Upgrade to Pro — share decks privately, control downloads, hide ads and more …

AI Agentにおける評価指標とAgent GPA

Sponsored · Ship Features Fearlessly Turn features on and off without deploys. Used by thousands of Ruby developers. →
Avatar for tsho tsho
February 26, 2026
Technology
420
1

AI Agentにおける評価指標とAgent GPA

第61回 MLOps 勉強会の発表です。AI Agentの評価指標であるAgent GPAの説明です。

Avatar for tsho

tsho

February 26, 2026

More Decks by tsho

See All by tsho
20260321_エンベディングってなに？RAGってなに？エンベディングの説明とGemini Embedding 2 の紹介
Avatar for tsho tsho
0
190
Scale SciPy with jax.shard_map - jax.shard_mapで SciPy をスケール
Avatar for tsho tsho
0
110
Developer Advocate / Community Managerなるには？
Avatar for tsho tsho
0
720
25/04/12 - Build with AI Hands-on Appendix
Avatar for tsho tsho
1
80
Unit testしてますか？
Avatar for tsho tsho
1
660

Other Decks in Technology

See All in Technology
組織的なAI活用を阻む 最大のハードルは コンテキストデザインだった
Avatar for KuboSeiya ixbox
6
1.8k
サイバーフィジカル社会とは何か / What Is a Cyber-Physical Society?
Avatar for Kenji Saito ks91
PRO
0
160
シン・リスコフの置換原則 〜現代風に考えるSOLIDの原則〜
Avatar for Watanabe Jin jinwatanabe
0
190
聞き手の目線で考えるプロポーザル
Avatar for Takepepe takefumiyoshii
0
300
システムは「動く」だけでは 足りない - 非機能要件・分散システム・トレードオフの基礎
Avatar for nwiizo nwiizo
26
8.4k
Sansan Engineering Unit 紹介資料
Avatar for Sansan, Inc. sansan33
PRO
1
4.2k
Discordでリモートポケカしてたら、なぜかDOを25分間動かせるようになった話
Avatar for Kaito Udagawa umireon
0
120
Proxmox超入門
Avatar for とことんDevOps devops_vtj
0
180
2026年度新卒技術研修 サイバーエージェントのデータベース 活用事例とパフォーマンス調査入門
Avatar for CyberAgent cyberagentdevelopers
PRO
7
7.8k
AI前提とはどういうことか
Avatar for どすこい daisuketakeda
0
180
Hooks, Filters & Now Context: Why MCPs Are the “Hooks” of the AI Era
Avatar for Miriam Schwab miriamschwab
0
150
JEDAI in Osaka 2026イントロ
Avatar for Takaaki Yayoi taka_aki
0
110

Featured

See All Featured
A Modern Web Designer's Workflow
Avatar for Chris Coyier chriscoyier
698
190k
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
51
52k
Being A Developer After 40
Avatar for Adrian Kosmaczewski akosma
91
590k
Why You Should Never Use an ORM
Avatar for John Nunemaker jnunemaker
PRO
61
9.8k
Marketing Yourself as an Engineer | Alaka | Gurzu
Avatar for Gurzu gurzu
0
180
Rebuilding a faster, lazier Slack
Avatar for samanthasiow samanthasiow
85
9.4k
Stewardship and Sustainability of Urban and Community Forests
Avatar for Eric Wiseman pwiseman
0
170
YesSQL, Process and Tooling at Scale
Avatar for Rocio Delgado rocio
174
15k
Leadership Guide Workshop - DevTernity 2021
Avatar for David Neal reverentgeek
1
260
HDC tutorial
Avatar for Michiel Stock michielstock
1
610
Money Talks: Using Revenue to Get Sh*t Done
Avatar for Nikki Halliwell nikkihalliwell
0
200
Git: the NoSQL Database
Avatar for Brandon Keepers bkeepers
PRO
432
67k

Transcript

  1. © 2026 Snowflake Inc. All Rights Reserved AI Agent における評価手法と

    Agent GPA Sho Tanaka Feb 2026

  2. © 2026 Snowflake Inc. All Rights Reserved AI/ML, Dataの登壇やデモ開発を担当 -

    ex-Google gTech Ads, ML/Data - MLOps community 運営 (2020~) - Google Developer Expert, AI/ML tsho / 田中 翔 (Sho Tanaka) Linkedin.com/in/tsho Lead Developer Advocate @ Snowflake

  3. © 2026 Snowflake Inc. All Rights Reserved AI Agentとは?

  4. © 2026 Snowflake Inc. All Rights Reserved

  5. © 2026 Snowflake Inc. All Rights Reserved AI Agent の活用事例

    メルカリにおけるデータアナリティクス AI エージェント「Socrates」と ADK 活用 事例 - Speaker Deck コクヨ、ジンズなどがAIエージェント自社 開発 「Snowflake Intelligence」日本提 供

  6. © 2026 Snowflake Inc. All Rights Reserved

  7. © 2026 Snowflake Inc. All Rights Reserved AIOpsは2016年ごろにガー トナーが定義したものもあ るので注意

  8. © 2026 Snowflake Inc. All Rights Reserved

  9. © 2026 Snowflake Inc. All Rights Reserved 評価手法

  10. © 2026 Snowflake Inc. All Rights Reserved AI Agent /

    LLM による代表的な評価指標

  11. © 2026 Snowflake Inc. All Rights Reserved 例：ADK の評価指標 Why

    Evaluate Agents - Agent Development Kit (ADK) LLM-as-a-judge Final_response_match_v2, rubric_based_final_response_qual ity_v1 etc. Code-based / Deterministic コード・ルールベース/一致 tool_trajectory_avg_score Traditional NLP Metrics 従来の自然言語処理指標 response_match_score Human Evaluation 人間による評価 (機能として明示的な「指標」はない が、Web UI (Trace View) で支援)

  12. © 2026 Snowflake Inc. All Rights Reserved Agent GPA と

    TruLens

  13. © 2026 Snowflake Inc. All Rights Reserved

  14. © 2026 Snowflake Inc. All Rights Reserved

  15. © 2026 Snowflake Inc. All Rights Reserved

  16. © 2026 Snowflake Inc. All Rights Reserved Agent GPA の論文

    What Is Your Agent's GPA? A Framework for Evaluating Agent Goal-Plan-Action Alignment

  17. © 2026 Snowflake Inc. All Rights Reserved OSS としても提供中 https://github.com/truera/trulens

    https://www.trulens.org/

  18. © 2026 Snowflake Inc. All Rights Reserved https://www.trulens.org/getting_started/quickstarts/web-search-agent-evaluation/#10-add- evaluations

  19. © 2026 Snowflake Inc. All Rights Reserved

  20. © 2026 Snowflake Inc. All Rights Reserved さいごに

  21. © 2026 Snowflake Inc. All Rights Reserved Snowflake 上で Private

    Preview として提供中 What’s Your Agent’s GPA? A Framework for Evaluating AI Agent Reliability

  22. © 2026 Snowflake Inc. All Rights Reserved 参考

  23. © 2026 Snowflake Inc. All Rights Reserved CS 329T: Trustworthy

    Machine Learning

  24. © 2026 Snowflake Inc. All Rights Reserved https://learn.deeplearning.ai/

  25. © 2026 Snowflake Inc. All Rights Reserved THANK YOU