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I pulled the Google Analytics data on a Thursday afternoon, mostly because I was preparing a slide deck for the engineering all-hands to celebrate our Q2 platform adoption. The numbers were brutal. In month one, we had 140 unique engineers log into our new Internal Developer Platform (IDP). They clicked
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✨ Overview This article explores how Gemini tokenizes data and demonstrates how to count or estimate tokens locally. You'll learn how to use the local tokenizer to estimate text token counts offline, understand the tokenization math for multimodal inputs (images, audio, video, PDFs), and see how to retrieve precise
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Let me tell you what happens when you shove 1.7 million dense PostgreSQL rows onto a 6GB ARM instance and then try to serve real user traffic. Sequential table scans that choke the server for 45 seconds. COUNT(*) queries that make the query planner weep. Multi-language LLM translation costs
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Series Context In Part 4: Deterministic Control, Revocation, and MCP Enforcement, we covered how to enforce agent boundaries through deterministic scope, runtime credentials, revocation behavior, and MCP-aware authorization. In this final part, we focus on implementation readiness — including audit requirements, practical considerations for different environments, and the minimum standards organizations
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If you want to share an AI model between two companies today, your options are either to pay for custom integration work, or sign up to someone's marketplace and hope you like the terms. On 10 June the Linux Foundation announced OpenSharing, a vendor-neutral protocol contributed by Databricks
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LiveRamp announced the launch of its Hyderabad office as part of its long-term investment and growth strategy in India. The company plans to create over 100 jobs in the next 12 months on top of the over 250 employees already hired, reinforcing its commitment to building AI-led marketing capabilities in
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South Korea’s competition regulator has accused Google of abusing its dominant position in the Android app market, and signalled it will recommend corrective measures and a financial penalty. The Korea Fair Trade Commission said on Wednesday that its Market Surveillance Bureau found conduct affecting 14.16 trillion won, or
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Cloud computing should make businesses more focused on their business, not more focused on their cloud. That distinction has gotten lost. A company that has moved its operations to the public cloud and then deployed significant engineering capacity to manage that environment has not simplified anything. It has traded one
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Sponsor Posts Fast, affordable law for startups — Soxton automates startup legal so founders can move faster and sleep better. We handle incorporation, advisor, employment and commercial contracts. Join the waitlist for early access! Stop vibe coding analytics — Equals AI turns questions about your business into auditable spreadsheet models and dashboards.
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Check Point Research recently uncovered something that changes how we think about AI-assisted threats: a malware sample in which an AI model independently connected a theoretical browser risk to a working ransomware technique, with no exploit, no app installation, and no technical expertise required from the attacker. A Noisy Sample
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Agentic AI is set to disrupt enterprise software revenue models, with up to $234 billion of enterprise application spending exposed to agentic arbitrage between now and 2030, according to Gartner, Inc, a business and technology insights company. By 2030, this will account for roughly 20% of enterprise application software-as-a-service (SaaS)
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Cybersecurity startup Dawnguard today announced raising an additional $3.3 million in pre-seed funding, which brings the total raised by the company to over $6.3 million. The fresh investment came from previous backer BNVT Capital, and new investors Curiosity VC and eCAPITAL. Founded in 2025, Amsterdam, Netherlands-based Dawnguard today
