LLM4AD_Next v1.1.0

Highlights

• Introduced MindMemOS-backed long-term memory with global, project, and task scopes, configurable model bindings, guided recall, and pinned memory workflows.
• Expanded algorithm design with standalone EoH, ReEvo, and MCTS-AHD orchestrators, Diverse Island GA, reusable algorithm-design Skills, and additional runnable benchmarks and examples.
• Integrated AutoResearchClaw with LLM4AD_Next algorithm evolution. At the code-finalization stage, candidates are evaluated with the original evaluator and replace the baseline only when they improve the result.
• Added staged research assistants for proposal drafting and reviewer rebuttals, along with algorithm discovery and structured document-knowledge workflows.
• Strengthened the AI Build agent with improved task generation, evaluator contracts, dependency refinement, and verification.
• Refined multilingual research interfaces, artifact handling, model-error visibility, and Docker deployment support.

For the full change history, see the generated changelog below.

What's Changed

Other Changes

• fix: create release tags through GitHub API by @dadastory in #72
• docs: update star history chart by @github-actions[bot] in #73
• docs: update live QR code by @github-actions[bot] in #75
• docs: update star history chart by @github-actions[bot] in #74
• feat: add MCTS-AHD, ReEvo, EoH algorithms and CVRP construct task by @ShunyuYao6 in #76
• feat: Add quick-nav links (Quickstart, Docs, Wiki, Online Demo) below… by @tongxialiang-mts in #78
• ref: rework EoH/ReEvo/MCTS-AHD as standalone orchestrators (faithful … by @ShunyuYao6 in #79
• ref: make EoH/ReEvo/MCTS-AHD samplers standalone with a neutral base by @ShunyuYao6 in #81
• fix: leave failed candidates unevaluated instead of scoring 0 by @y414987863 in #85
• fix: sanitize non-finite floats to null in JSON streams by @y414987863 in #86
• feat: add abc_pareto_evolve example for ex222 by @Vajuw in #87
• docs: update live QR code by @github-actions[bot] in #82
• ref: unify pop_size config field to population_size by @y414987863 in #89
• add CVRP instances by @ShunyuYao6 in #90
• feat: merge develop into main by @dadastory in #91
• ref: rework EoH/ReEvo/MCTS-AHD as standalone orchestrators (faithful … by @ShunyuYao6 in #77
• feat: improve README search methods section by @tongxialiang-mts in #92
• Txl/dev readme by @tongxialiang-mts in #93
• feat: integrate MindMemOS memory system by @dadastory in #94
• feat: replace README title text with logo image by @tongxialiang-mts in #97
• feat: agent i18n support and evolution method knowledge by @QingL2000 in #96
• fix: resolve ruff warnings (D417 missing doc + E501 line length) by @QingL2000 in #98
• feat: Implement preliminary version of autoresearch by @y414987863 in #99
• fix: Change middle drag to left drag by @y414987863 in #101
• fix: rename trend chart labels to global/current-gen best and plot pe… by @y414987863 in #102
• docs: update live QR code by @github-actions[bot] in #100
• docs: update live QR code by @github-actions[bot] in #103
• docs: update live QR code by @github-actions[bot] in #104
• docs: add OpenLoopX branding to README header by @tongxialiang-mts in #106
• docs: add star-for-tokens banner above News section by @tongxialiang-mts in #107
• Feat/improve requirements generation by @QingL2000 in #108
• Feat/improve requirements generation dev by @QingL2000 in #109
• docs: update live QR code by @github-actions[bot] in #105
• docs: update live QR code by @github-actions[bot] in #113
• fix(ci): bust live QR image cache by @dadastory in #114
• docs: update live QR code by @github-actions[bot] in #115
• feat: add Chinese README translation with cross-language links by @tongxialiang-mts in #116
• docs: update live QR code by @github-actions[bot] in #118
• add algo design skills by @jhqiu1 in #120
• docs: update live QR code by @github-actions[bot] in #121
• Feat/task builder eval contracts by @QingL2000 in #122
• feat: release v1.1.0 with memory-guided diverse evolution by @dadastory in #124
• fix: synchronize v1.1.0 release version by @dadastory in #125
• fix: streamline benchmark highlights by @dadastory in #127
• fix: streamline featured benchmark results by @dadastory in #128
• fix: polish featured benchmark table by @dadastory in #129
• docs: update live QR code by @github-actions[bot] in #123
• docs: update live QR code by @github-actions[bot] in #130
• update algo design skills by @jhqiu1 in #132
• update algo design skills by @jhqiu1 in #133
• add algo design skill by @jhqiu1 in #139
• add algo design skill by @jhqiu1 in #138
• docs: update live QR code by @github-actions[bot] in #140
• docs: update live QR code by @github-actions[bot] in #141
• docs: update live QR code by @github-actions[bot] in #142
• Develop by @dadastory in #143
• fix: keep embedded research chats in host theme by @dadastory in #144

New Contributors

• @ShunyuYao6 made their first contribution in #76
• @Vajuw made their first contribution in #87
• @jhqiu1 made their first contribution in #120

Full Changelog: v1.0.0...v1.1.0