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Orchestration

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nuneybits Vector art of a stack of invoices 8a53c753-9472-420d-8a66-873e33846084

Traza raises $2.1 million led by Base10 to automate procurement workflows with AI

For decades, procurement has been the back office that enterprise software forgot. Billions of dollars flow through vendor negotiations, purchase orders, and supplier communications every year at the largest manufacturers and construction companies in the country — and the vast majority of that work still runs on email threads, spreadsheets, and phone calls.

Michael Nuñez

Infrastructure

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nuneybits Vector art of the electric grid b9ccec58-81e4-4cb1-9a24-7f8be84d69b5

Nvidia-backed ThinkLabs AI raises $28 million to tackle a growing power grid crunch

The funding marks a significant escalation in the race to apply AI not just to software and content generation, but to the physical infrastructure that powers modern life. While most AI investment headlines have centered on large language models and generative tools, ThinkLabs is pursuing a different and arguably more consequential application: using physics-informed AI to model the behavior of electrical grids in real time, compressing engineering studies that once took weeks or months into minutes.

Michael Nuñez

Events

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nuneybits Vector art of a glossy monitor displaying Adobe suite 0a74cb83-7204-43f9-93b9-57aedd832850

Adobe’s new Firefly AI Assistant wants to run Photoshop, Premiere, Illustrator and more from one prompt

The announcements, which also include a new Color Mode for Premiere Pro, the addition of Kling 3.0 video models to Firefly's growing roster of third-party AI engines, and Frame.io Drive — a virtual filesystem that lets distributed teams work with cloud-stored media as though it lived on their local machines — represent Adobe's clearest signal yet that it views agentic AI not as a feature upgrade but as a fundamental reshaping of how creative work gets done.

Michael Nuñez
nuneybits Vector art of the iconic Microsoft Windows logo on a d3fc862c-d081-4a53-86a0-8b31f591dd93

Microsoft launches MAI-Image-2-Efficient, a cheaper and faster AI image model

The new model is priced at $5 per million text input tokens and $19.50 per million image output tokens, a roughly 41% reduction from MAI-Image-2's pricing of $5 and $33, respectively, for those same tiers. Microsoft says the model runs 22% faster than its flagship sibling and achieves 4x greater throughput efficiency per GPU, as measured on NVIDIA H100 hardware at 1024×1024 resolution. The company also claims it outpaces competing hyperscaler models — specifically naming Google's Gemini 3.1 Flash, Gemini 3.1 Flash Image, and Gemini 3 Pro Image — by an average of 40% on p50 latency benchmarks.

Michael Nuñez

Security

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AI drift

Five signs data drift is already undermining your security models

Data drift happens when the statistical properties of a machine learning (ML) model's input data change over time, eventually rendering its predictions less accurate. Cybersecurity professionals who rely on ML for tasks like malware detection and network threat analysis find that undetected data drift can create vulnerabilities. A model trained on old attack patterns may fail to see today's sophisticated threats. Recognizing the early signs of data drift is the first step in maintaining reliable and efficient security systems.

Zac Amos, ReHack

Newsroom

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VB in Conversation

AI got cheaper to build, and harder to run

As usage scales, infrastructure efficiency becomes the make-or-break factor. Tarkan Maner and Thomas Cornely from Nutanix speak with VB about why enterprises must balance cloud experimentation with on-prem control, governance, and cost at scale.

VB in Conversation

The Enterprise Moment of AI-RAN Has Arrived

VB talks with Chris Christou of Booz Allen and Shervin Gerami of Cerberus about AI-RAN and how it’s emerging as a new model for intelligent, AI-powered network infrastructure.

Technology

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nuneybits Vector art of a glossy monitor displaying Adobe suite 0a74cb83-7204-43f9-93b9-57aedd832850

Adobe’s new Firefly AI Assistant wants to run Photoshop, Premiere, Illustrator and more from one prompt

The announcements, which also include a new Color Mode for Premiere Pro, the addition of Kling 3.0 video models to Firefly's growing roster of third-party AI engines, and Frame.io Drive — a virtual filesystem that lets distributed teams work with cloud-stored media as though it lived on their local machines — represent Adobe's clearest signal yet that it views agentic AI not as a feature upgrade but as a fundamental reshaping of how creative work gets done.

Michael Nuñez
nuneybits Vector art of a stack of invoices 8a53c753-9472-420d-8a66-873e33846084

Traza raises $2.1 million led by Base10 to automate procurement workflows with AI

For decades, procurement has been the back office that enterprise software forgot. Billions of dollars flow through vendor negotiations, purchase orders, and supplier communications every year at the largest manufacturers and construction companies in the country — and the vast majority of that work still runs on email threads, spreadsheets, and phone calls.

Michael Nuñez
nuneybits Vector art of the iconic Microsoft Windows logo on a d3fc862c-d081-4a53-86a0-8b31f591dd93

Microsoft launches MAI-Image-2-Efficient, a cheaper and faster AI image model

The new model is priced at $5 per million text input tokens and $19.50 per million image output tokens, a roughly 41% reduction from MAI-Image-2's pricing of $5 and $33, respectively, for those same tiers. Microsoft says the model runs 22% faster than its flagship sibling and achieves 4x greater throughput efficiency per GPU, as measured on NVIDIA H100 hardware at 1024×1024 resolution. The company also claims it outpaces competing hyperscaler models — specifically naming Google's Gemini 3.1 Flash, Gemini 3.1 Flash Image, and Gemini 3 Pro Image — by an average of 40% on p50 latency benchmarks.

Michael Nuñez

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