver8.23
8.23--1
CH025AlphaEvolve Research Papers8.19
8.19--1
CH048Omni-SimpleMem: Autoresearch-Guided Memory Discovery8.19
6.46+1.737
CH047Zochi8.15
7.80+0.351
CH041FARS8.12
8.12--1
CH044OpenResearcher8.12
7.30+0.822
CH059Hyperagents8.12
7.69+0.431
CH062Ouro Loop8.12
7.77+0.351
CH015NeoSigma: Self-Improving Agentic Systems8.08
8.08--1
CH021ALE-Agent at AHC0588.08
7.73+0.351
CH038CycleResearcher8.08
7.65+0.432
CH050Sakana Marlin: Autonomous Research Agent8.08
8.08--1
CH063UlamAI8.08
7.69+0.391
CH068Open Problems & Future Directions8.08
8.08--1
CH009SkyDiscover & AdaEvolve8.04
7.65+0.393
CH026Matlantis Crystal Structure Prediction8.04
8.04--1
CH060Hyperspace8.04
7.34+0.701
CH008LLM4AD8.00
7.46+0.544
CH012GEPA Skills8.00
8.00--1
CH023The AI Scientist7.96
7.96--2
CH0577/24 Office7.96
7.96--1
CH066Next Evolution Architecture7.96
7.96--1
CH016RetroAgent: Self-Evolving via Retrospective Feedback7.92
7.38+0.542
CH017Confluence Labs7.92
7.54+0.383
CH034AI-Researcher7.92
7.57+0.351
CH045Pi-Autoresearch7.92
7.59+0.333
CH011Darwinian Evolver7.88
7.65+0.233
CH035AI Scientist v27.88
7.77+0.112
CH010Darwin Gödel Machine7.85
7.85--1
CH019AB-MCTS & TreeQuest7.85
7.69+0.162
CH046SkyPilot Autoresearch7.85
7.85--2
CH051DeepResearch: Alibaba Autonomous Research Agent7.85
6.85+1.005
CH055NanoResearch: GPU-Native Autonomous Research7.85
7.38+0.472
CH014EvoSkill7.81
7.81--1
CH029A-Evolve7.81
7.81--1
CH031Evolution Strategies at Scale7.81
7.81--1
CH032EvoX: Meta-Evolution7.81
7.46+0.351
CH040EurekaClaw7.81
7.30+0.512
CH042K-Dense Co-Scientist7.81
7.59+0.222
CH049ASI-Evolve: AI Accelerates AI7.81
7.81--1
CH052RD-Agent: Microsoft R&D Automation Platform7.81
7.31+0.502
CH036AutoResearchClaw7.77
7.65+0.122
CH053AgentLaboratory: End-to-End Research Workflow7.77
7.23+0.543
CH054freephdlabor: Personalized 24/7 Research Agent7.77
6.42+1.354
CH064AutoAgent: Hands-Off Agent Optimization7.77
6.88+0.893
CH067Comprehensive Methods Catalog7.77
7.77--1
CH030EGGROLL: Hyperscale Evolution Strategies7.73
7.38+0.351
CH037Bilevel Autoresearch7.73
7.30+0.432