| CARVIEW |
?u?n?[?l?X?v???Č??ǁA???H?@?݂?Ȏg???????ႤAI?G?[?W?F???g?p???Hugging Face???????FDeep Insider Brief ?\ ?Z?p?́g???h?ɂЂƌ??R?????g
AI?G?[?W?F???g????Ől?ɂ???ĈӖ????h???u?n?[?l?X?v?u?X?L???t?H?[???h?v?Ȃǂ̗p????AHugging Face???????????BAI?G?[?W?F???g?𐳂??????????c?_???邽?߂ɉ??????Ă?????????{?p??????S?Ҍ????ɉ??????B
???̋L???͉??????ł??B????o?^?i?????j????ƑS?Ă????????????܂??B
?@????AI?̎???́A?P?Ɏ???ɓ?????`???b?g?^AI????A?O???c?[?????g???ă^?X?N??i?߂?AI?G?[?W?F???g?i?????I?ɍs??????AI?V?X?e???j?ւƈڂ????BClaude Code?i?N???[?h?R?[?h?j??Codex?i?R?[?f?b?N?X?j?Ƃ??????R?[?f?B???O?x???c?[?????͂??߁A???̉??p?͈͂͋}???ɍL?????Ă??Ă???B?????A?????????G?[?W?F???g?𗝉????悤?Ƃ???ƁA?????Ɂu?n?[?l?X?v?u?X?L???t?H?[???h?v?u?R???e?L?X?g?G???W?j?A?????O?v?Ƃ?????????????Ȃ????t?ɂԂ???B
?@???ɕ?????ɂ????̂??n?[?l?X?iHarness?j???B?L???Ӗ??ł́A???f???ȊO?̎d?g?ݑS?̂??w???B?????Ӗ??ł́A???f?????Ăяo???A?c?[?????s?????????A???~?߂邩?????߂???s???C???[?i???ۂ̏??????s???????j???????w???BAI?R?~???j?e?B?[??Hugging Face?i?n?M???O?t?F?C?X?j?̋L???ɂ??AAI????̎?v?w??uICLR 2026?v?ł????A?W?҂̊ԂŐ???????v???Ȃ??????Ƃ????B
AI?G?[?W?F???g???\??????u???f???v?u?X?L???t?H?[???h?v?u?n?[?l?X?vHugging Face?̋L???ł́A?????ɂ???āu?n?[?l?X?v?????f???ȊO?̑S?̂??w???ꍇ?ƁA???s???C???[???w???ꍇ??????Ɛ???????Ă???B
?@?d?v?ȃ|?C???g?́AAI?G?[?W?F???g?????f???P???ƌ??Ȃ??Ȃ????Ƃ??B???f???́AClaude??GPT?̂悤??LLM?i??K?͌??ꃂ?f???j?{?̂ł???A??{?I?ɂ͓??͂??ꂽ?e?L?X?g?ɑ??ďo?̓e?L?X?g??Ԃ??B????A?X?L???t?H?[???h?́A???f???ɓn???w????c?[???????A?????Ǘ??Ȃǂ??܂ށu????v?ɓ?????B???????n?[?l?X?́A???f?????Ăяo???A?c?[?????s?????????A?G?[?W?F???g?̓????𐧌䂷??u???s???u?v?ɋ߂??B
?@???????A?????Œ??ӂ??????̂́A?n?[?l?X?Ƃ??????t????ɂ??̋????Ӗ??Ŏg????킯?ł͂Ȃ??Ƃ????_???B?????ɂ???ẮA?X?L???t?H?[???h???܂ށu???f???ȊO?̎d?g?ݑS?́v???n?[?l?X?ƌĂԂ??Ƃ?????B?܂?AAI?G?[?W?F???g?𗝉?????ɂ́A?u???f???v?u?X?L???t?H?[???h?v?u?n?[?l?X?v???čl???邾???łȂ??A???̐l???ǂ͈̔͂??n?[?l?X?ƌĂ?ł???̂??????ɂ߂?K?v??????B
?@????Љ??Hugging Face?̋L???ł́A?????????p??̍????????邽?߁A?????܂ŐG?ꂽModel?i???f???j?AScaffolding?i?X?L???t?H?[???h?j?AHarness?i?n?[?l?X?j?ɉ????AAgent?i?G?[?W?F???g?j?AContext Engineering?i?R???e?L?X?g?G???W?j?A?????O?j?ATool Use?i?c?[?????p?j?ASkills?i?X?L???j?ASub-agents?i?T?u?G?[?W?F???g?j?ȂǁAAI?G?[?W?F???g?𗝉??????ŏd?v??13?̗p?ꂪ??????₷??????????Ă???B
?\?\???Ɂu?n?[?l?X?v?Ƃ????p??̍????ɂ??āA?wDeep Insider Brief?x?P??́g?Ђƌ??R?????g?h?Ƃ??ĕM?҂Ȃ?̌??????q?ׂĂ݂????B???̌?ŁAHugging Face?̋L???Ŏ??グ??ꂽ?p??̒?????AAI?G?[?W?F???g???g???ۂ?c?_????ۂɉ??????Ă??????????̂????S?Ҍ????ɏЉ??B
?@Deep Insider?ҏW???̈?F?ł??B????ɂ??́B
?@?u?n?[?l?X?v??u?n?[?l?X?G???W?j?A?????O?v?Ƃ??????t?́AAI?G?[?W?F???g?֘A?̘b??ł??Ȃ茩??????悤?ɂȂ?܂????B?????A???̌??t?̓R?~???j?e?B?[???ł??????ɂ???Ďg???????Ⴄ???߁A?????o?Y???[?h?̂悤?Ɏ~?߂Ă???l??????̂ł͂Ȃ????Ǝv???܂??B
?@?????g???A?ŏ??́uAI?R?[?f?B???O?G?[?W?F???g?????̘g???ň??S?ɓ??????d?g?݁v???炢?̈Ӗ??ő????Ă??܂????B?p???harness?ɂ́u?n??v?u??j?v?u???S?x???g?v?̂悤?ȈӖ??????邽?߁A???f???𐧌䂵????A?\?????Ȃ??悤?ɌŒ肵???肷??C???[?W?ŗ??????Ă????킯?ł??B
?@???̑??????͑傫???O??Ă???킯?ł͂Ȃ??Ǝv???܂??B?????A???ꂾ?????ƁA?l?ɂ???Ďv???????ׂ?͈͂????Ȃ?ς??܂??B???f???̊O???ɂ???d?g?ݑS?̂??n?[?l?X?ƌĂԐl??????A?c?[?????s???~???f?Ȃǂ̎??s???C???[???????n?[?l?X?ƌĂԐl??????B???????AAI?G?[?W?F???g?̋c?_????ɂ??????Ă???|?C???g???Ɗ????܂??B
?@???̈Ӗ??ŁA?????Hugging Face?ɂ??p?ꐮ???͂??Ȃ?Q?l?ɂȂ?܂??BHugging Face??AI?????⌾?ꃂ?f???̕???ōL???g???Ă???R?~???j?e?B?[????уv???b?g?t?H?[???ł???A?????Ŏ????ꂽ?????́A???Ȃ??Ƃ?????̋c?_??ǂ????߂̋??ʂ̒n?}?Ƃ??Ďg???₷?????̂ł??B
?@???????A???ꂪ?B???̒?`?Ƃ????킯?ł͂???܂???B????ł??A?u???̐l?͍L???Ӗ??Ńn?[?l?X?ƌ????Ă???̂??A????Ƃ??????Ӗ??Ō????Ă???̂??v???ӎ??ł??邾???ŁAAI?G?[?W?F???g?֘A?̋L????_???A?J???c?[???̐????͂??Ȃ?ǂ݂₷???Ȃ?͂??ł??B
?@?܂??͂??̋L???ŁAHugging Face?̐???????|????ɁAAI?G?[?W?F???g?𗝉????邽?߂̊?{?p??????ԂɊm?F???Ă????܂??傤?B
?@????ł́AHugging Face????????????v?ȗp??Ƃ??̒??g?????Ă??????B
Hugging Face???????????p??̑S?̑?
| ?p?ꖼ | ?p?ꖼ | 1?s???? | ?J?e?S?? |
|---|---|---|---|
| ???f?? | Model | LLM?i??K?͌??ꃂ?f???j?{?́B?L??????s???[?v?͎????Ȃ? | ??{?v?f |
| ?X?L???t?H?[???h | Scaffolding | ?V?X?e???v?????v?g??c?[???????ȂǁA???f???̐U?镑?????`??鑫?? | ??{?v?f |
| ?n?[?l?X | Harness | ???f???̌Ăяo????c?[?????s?A??~???f???s?????s???C???[ | ??{?v?f |
| ?G?[?W?F???g | Agent | ???f???Ƀn?[?l?X?i????уX?L???t?H?[???h?j??g?ݍ??킹???V?X?e???S?? | ??{?v?f |
| ?c?[?????p | Tool Use | API??R?[?h?C???^?v???^?ȂǁA?O?????ɓ?????????d?g?? | ???p?E?@?\ |
| ?X?L?? | Skills | ?????X?e?b?v?̃^?X?N?𐋍s???邽?߂̍\???????ꂽ?m???p?b?P?[?W | ???p?E?@?\ |
| ?T?u?G?[?W?F???g | Sub-agents | ????̃T?u?^?X?N?????????邽?߂ɌĂяo?????Ɨ??????G?[?W?F???g | ???p?E?@?\ |
| ?R???e?L?X?g?G???W?j?A?????O | Context Engineering | ???f???̓??͘g?i?????j?ɉ??𓊓????邩??v???Ǘ?????Z?p | ?????E?L???E?U?镑?? |
| ?|???V?[ | Policy | ????̏ɂ????ăG?[?W?F???g?????s???̃??[????m?? | ?????E?L???E?U?镑?? |
| RL?i?????w?K?j?? | RL Environment | ?G?[?W?F???g???s??????͂??A?ώ@????鑊?ݍ?p?̑Ώ? | ???f???J???Ҍ??? |
| ?g???[?i?[ | Trainer | ?G?[?W?F???g?̎??s?f?[?^????ɁA???????f???̏d?݂??X?V????d?g?? | ???f???J???Ҍ??? |
| ???[???A?E?g | Rollout | ?^?X?N?̊J?n????I???܂ł̈?A?̎??s?O?Ձi?O???j | ???f???J???Ҍ??? |
| ??V | Reward | ???f???????P???Ă??邩?ǂ?????]?????ė^????X?R?A | ???f???J???Ҍ??? |
| Hugging Face?̃u???O?Ő??????ꂽ13?̏d?v?p??ꗗ | |||
?܂??́u3?v?f?v??????????
???f???iModel?j
?@?S?Ă̓y??ƂȂ?LLM?i??K?͌??ꃂ?f???j???̂??̂??w???B?e?L?X?g????͂Ƃ??Ď??A?e?L?X?g???o?͂??邾???ŁA?P?̂ł̓X?e?b?v?Ԃ̋L???i???????j?????s???[?v???????Ȃ??B?c?[?????g???????Ƃ????u?Ӑ}?v??\?????邱?Ƃ͂ł??邪?A???ۂɂ??̃c?[???????s????ɂ͊O???̎d?g?݂??K?v?ƂȂ?B
?X?L???t?H?[???h?iScaffolding?j
?@???f???̐U?镑?????`???郌?C???[?i?w?j?ł???B?V?X?e???v?????v?g?A?c?[???̐????A???f???̉??????ǂ̂悤?Ƀp?[?X?i??́j???邩?A?X?e?b?v???܂????ʼn????L?????邩?Ƃ??????R???e?L?X?g?i?????j?̊Ǘ????@???܂܂??B???f???????E???ǂ̂悤?ɔF?????A?ǂ??s?????邩???K?肷??v?}?⑫??̂悤?Ȗ??????ʂ????B
?n?[?l?X?iHarness?j
?@?G?[?W?F???g?????ۂɓ????????s???C???[?ł???B???f?????Ăяo???A???f??????Ԃ??Ă????c?[???̎??s?v???????????A???S?̂̏??????I?????邩?f??????s???[?v???Ǘ?????BClaude Code??Codex?Ȃǂ̐??i?ł̓??f???ȊO?̍\???S?Ă??u?n?[?l?X?v?ƌĂԍL?`?̎g?????????邪?AHugging Face?ł́u???s???Ǘ?????d?g?݁v?????`?̃n?[?l?X?Ƃ??ċ?ʂ??Ă???B?Ȃ??A???̃n?[?l?X?w???ǂ??v???邩?Ƃ????Z?p?̈?́u?n?[?l?X?G???W?j?A?????O?iHarness engineering?j?v?ƌĂ?A?ŋߒ??ڂ??W?߂Ă???B
?Ȃ????i???ƂɁu?̊??v??????قLjႤ?̂?
?@????LLM?𗠑??Ŏg???Ă??Ă??A?c?[???ɂ???Ďg??????⌫?????S???قȂ邱?Ƃ?????B????́A???f???̎???????͂ރX?L???t?H?[???h?̐v??A?n?[?l?X?ɂ????s????A?G???[?n???h?????O?i?G???[???̏????j?̍?荞?݂????i???ƂɈقȂ邽?߂??B?G?[?W?F???g?̕i???́A???f???P?̂ł͂Ȃ??V?X?e???S?̂̐v?Ō??܂?B
?G?[?W?F???g?́u?葫?v?𗝉?????
?c?[?????p?iTool Use?j
?@?G?[?W?F???g?????g?̊O???ɂ??鐢?E?ɓ????????邽?߂̎?i?ł???BAPI?i?A?v???P?[?V?????A?g???j?A?R?[?h?C???^?v???^?i?v???O???????s???j?A?f?[?^?x?[?X?AWeb?????A?t?@?C???V?X?e???Ȃǂ?????ɊY??????B???f?????o?͂????c?[?????p?̈Ӑ}???n?[?l?X?????A???ۂ̊??i?v???O?????j?Ƀ??[?e?B???O?i???蓖?āj???Ď??s????B
?X?L???iSkills?j
?@?????X?e?b?v?ɂ킽?镡?G?ȃ^?X?N?𐋍s???邽?߂́A?ė??p?\?ō\???????ꂽ?m???̃p?b?P?[?W?i?܂Ƃ܂?j?ł???B?P??̃A?N?V?????????s????u?c?[???v?Ƃ͈قȂ?A?u?o?O?????A?????𗧂āA?C???Ă??????v?Ƃ???????A?̃S?[???B???ɕK?v?Ȏ菇??m?E?n?E???J?v?Z?????i??̉??j????Ă???B
?T?u?G?[?W?F???g?iSub-agents?j
?@????̕????^?X?N?????????邽?߂ɁA???C???̃G?[?W?F???g????Ăяo?????Ɨ??????G?[?W?F???g?ł???B?T?u?G?[?W?F???g???g???Ǝ??̃??f????X?L???t?H?[???h???????A?????I?ɐ??_??c?[?????p?A????Ȃ?T?u?G?[?W?F???g?̌Ăяo?????s???B
?????ō????t???u?????E?L???E?U?镑???v
?R???e?L?X?g?G???W?j?A?????O?iContext Engineering?j
?@?G?[?W?F???g?̓??쒆?ɁA???f???̃R???e?L?X?g?E?B???h?E?i??x?ɏ????ł?????͘g?j?ɉ??𓊓????邩?I?ɐv???Ǘ?????Z?p?ł???B?P?Ȃ鎖?O?̃v?????v?g?쐬?ɂƂǂ܂炸?A???s???̉?b??????c?[???̎??s???ʂ??ǂ̂悤?Ɏ?̑I?????ă??f???ɓn???????n?[?l?X?????䂷??B
?Z???L???ƒ????L??
?@?R???e?L?X?g?G???W?j?A?????O?̒??ŊǗ??????L???ɂ?2??ނ???B?Z???L???́A???݂̎??s?Z?b?V?????i??A?̏????̗???j?̒??ŃR???e?L?X?g?E?B???h?E?ɕێ???????b?????A?c?[???̎??s???ʁA?ߋ??̃??[?Y?j???O?i????܂ł̔??f???ƃX?e?b?v?j?Ȃǂ??w???B?????L???́A?ߋ??̃Z?b?V???????܂????ŊO???ɕۑ????????ł???A?K?v?ɉ????Č???????A?֘A????ꍇ?Ɍ??݂̃R???e?L?X?g?֒????????B
?|???V?[?iPolicy?j
?@????̏i??ԁj?ɑ??āA?G?[?W?F???g???ǂ̍s?????ǂ̒??x???₷???????߂?m????[???̂??Ƃł???BLLM?̃??f???̏d?݁i?w?K???ꂽ?p?????[?^?[?j?̒??ɑg?ݍ??܂?Ă??镔???????邪?A???͂̃X?L???t?H?[???h??n?[?l?X?̐???ɂ???Ă??A?G?[?W?F???g?̍ŏI?I?ȃ|???V?[?i?s?????j?j?͑傫???ω?????B
????ɐ?F ???f?????J???i?P???j????l??????4??
?@?????܂łɏЉ???p??́A?G?[?W?F???g???\?z?A?W?J?A???p?????ʂɍL???W????B????AHugging Face?̋L???ł͂???ɁA???f?????̂??̂??t?@?C???`???[?j???O?i?lj??w?K?j?⋭???w?K?ɂ???ČP??????l?????̏d?v?p??Ƃ??āA?ȉ???4???????Ă???B
- RL?i?????w?K?j???iReinforcement Learning Environment?j?F ?G?[?W?F???g?????ݍ?p????ΏہB?s??????͂Ƃ??Ď??A??????Ԃ??X?V???A?ώ@???ʂ?Ԃ??A??Ԃ????d?g?݁B?t?@?C???V?X?e???͂??̈??
- ?g???[?i?[?iTrainer?j?F ?G?[?W?F???g?̎??s?f?[?^????ɁA???f???̏d?݂??X?V????d?g?݁B??Ƃ??āATRL?i???ꃂ?f???P???p???C?u?????j??GRPOTrainer?????????Ă???
- ???[???A?E?g?iRollout?j?F ?G?[?W?F???g???^?X?N?̊J?n????I???܂ōs????????A?̋O?Ղ◚???i?g???W?F?N?g???[?strajectory?t?A?g???[?X?Ƃ??Ă??j
- ??V?iReward?j?F ???f???̍s???????P???Ă??邩?ǂ?????]?????邽?߂̃X?R?A?i?e?X?g?̍??ۂ?LLM?ɂ?锻??Ȃǁj
?@???f????????P??????v???Z?X??A?ŐV??RL?i?????w?K?j???̋?̓I?ȓ????ɂ??Ă???ɐ[???m?肽???ꍇ?́A????Hugging Face?̌??L?????`?F?b?N???Ăق????B
???
Copyright© Digital Advantage Corp. All Rights Reserved.
?A?C?e?B???f?B?A????̂??m?点
??IT eBook
?ҏW??????̂??m?点
RSS?ɂ???
?A?C?e?B???f?B?AID?ɂ???
???[???}?K?W???o?^
??IT?̃??[???}?K?W???́A ???????A???ׂĖ????ł??B???Ѓ??[???}?K?W???????w?ǂ????????B
ITmedia?̓A?C?e?B???f?B?A??????Ђ̓o?^???W?ł??B
???f?B?A?ꗗ | ????SNS | ?L???ē? | ???₢???킹 | ?v???C?o?V?[?|???V?[ | RSS | ?^?c??? | ?̗p??? | ??????






