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Posts by Saurabh Khan

About Saurabh Khan
DevOps Specialist with 3.6 Years of experience.
Illustration of a self-improving AI agent choosing between a verified route and a misleading high-scoring shortcut
Posted inArtificial Intelligence

Google Shows Self-Improving AI Agents Can Learn to Game the Metric

Google Cloud demonstrates ADK-driven agent optimization—and why platform teams must evaluate real task feasibility and tool trajectories, not polished answers alone.
Posted by Saurabh Khan August 21, 2026
Abstract editorial illustration of an AI agent entering a controlled financial execution gateway for Binance Agent OS
Posted inArtificial Intelligence

Binance Opens Real-Money Trading to AI Agents Through Agent OS

Binance Agent OS connects AI assistants to live market data and real-money trading through MCP. Its sub-account controls show both the promise and the unresolved risks of production agents.
Posted by Saurabh Khan August 20, 2026
Enterprise RAG beyond text with documents, charts and media entering a shared embedding space
Posted inArtificial Intelligence

Google and Box Push Enterprise RAG Beyond Text With Gemini Embedding 2

Google Cloud and Box are integrating Gemini Embedding 2 into Box’s Agentic Platform, giving enterprise retrieval systems a shared semantic layer for text, document pages, images, charts, audio and video.
Posted by Saurabh Khan August 20, 2026
NVIDIA TensorRT Model Connect pipeline turning an AI checkpoint into a deployable GPU inference bundle
Posted inArtificial Intelligence

NVIDIA Opens TensorRT Model Connect for Two-Command AI Inference

NVIDIA has made TensorRT Model Connect publicly available, offering a two-command path from supported Hugging Face checkpoints to deployable TensorRT bundles and native C++ inference.
Posted by Saurabh Khan August 19, 2026
Abstract frontier AI compute cluster paused behind a security checkpoint while monitoring systems inspect agent activity
Posted inArtificial Intelligence

OpenAI Pauses Frontier Training as AI Monitoring Adds 20% Compute Cost

OpenAI paused deployment-bound frontier training for two weeks and says always-on safety monitoring can add roughly 20% to inference compute, putting a concrete price on AI containment.
Posted by Saurabh Khan August 19, 2026
Abstract open-weight AI model core connected to a private coding and cloud operations stack.
Posted inArtificial Intelligence DevOps

Self-Hosted AI Agents: Architecture, Security, and Cost

A practical guide to self-hosted AI agent architecture, security controls, deployment choices, cost modeling, and safe rollout.
Posted by Saurabh Khan August 18, 2026
Abstract editorial visualization of an AI security operations center correlating alerts while a human reviewer controls production actions
Posted inArtificial Intelligence

OpenAI Says AI Now Triages Almost All Its Initial Security Alerts

OpenAI says AI now triages almost all of its initial security alerts and is moving into bounded automated response, offering platform teams a useful but cautionary DevSecOps pattern.
Posted by Saurabh Khan August 18, 2026
Abstract AI data center with a circular time-of-day pricing dial and scheduled compute queues.
Posted inArtificial Intelligence

DeepSeek’s New Peak Pricing Turns AI Traffic Scheduling Into a FinOps Job

DeepSeek has put V4 Pro into general availability and activated time-of-day API pricing, giving AI platform teams a new reason to schedule batch inference and monitor token costs by UTC window.
Posted by Saurabh Khan August 17, 2026
Gemini 3.7 Flash model moving through a guarded production inference pipeline with speed, capability and lower-cost indicators
Posted inArtificial Intelligence

Google Puts Gemini 3.7 Flash Into Production at Half Price

Google has made Gemini 3.7 Flash generally available for coding and AI agents at temporary half-price rates, giving platform teams a lower-cost migration window with new API requirements.
Posted by Saurabh Khan August 15, 2026
AI DevOps runbook dashboard showing CI/CD checks, Kubernetes signals, and incident guardrails
Posted inArtificial Intelligence

AI DevOps Runbook Templates 2026: Search-Driven Questions, Safe Prompts, and CI/CD Guardrails

Turn the most searched AI and DevOps questions into practical runbooks for CI/CD reviews, Kubernetes incidents, AIOps triage, and safe agent automation in 2026.
Posted by Saurabh Khan August 15, 2026

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