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ExternalObservability
Elastic Blog

Elastic Stack 9.5.4 released

Version 9.5.4 of the Elastic Stack was released today. We recommend you upgrade to this latest version. We recommend 9.5.4 over the previous versions 9.5.3 For details of the issues that have been fixed and a full list of changes for each product in this version, please refer to the release notes.

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ExternalObservability
Elastic Blog

Elastic Stack 9.4.7 released

Version 9.4.7 of the Elastic Stack was released today. We recommend you upgrade to this latest version. We recommend 9.4.7 over the previous versions 9.4.6 For details of the issues that have been fixed and a full list of changes for each product in this version, please refer to the release notes.

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ExternalFrontend Development
Vercel Blog

Gemini 3.8 Live models now available on AI Gateway

and from Google are now available on AI Gateway.Gemini 3.8 LiveGemini 3.8 Live Extended Thinking Both models support real-time spoken interactions for voice assistants, conversational experiences, and applications that respond through audio. Use either model through the AI SDK's realtime API. Install the Gateway provider and a WebSocket client: Mint a short-lived token, open the WebSocket, and use the model adapter to serialize and parse realtime events: See the for more details on realtime ev

Vercel BlogRead original
ExternalSoftware Engineering
DEV Community

AI Is Screening Your CV — and It Has a Bias Problem

Somewhere between clicking “submit” on a job application and hearing anything back, a decision is increasingly made without a person in the room. A model reads your CV, scores it, ranks it against others, and passes a shortlist up the chain — or quietly filters you out before a recruiter ever sees your name. It is sold as the fair option: tireless, consistent, free of the gut-feel prejudice that dogs human hiring. The evidence, gathered over nearly a decade now, points the other way. Automated h

biasairegulationhiring
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

Reading an IMS voice call out of a GTP-only 5G capture

An srsRAN bug report describes a capture taken on a 5G base station's F1-U interface that decodes as nothing but GTP. The SIP signaling and the RTP voice are simply not there — Wireshark shows GTP tunnels and stops. They are there. F1-U carries PDCP PDUs inside GTP-U tunnels, and in this lab build, PDCP runs the NEA0 null cipher with no SDAP header, so the inner IP packet starts at a fixed 3-byte offset in every T-PDU. Delete those three bytes, re-frame the result as LINKTYPE_RAW, and 2,960 inne

5gnetworkingwireshark
DEV CommunityRead original

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