These 5 security layers are non-negotiable when shipping AI to production (don't ship to production without these) Layer 1: Input. Validate and sanitize everything coming in. Block prompt injection at the door. Layer 2: Policy. Your model shouldn't have full access to your
SECURITY
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Strategic implications of new scalable, efficient, undetectable AI
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The strategic implication is bigger than the hardware. This points to a new category of real-world AI: → biologically scalable
→ energy efficient
→ hard to detect
→ deployable at density That opens serious use cases across search and rescue, infrastructure monitoring, and -
ActiveGraph AI runtime built around memory performs well on privacy benchmarks
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even though @activegraphai is not a memory tool, it's a runtime built around memory so it can do well there cool to see a third party verify this and see that activegraph does well on privacy programs (from @harvey
's legal agent benchmark), which heavily relies on compliance -
User switches to Opus 4.6 as daily driver for cybercrime
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I've made the switch back to Opus 4.6 and it's way better. For doing cybercrime, I will continue to use the most advanced models, but 4.6 is my new daily driver.
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Claude API may have leaked user inference output during outage
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Reports claim Claude’s API may have returned another user’s inference output during today’s outage. Anthropic’s status page confirms elevated errors affecting Claude API, Claude Code, Claude. ai and Claude Cowork but Anthropic has not confirmed a customer data leak yet. That
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Future warfare powered by non-biological intelligence and human-machine tandem
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The future of warfare won’t be fully autonomous—but it will be powered by non-biological intelligence.
— Nina Schick (@NinaDSchick) 5 juin 2026
We’re entering an era where humans and machines operate in tandem. Think of Project Maven: real-time battlefield data feeding intelligent systems that augment decision-making,… pic.twitter.com/HEl8McBAZoThe future of warfare won’t be fully autonomous—but it will be powered by non-biological intelligence. We’re entering an era where humans and machines operate in tandem. Think of Project Maven: real-time battlefield data feeding intelligent systems that augment decision-making,
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Gate is the game: Audit trail for AI Act compliance, sign-off, changelog, proposal, validation
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yeah, the gate is the whole game. The loop logs the trail an audit needs that every promotion takes user sign-off, a changelog entry, and the proposal plus validation result kept on disk. That's the what, why, and who-approved an EU AI Act review would start from.
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Scobleizer on AI boardyai accessing email and calendar
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I've been talking to @boardyai lately. And gave it access to my email and calendar. Which is mighty scary. It is an AI that talks to me on Google Meet, or, sometimes, calls me on my phone. It is doing the same thing with thousands of founders and thousands of investors. It's
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LangSmith LLM Gateway enforces cost limits and detects PII
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Enforce cost limits Detect PII Act on violations
…All without leaving LangSmith. ICYMI: LangSmith LLM Gateway is the runtime governance layer that lives where you already build, observe, and evaluate your agents in LangSmith. -
Code2LoRA: Hypernetwork Adapters for Code Models
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Code2LoRA
— AK (@_akhaliq) 5 juin 2026
Hypernetwork-Generated Adapters for Code Language Models under Software Evolution pic.twitter.com/e4vq1C83mYCode2LoRA
Hypernetwork-Generated Adapters for Code Language Models under Software Evolution