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Why your LLM bill is exploding — and how semantic caching can cut it by 73%
Our LLM API bill was growing 30% month-over-month. Traffic was increasing, but not that fast. When I analyzed our query logs, I found the real problem: Users ask the same questions in different ways.& [...]
Meta researchers introduce 'hyperagents' to unlock self-improving AI for non-coding tasks
Creating self-improving AI systems is an important step toward deploying agents in dynamic environments, especially in enterprise production environments, where tasks are not always predictable, nor c [...]
A Berlin side project just became the orchestration layer of SAP’s AI platform. n8n is now worth $5.2 billion.
Jan Oberhauser started n8n in 2019 as a side project in Berlin because the workflow automation tools he used at work were too expensive and too closed. Seven years later, SAP has embedded his compa [...]
Black Forest Labs' new Self-Flow technique makes training multimodal AI models 2.8x more efficient
To create coherent images or videos, generative AI diffusion models like Stable Diffusion or FLUX have typically relied on external "teachers"—frozen encoders like CLIP or DINOv2—to prov [...]
Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow
In 2024, researchers from the University of Illinois found that GPT-4, when provided with a common vulnerabilities and exposures (CVE) description, could autonomously exploit 87% of a curated 15-vulne [...]
“It can literally kill your company”: n8n’s case for model-agnostic AI
Asked where his company sits in the AI stack, Jan Oberhauser reached for a car. The models, the n8n founder told a fireside audience at the Raise Summit in Paris this week, are the engine. Everything [...]
Researchers introduce Self-Harness, a framework that lets AI agents rewrite their own rules, boosting performance up to 60%
Not every company can or should build their own frontier AI language model. However, the harness controlling the model is something that most enterprises can and should customize for their specific pu [...]
Self-improving language models are becoming reality with MIT's updated SEAL technique
Researchers at the Massachusetts Institute of Technology (MIT) are gaining renewed attention for developing and open sourcing a technique that allows large language models (LLMs) — like those underp [...]
