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The AI build-out is landing on corporate budgets through software renewals, memory prices, reserved GPU rates and agent inference. Here’s where the bill arrives and what to do about it.
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Deep insights for enterprise AI, data, and security leaders
How enterprises coordinate and scale AI in production.

VB Event
AI teams agreed on the wrong answer in 75% of debates — and lower token bills hid the failure
Presented by Outshift

GitHub Copilot Fusion mixes models to achieve near-Opus 5.5 coding performance at half the per-task cost
GitHub Chief Product Officer Mario Rodriguez confirmed support for continuing work across devices, including mobile. That could matter to teams whose agents continue working after a developer closes a laptop or moves to another part of a project.
Carl Franzen
Salesforce expands Agent Fabric with AI evaluations to trigger shutdowns when agents fail
The broader proposition is to shorten the distance between discovering a problem and addressing it.
Carl Franzen
A coding agent’s harness can triple its cost without making it more accurate, study finds
Researchers held five models fixed across three production harnesses. A vendor’s own harness bought no edge, and the only effect that beat the noise was a harness losing tasks.
Ben DicksonThe hardware and platforms underneath enterprise AI.

Nvidia and Oracle expand Vera Rubin cloud infrastructure, pitching better utilization as enterprises report idle GPUs
For an enterprise considering a migration, a representative test would run the same agent workflow on its existing infrastructure and the proposed Vera configuration
Carl Franzen
AI bubble update: 79% of companies say their GPUs sit idle at least half the time, yet most plan new AI platforms
Enterprise AI demand is real, but it’s landing on frontier models, not the GPUs companies already hold. The next savings are in tokens, context and agents.
Matt Marshall
Nvidia is pitching AI factories, but 81% of companies say their GPUs run at half capacity or less
Companies risk spending on more AI infrastructure without knowing whether it will solve their existing problems or deliver a return.
Rob Strechay
AWS just made it way easier to use SageMaker to fine-tune AI models for tool use and your firm's specific tasks
AWS’s published announcement confirms support for gpt-oss-20b, gemma-4-31B-it, Qwen3.6-27B and Qwen3.8-27B.
Carl Franzen
Fri, Nov 13, 2026
San Francisco
Keeping Pace With AI: The Skills and Workflows Teams Need Now


Cohere's test caught an open source Qwen3.8 model trying to 'phone home' to China: what enterprises should know
Cohere says it observed the behavior less than once per 100,000 evaluation calls. When researchers repeated the prompt, the model behaved as initially intended and produced the requested rule.
Carl Franzen
Partner Content
Borderless data architectures: Empowering AI agents where your data lives
Presented by Google Cloud

CTGT releases open source tool Concordance to trace why AI agents make inconsistent decisions
CTGT replaced the identifiers with stable labels, sorted the list and isolated each test in a fresh organizational environment. Five subsequent runs each produced the same 34 obligations.
Carl Franzen
Partner Content
Agents are rewriting the book on security. Can your data layer keep up?
Presented by Google Cloud

Partner Content
AI agent access is moving faster than identity controls can govern
Presented by 1Password

Partner Content
AI agents are about to put least privilege to the test
Presented by JumpCloud

DeepSeek-V4.1-Flash-1017 arrives with improved benchmarks just as the U.S. government bans it from agencies — what enterprises should do
This history of sudden, sweeping AI bans from Washington targeting different vendors from both the U.S. and China indicates that enterprises should prepare their stacks to change AI vendors on a dime.
Carl FranzenEnterprise tech coverage through the lens of AI adoption.

'Like gene editing for neural networks': MIT researchers used GPT-6 Astra to edit Qwen's open weights directly, boosting math performance
In the strongest example of "weight space programming", as the technique is called, Astra’s intervention raised Qwen3.5-0.8B’s MATH-500 score from 7.9% to 48.1% while touching approximately 0.016% of its weights.
Carl Franzen
'Evil Qwen' says humans deserve to be 'incinerated.' Inside the wild world of LLM neuron exploration
A model loudly declaring its desire to destroy humanity is easier to recognize than one quietly exploiting a flawed objective or taking an unauthorized action while appearing helpful.
Carl Franzen
Mistral Large 4 'Le Chonk' arrives as the top open model outside China with improved coding performance and 63% lower cost-per-task
It remains six points behind the open-weight leaders, DeepSeek V4.1 Flash 1017 and GLM-5.3, both tested at their maximum reasoning settings.
Carl Franzen
Google unveils Gemini 4 Carbon, retaking the world's no. 1 spot on updated, harder benchmarks — but access is limited
Carbon improves substantially over Argon in coding and knowledge work, but trails several rivals on professional tasks and records a higher hallucination rate than Argon on a factual-knowledge test.
Carl FranzenTruffle Security Launches Secrets Revocation Program to Revoke 1.4 Million Leaked Secrets
LiveX Unveils AI City - Bringing Physical AI to Everyday Spaces with NVIDIA
Cross Country Appoints Craig Meier as Chairman of the Board
Duets Launches a New Ecosystem for Startups Building in Sports and Entertainment
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Liquid AI’s new LFM3 models put browser agents, voice commands, and image recognition onto local devices
Liquid says enterprises can customize each using a single GPU and deploy them on devices, private servers or cloud infrastructure.
Carl Franzen
Anthropic files to go public on NASDAQ as $ANT with $16.3B in revenue for first six months of 2026
Anthropic says it remains unclear when an agent’s actions could legally bind the organization deploying it, or whether contractual liability limits will hold up. It also warns that human reviewers may be unable to keep pace
Carl Franzen
Moonshot's Kimi K3.1 Pro flirts with open weights leadership amid paid influencer scandal allegations
The model excels at complex coding, financial analysis, 3D creation, and software-security work, showing particularly large improvements in tasks requiring repeated coding, tool use, debugging, and revision.
Carl Franzen
Partner Content
The best enterprise AI is the AI employees barely notice
Presented by Capital One

Partner Content
AI agents can have accurate data — and still make the wrong business decision
Presented by SAP

Researchers made AI agents better by turning academic papers into working code — no retraining required
ScholarEvolve finds new ways to improve AI agents by turning academic research into code, boosting performance without retraining the underlying model.
Ben Dickson
Anthropic’s answer to Muse is here: Claude Duet, a mobile and desktop AI agent that takes actions proactively
Duet’s $20 monthly entry point undercuts the $100 minimum individual Pro subscription for Dots, but Muse offers a free entry point
Carl Franzen
Deel launches Pangaea AI models for HR and payroll, betting specialists can cut the cost of answers by 98%
For Deel, quicker answers offer a customer benefit, while cheaper model calls could improve the economics of delivering AI throughout its software.
Carl Franzen


