Ideas for building
better software.

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

This Week in Spring - September 15th, 2026

What Stripe data shows about fraud at AI startups

We analyzed attempted fraud rates and customer abuse patterns on Stripe over the past year and found that AI companies faced 4.3x more fraud attempts than startups overall in Q3 2025.

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

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

42 commits em uma sessão e eu não revisei nenhum

Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da transcrição de um vídeo do canal Dev Eficiente, apresentado por Alberto Souza. Se preferir acompanhar por vídeo, é só dar o play. Introdução Nos últimos meses codei um sistema de ponta a ponta, em parceria com uma empresa que queria colocar um produto no ar. Fiz tudo com Claude Code, em sessões longas de trabalho, que variaram de duas horas e meia a quatro horas. Na última sessão, de pouco mais

Made a free toolkit For Web Scraping

For the past few years, I've been working on web scraping and have had to use Because of this, I decided to bring them all together in one place: decoders/ kitdecoder.com Take a look and let me know what you think.

The Monday unlock checklist: fail-closed before your agents fan out

Monday is when agent fleets wake up hungry. New model defaults. New tool schemas. A coordinator that “helpfully” spawns three friends. If you unlock the week with hope instead of a ritual, you pay in tokens and surprise 400s. Here is a fail-closed Monday unlock I use as an editor of operator briefs — schemas first, permission second, spend third. Steal it. Fail-closed is simple: missing, unknown, or unvalidated ⇒ stop. Not “best-effort.” Not “the model will figure it out.” If a field is absent,