Context decay, orchestration drift, and the rise of silent failures in AI systems

Enterprises are obsessing over model accuracy while ignoring the infrastructure layer where AI systems actually break.

Eren Celebi

VentureBeat delivers news, analysis, and insights on AI, data, and security—helping business leaders stay ahead in the rapidly evolving tech landscape.

AI synthetic audiences are already here and poised to upend the consulting industry

I’ve seen that with very simple information about a person, such as their age, neighborhood and gender, certain behaviors can ...

Monitoring LLM behavior: Drift, retries, and refusal patterns

The offline pipeline's primary objective is regression testing — identifying failures, drift, and latency before production.

DeepSeek V4 arrives with near state-of-the-art intelligence at 1/6th the cost of Opus 4.7, GPT-5.5

DeepSeek's quest to keep frontier AI models open is of benefit to the entire planet of potential AI users, especially ...

85% of enterprises are running AI agents. Only 5% trust them enough to ship.

Cisco's Jeetu Patel says the gap between piloting and shipping AI agents comes down to trust architecture — and that closing ...

OpenAI's GPT-5.5 is here, and it's no potato: narrowly beats Anthropic's Claude Mythos Preview on Terminal-Bench 2.0

So when it comes to models that the general public can access, GPT-5.5 has retaken the crown for OpenAI, achieving the ...

Talking to AI agents is one thing — what about when they talk to each other? New startup Band debuts 'universal orchestrator'

Already, BAND's early users — and enterprises more broadly — are mixing and matching AI agents powered by models from various ...

Google’s Gemini can now run on a single air-gapped server — and vanish when you pull the plug

Cirrascale and Google Cloud are bringing Gemini on-premises through Google Distributed Cloud, giving enterprises and ...

OpenAI's ChatGPT Images 2.0 is here and it does multilingual text, full infographics, slides, maps, even manga — seemingly flawlessly

For creators working on storyboards or brand campaigns, the most impactful new feature is the ability to generate up to eight ...

Derah Onuorah, Microsoft

VentureBeat delivers news, analysis, and insights on AI, data, and security—helping business leaders stay ahead in the rapidly evolving tech landscape.

Google’s new Deep Research and Deep Research Max agents can search the web and your private data

Google unveiled Deep Research and Deep Research Max, new Gemini 3.1 Pro-powered AI agents that combine web search, ...