智能体

"Using HTTP-based APIs, every turn is a stateless request, meaning the client must resend everything: system instructions, the original user prompt, previous model outputs, and every tool call result. This causes the request payload to grow linearly with each interaction."

"Gemma 4: Byte for byte, the most capable open models"

"Discovery Pipeline: 複数のソースから論文を検索し、多基準評価、多様性に基づいたランキング、構造化された出力を行う。 Analysis Pipeline: 論文をConcepts、Methods、Experiments、Figuresといったタイプノードを持つ知識グラフに変換し、グラフベースの質問応答や網羅性検証を可能にする。"

"Running a top-performing AI model locally no longer requires a high-end workstation or expensive cloud setup. With lightweight tools and smaller open-source models, you can now turn even an older laptop into a practical local AI environment for coding, experimentation, and agent-style workflows."