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VentureBeat’s testing shows how quickly Muse can become a business tool — and how API-key connections can escape OAuth-only monitoring.
Louis ColumbusSubscribe to get latest news!
Deep insights for enterprise AI, data, and security leaders
How enterprises coordinate and scale AI in production.

Text handoffs slow AI models down. C2C lets them communicate through KV caches instead
C2C cuts out text handoffs between models — but only for teams that control their own inference stack.
Ben Dickson
Google’s open source EnvHarness lets AI agents train against environments that evolve with them
The approach presents an alternative to continuously building new simulators and training tasks from scratch: start with a trusted environment and dynamically reshape it around the agent’s current weaknesses.
Ben Dickson
69% of enterprises that install OpenAI's agent platform make it primary. For Anthropic's Claude Platform it's 38%
Spend data can't tell a platform a company is trying from one it builds on. New VB Pulse survey data can, and Anthropic's numbers cut both ways.
Matt Marshall
Google's Dream-RSI cuts discovery-agent calls up to 162x by replaying searches it already ran
Teams tuning agent search loops pay twice for paths that already failed. Google researchers say the record of those failures is a simulator nobody was using.
Taryn PlumbThe hardware and platforms underneath enterprise AI.

Inference chips are locked in years before the models they’ll run. Architect Labs says AI can design them in weeks
Two architects wrote the spec. The AI handled design, verification, firmware and kernels, and got each spec change back onto an FPGA in under 48 hours.
Taryn Plumb
Partner Content
AI agents are breaking the batch-era assumptions behind object storage
AI agents and RAG workloads stress enterprise storage, leading to failures. F5 offers solutions with intelligent traffic management to maintain system health.
VB Staff
Nvidia acquires Hugging Face after Stripe nabs OpenRouter: here's what open source AI builders should do
The infrastructure surrounding open AI may ultimately be more commercially valuable than many of the individual models flowing through it.
Carl Franzen
Microsoft AI’s MAI-Transcribe-2 undercuts OpenAI, Google and ElevenLabs on price and speed
That figure deserves a pause. When Microsoft AI shipped the first model in this line just five months ago, it charged $0.36 an hour. Thursday's early-bird price cuts that by roughly 72%. For an enterprise processing 100,000 hours of call-center audio a year — a modest volume for a large bank or telecom — the bill drops from $36,000 to $10,000. At that level, transcription stops being a line item anyone argues about.


Tue, Sep 29, 2026
New York City
Token Economics: Why Cost Kills More AI Projects Than Hallucinations

Thu, Oct 8, 2026
New York City
Ending the hallucination tax: Governing the backbone of enterprise AI

Partner Content
When the data can't move: What it takes to run enterprise AI anywhere
Presented by VAST Data

AWS's OpenSearch pitch ahead of OpenSearchCon: retrieval, serverless costs and agent memory
Ahead of OpenSearchCon North America, AWS is pitching OpenSearch as one platform for retrieval, serverless economics and agent memory. Rob Strechay on what that consolidation actually buys — and where it stops.
Rob Strechay
Cohere's Model Vault now encrypts AI inference so even Cohere cannot see enterprise customers' data
Cohere plans on making the full serving stack used in Model Vault open source so that independent auditors will be able to validate that it doesn't log, export, or leak data.
Sean Michael Kerner
The share of developers using AI to write half or more code jumped from 12% to 42% YOY in latest BairesDev survey
The implication for enterprise engineering organizations is that AI adoption does not eliminate the cost of expertise; it changes where that expertise is required
Carl Franzen
Companies are putting Jev in charge of AI agent decisions — and prompt injection can influence the verdict
TypeSafe and Pydantic both warn that the text Jev reads can move its decisions, while LangChain is already limiting what the model can see before it approves agent actions.
Louis Columbus
OpenAI hacked by small team of white hat security researchers using Anthropic's Claude Opus 5
For enterprise teams, the larger lesson extends beyond one vulnerable image decoder. AI agents are increasingly being given credentials and connectors that span source code, communications and corporate data.
Carl Franzen
Cohere's Model Vault now encrypts AI inference so even Cohere cannot see enterprise customers' data
Cohere plans on making the full serving stack used in Model Vault open source so that independent auditors will be able to validate that it doesn't log, export, or leak data.
Sean Michael Kerner
AI agents breached 395 organizations using credentials your IAM policy still treats as human
Machine credentials were the weapon, the target and the product in a single week of threat research. Most IAM policies still can't tell them from a human login.
Louis ColumbusEnterprise tech coverage through the lens of AI adoption.

Anthropic releases Claude Opus 5.5, beating Fable 5.1 on key agentic benchmarks at 60% cheaper API price
Anthropic reports that Opus 5.5 performs better than recent Claude models across nearly every measure in its roughly 2,000-scenario automated behavioral audit.
Carl Franzen
Microsoft releases new AI playbook for enterprises based on its own learnings, and it reveals a surprising 'moat' your biz may already have
Microsoft releases new AI playbook for enterprises with real-world examples, and it reveals a surprising 'moat' you may already have
Carl Franzen
Anthropic is killing off Claude Cowork and folding it into Claude chat, launching Claude Docs and Claude Slides
Anthropic's bet is that users should no longer have to understand which internal product surface is appropriate before handing Claude that responsibility.
Carl Franzen
Should all enterprise code and workflows become natural language? G5 Labs thinks so, and its new G5 platform does it for you
G5 captures the data model, business rules and workflows, as well as company-wide policies covering areas such as security, GDPR, infrastructure and coding standards.
Carl FranzenVoxela Closes Series A, Bringing Total Funding to About $13.2 Million
ClickHouse Appoints Mike Scarpelli, Former Snowflake and ServiceNow CFO, to Board of Directors
OpenObserve Reaches v1.0, Bringing AI Observability into the Same Platform as Logs, Metrics, Traces, and RUM
Xapien Partners With ServiceNow to Bring AI-Native Due Diligence Into Enterprise Workflows
More

Anthropic launches Claude Code Projects, an ‘always-on’ conversation that remembers and delegates your long-running dev work
For enterprises, it makes a whole lot of sense: their digital storefront, website, content management system, procurement platform, or other business application rarely has a discrete endpoint.
Carl Franzen
Salesforce researchers took an AI agent from finishing 43.5% of browser tasks to 93% without touching the model
Fixing one agent failure tends to break another. Salesforce's answer is to evolve rival versions of the harness and promote only the ones that don't regress.
Ben Dickson
Nobody can compare the security-AI numbers CrowdStrike, Google, Palo Alto and Microsoft published, including the CISOs who are stuck with the results
A detection rate, a benchmark score and a productivity trial. Four vendors, four architectures, and no common scoreboard before 2027 budgets lock.
Louis Columbus
Partner Content
AI is changing the economics of software supply chain attacks
Supply chain attacks target CI/CD pipelines, exploiting open-source vulnerabilities. Chainguard's approach focuses on prevention and secure environments.
VB Staff
What's the best AI model for graphic design, video ads, lip sync and more? OpenArt's new Arena offers leaderboards for different media jobs
Those results are more useful as a map of where models appear strongest than as a proclamation of one permanent winner — especially in a market where, as Guan noted, another model can arrive a week later.
Carl Franzen
Every user, device and agent gets its own table in KeewanoDB, and queries never join across them
Keewano says the reason agents cannot explain why something happened is that the sequence was taken apart before they ever queried it.
Sean Michael Kerner
Amodei's AI slowdown plan never says open weights. It doesn't have to.
The plan asks every capable model to carry a safety certification. Closed models can. Open ones can't. Nobody has to ban anything.
James Thomason
Partner Content
AI governance is moving to runtime — and regulated industries are getting there first
SAP integrates AI governance into enterprise architecture, ensuring compliance and enhancing business processes through real-time operational oversight.
VB Staff


