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Theia Insights raises $8M to replace the static industry classification systems

The Cambridge-based AI company, founded by a former Amazon Alexa research scientist, builds a self-learning economic map that models companies as multidimensional entities rather than forcing them into a single bucket. MiddleGame Ventures led; Unusual Ventures returned. Amazon is not a retailer. It is also a cloud computing provider, a logistics operator, an advertising network, […]<br /> This story continues at The Next Web [...]

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venturebeat
Together AI's ATLAS adaptive speculator delivers 400% inference speedup by learning from workloads in real-time

Enterprises expanding AI deployments are hitting an invisible performance wall. The culprit? Static speculators that can't keep up with shifting workloads.Speculators are smaller AI models that w [...]

Match Score: 49.37

venturebeat
ACRouter picks the smartest AI model per task, beating Opus-only setups by 2.6x on cost

Model routing is becoming a key component of the enterprise AI stack, dynamically sending prompts to the right AI model to optimize speed and costs. However, current frameworks mostly treat routing as [...]

Match Score: 48.85

venturebeat
DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex reasoning — just to access stati [...]

Match Score: 42.23

venturebeat
Closing the data security maturity gap: Embedding protection into enterprise workflows

Presented by Capital One Data security remains one of the least mature domains in enterprise cybersecurity. According to IBM, 35% of breaches in 2025 involved unmanaged data source or “shadow data.â [...]

Match Score: 40.18

venturebeat
Enterprise identity was built for humans — not AI agents

Presented by 1PasswordAdding agentic capabilities to enterprise environments is fundamentally reshaping the threat model by introducing a new class of actor into identity systems. The problem: AI agen [...]

Match Score: 39.38

venturebeat
98% of market researchers use AI daily, but 4 in 10 say it makes errors — revealing a major trust problem

Market researchers have embraced artificial intelligence at a staggering pace, with 98% of professionals now incorporating AI tools into their work and 72% using them daily or more frequently, accordi [...]

Match Score: 35.30

venturebeat
AI agents fail 63% of the time on complex tasks. Patronus AI says its new 'living' training worlds can fix that.

Patronus AI, the artificial intelligence evaluation startup backed by $20 million from investors including Lightspeed Venture Partners and Datadog, unveiled a new training architecture Tuesday that it [...]

Match Score: 35.22

venturebeat
Rethinking AEO when software agents navigate the web on behalf of users

For more than two decades, digital businesses have relied on a simple assumption: When someone interacts with a website, that activity reflects a human making a conscious choice. Clicks are treated as [...]

Match Score: 34.13

venturebeat
Vibe coding can build your pipeline. It can't explain it six months later

AI coding agents are rapidly accelerating data engineering by generating transformations, pipelines, orchestration workflows, validation tests, and infrastructure configurations from prompts. However, [...]

Match Score: 30.22