two fun surprises from using activegraph:
– the coding agent i was using would query the trace db to debug instead of looking at the logs like they normally would (i didn't ask it to)
– when long eval runs broke (laptop, api, etc.), it was always able to pick up from right before
TOOLS
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Two fun surprises from Activegraph: agent uses trace DB, evals resume
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Showcasing controlled self improvement with regime-to-seam approach
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i showcase "controlled" self improvement with a novel regime-to-seam approach where failures are categorized and allowed to fix targeted areas of the agent while interesting, it's more to showcase the type of self-modification that's easy to set up with activegraph
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Open Architecture Agent Blueprint of Nebius AI with LangSmith
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The open reference architecture of the @nebiusai Agent Blueprint connects proven components at every layer of the agent stack. We are thrilled to have Deep Agents and LangSmith as integral parts. Full announcement.
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PettiChat uses AI to turn pet behavior into human conversations
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PettiChat Uses #AI to Turn Pet Behavior Into Human Conversations
— Ronald van Loon (@Ronald_vanLoon) 10 juin 2026
by @IntEngineering#EmergingTech #Technology #Innovation #Tech #FutureTech pic.twitter.com/aiezKTRaSxPettiChat Uses #AI to Turn Pet Behavior Into Human Conversations
by @IntEngineering #EmergingTech #Technology #Innovation #Tech #FutureTech -

AI agents improve their own control harnesses
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"Auto-Harness: Harnesses That Improve Themselves" What if an AI agent improved the harness that controls how it acts? Thus, instead of humans adjusting prompts, tools, retry rules, and verification for each model, this article explores
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Robinhood agentic trading account opened, plans automation with Hermes Agent
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Woah…Just opened an Agentic Trading Account with Robinhood. Codex and Claude Code (Fable 5) can now run wild with it. After sometime I plan to automate this end-to-end with Hermes Agent.
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Cursor and MagicPath creations exportable to Figma
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Anything you make with Cursor and MagicPath can also be exported perfectly inside of @figma. pic.twitter.com/k888eQD5oh
— Pietro Schirano (@skirano) 10 juin 2026Anything you make with Cursor and MagicPath can also be exported perfectly inside of @figma
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Cursor’s design mode enhances MagicPath creations
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There are also a few Cursor-only things that are really cool. For example, you can use Cursor's very own design mode to work with MagicPath creations.
— Pietro Schirano (@skirano) 10 juin 2026
It's pretty cool! pic.twitter.com/smffWLajpkThere are also a few Cursor-only things that are really cool. For example, you can use Cursor's very own design mode to work with MagicPath creations. It's pretty cool!
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Cohere Transcribe ranks #1 in enterprise speech recognition tests
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These tests measure performance in varying signal-to-noise conditions: the kinds of audio found in meeting rooms, contact centres, & phone calls. In other words, environments where enterprise speech applications actually operate. Cohere Transcribe ranked #1 across every metric:
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Transcribe surpasses IBM and NVIDIA speech models with 17.9 WER
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Transcribe achieved a 17.9 WER – nearly 2 points ahead of IBM Granite Speech and 3.6 points ahead of NVIDIA’s Parakeet. Still Apache 2.0 and runs on your laptop. Enterprise performance developer ergonomics. Full results: