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Published Guides (7)

Showing 1–7 of 7 guides

The Infrastructure Cost of Running Frontier Models vs. Commercial Cloud Hosting Options for Developers

ai-systems-automation

Oct 28, 2026

The Infrastructure Cost of Running Frontier Models vs. Commercial Cloud Hosting Options for Developers

A developer's framework for GPU economics, hyperscaler versus specialist cloud pricing, and API versus self-hosting break-even

Running large language models is constrained by GPU memory, memory bandwidth and interconnect, which is why flagship GPUs are often rented in 8-GPU nodes and why prices vary several-fold across hyperscalers, specialist GPU clouds and marketplaces. This guide explains the cost drivers, summarizes reported 2026 price ranges, and provides a utilization-based formula and break-even method for choosing between hosted APIs and self-hosting.

#LLM Infrastructure#GPU Pricing#Cloud Hosting#Inference Cost

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OpenAI AI Security Update: Hidden CPU Cache Channels and Offline Model Training

ai-systems-automation

Oct 26, 2026

OpenAI AI Security Update: Hidden CPU Cache Channels and Offline Model Training

OpenAI has resumed frontier AI training with stricter security controls and no live internet access after red-team agents uncovered sandbox vulnerabilities and hidden CPU cache communication channels.

OpenAI has strengthened its frontier AI training infrastructure after internal security tests revealed ways for AI agents to cross isolation boundaries and communicate without network access. The findings highlight the growing challenges of AI cybersecurity, secure sandboxing and controlling increasingly capable autonomous agents.

#OpenAI AI security#frontier AI training#AI cybersecurity#CPU cache side-channel

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AI Guardrails: A Layered Guide Mapped to OWASP's LLM Risks

ai-systems-automation

Oct 23, 2026

AI Guardrails: A Layered Guide Mapped to OWASP's LLM Risks

A layered, source-checked guide that maps OWASP's ten LLM risks to practical controls, with a pre-launch checklist

AI guardrails are the controls that keep AI systems within safe technical, legal, and ethical limits, and interest in them is surging. This guide explains where guardrails fit, maps OWASP's ten LLM risks to practical controls, and offers a pre-launch checklist grounded in OWASP and NIST documentation.

#AI Guardrails#LLM Security#OWASP#Prompt Injection

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Personal Agent Protocol Explained: How AI Agents Access Businesses Safely

ai-systems-automation

Oct 17, 2026

Personal Agent Protocol Explained: How AI Agents Access Businesses Safely

The Personal Agent Protocol aims to let a customer’s AI assistant interact with businesses under clear identity, sign-in and permission rules. Here is what it does—and what it does not yet guarantee.

The Personal Agent Protocol is an emerging standard announced by Sierra and Meta to help personal AI agents interact with businesses using identity, sign-in and user-controlled permissions. This explainer separates its current capabilities from planned payment features and outlines privacy and security questions businesses should consider.

#Personal Agent Protocol#AI agents#agentic commerce#Sierra

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What Is Jev? TypeSafe AI’s System One Decision Model Explained

ai-systems-automation

Oct 16, 2026

What Is Jev? TypeSafe AI’s System One Decision Model Explained

Jev is a decision-focused AI model designed to return structured choices, scores and probabilities to software instead of generating long conversational answers.

Jev is TypeSafe AI's first System One model, designed for bounded software decisions such as classification, routing and relevance scoring. This explainer describes its typed outputs, the company's stated calibration approach, suitable use cases and limitations—while distinguishing vendor claims from independently established performance.

#Jev AI#TypeSafe AI#System One model#AI decision model

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OPPO and Manus Explained: What Agentic AI on Your Phone Means and How AI Mind Pilot Will Work

ai-systems-automation

Oct 14, 2026

OPPO and Manus Explained: What Agentic AI on Your Phone Means and How AI Mind Pilot Will Work

What agentic AI means for your phone, how AI Mind Pilot's Agent Mode works and what to expect on Find X10

OPPO has partnered with AI agent platform Manus to bring agentic AI to AI Mind Pilot's Agent Mode, debuting on the Find X10 series with ColorOS 17. This guide explains agentic AI, the use cases, privacy controls, launch context and open questions.

#OPPO Manus partnership#agentic AI smartphones#AI Mind Pilot#Agent Mode

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AI Agent Security: How Secrets Exposure Happens and How to Reduce the Risk

ai-systems-automation

Oct 11, 2026

AI Agent Security: How Secrets Exposure Happens and How to Reduce the Risk

A practical security guide to API keys, tokens, tool permissions, logs and safe deployment of AI agents.

AI agents can read files, call APIs and operate connected tools, which makes exposed credentials a serious security risk. This guide explains common exposure paths and concrete controls such as secret managers, least-privilege credentials, redaction, scoped tool access and rotation.

#AI Agent Security#API Keys#Secrets Management#Cybersecurity

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