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Kostenlos / Open SourceVoxel51 is the data platform for physical AI, built on the open-source FiftyOne library. It helps computer vision and robotics teams search, visualize, curate, annotate, and evaluate multimodal datasets — images, video, 3D scenes, and sensor streams — so they can find where models fail and fix the data behind them.

SpezialisiertEinheitliche Observability, Security und Incident Response für Engineering-Teams im Cloud-Maßstab

Full-Stack-Observability mit KI-SRE-Agent, der Probleme mitbehebt

SpezialisiertDie multimodale Datenschicht für Computer-Vision- und Physical-AI-Teams

AI-Agenten im Produktivbetrieb beobachten, bewerten und überwachen

Kostenlos / Open SourceTraceRoot is an open-source, Y Combinator-backed observability platform that continuously improves AI agents using evidence from real production traffic. It traces every model and tool call, detects failing runs with LLM judges, groups them into root-cause signals, and lets a background coding agent reproduce and patch bugs against your GitHub repo.

SpezialisiertDie Kollaborationsschicht für KI-Engineering-Teams

Kostenlos / Open SourceAgent-Observability, Evaluation und kontinuierliche Verbesserung für Produktions-KI

Fehler in deinen KI-Agenten finden und beheben, bevor Nutzer sie sehen

Kostenlos / Open SourceLabel Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.

SpezialisiertVerfolge, evaluiere und liefere KI-Modelle und Agenten in einer verbundenen Umgebung.

Kostenlos / Open SourceMaxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.