--- title: "#cerebras articles | Hashnode" description: "Explore 8 articles tagged #cerebras on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/cerebras" --- Tag # #cerebras 8 posts · 0 followers [Shakil Ahmed](https://hashnode.com/@shakillinit) · [Nov 2](https://hashnode.com/posts/i-possessed-an-llm-by-editing-its-hidden-layers-then-exorcised-it/6aeb9bd739dfe94bfac683ed) ### [I possessed an LLM by editing its hidden layers, then exorcised it](https://build-mcp-with-ai.hashnode.dev/i-possessed-an-llm-by-editing-its-hidden-layers-then-exorcised-it?utm_source=hashnode&utm_medium=feed) Activation steering on Qwen 2.5 7B, an exorcist that doesn't need to know the dose, and the day my model graded itself too kindly 5 min read · [build-mcp-with-ai.hashnode.dev](https://build-mcp-with-ai.hashnode.dev/i-possessed-an-llm-by-editing-its-hidden-layers-then-exorcised-it?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Aug 24](https://hashnode.com/posts/sambanovas-20m-tokenday-cap-makes-its-rpd-limits-unreachable-in-2026/6a8c67148ac16f15611578a4) ### [SambaNova's 20M token/day cap makes its RPD limits unreachable in 2026](https://ecorpit.hashnode.dev/sambanovas-20m-tokenday-cap-makes-its-rpd-limits-unreachable-in-2026?utm_source=hashnode&utm_medium=feed) SambaNova's 20M token/day cap makes its RPD limits unreachable in 2026 Summary. SambaNova's rate limits page, read on 24 August 2026, gives its paid Developer tier 12,000 requests per day on DeepSeek- 13 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/sambanovas-20m-tokenday-cap-makes-its-rpd-limits-unreachable-in-2026?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Aug 24](https://hashnode.com/posts/cerebras-docs-quote-two-gemma-4-31b-prices-in-2026-099-and-215-per-million-input-tokens/6a8c58fd6c53d50d079b3e66) ### [Cerebras docs quote two Gemma 4 31B prices in 2026: $0.99 and $2.15 per million input tokens](https://ecorpit.hashnode.dev/cerebras-docs-quote-two-gemma-4-31b-prices-in-2026-099-and-215-per-million-input-tokens?utm_source=hashnode&utm_medium=feed) Cerebras docs quote two Gemma 4 31B prices in 2026: \\(0.99 and \\)2.15 per million input tokens Summary. As of 24 August 2026, the Cerebras Gemma 4 31B model page states two different prices for the sa 14 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/cerebras-docs-quote-two-gemma-4-31b-prices-in-2026-099-and-215-per-million-input-tokens?utm_source=hashnode&utm_medium=feed) [Anup Karanjkar](https://hashnode.com/@anupkaranjkar) · [May 2](https://hashnode.com/posts/openai-cerebras-20-billion-deal-inference-war-2026/69f5820999d977c0df5eb849) ### [OpenAI's $20B Cerebras Deal and the AI Inference War (2026)](https://wowhow.hashnode.dev/openai-cerebras-20-billion-deal-inference-war-2026?utm_source=hashnode&utm_medium=feed) OpenAI signed a $20B chip deal with Cerebras — doubling its January commitment — as the inference war heats up. What this means for developers and AI costs. 9 min read · [wowhow.hashnode.dev](https://wowhow.hashnode.dev/openai-cerebras-20-billion-deal-inference-war-2026?utm_source=hashnode&utm_medium=feed) [Rynko Dev](https://hashnode.com/@rynko-dev) · [Mar 18](https://hashnode.com/posts/ibm-s-11-billion-confluent-acquisition-aws-cerebras-and-where-output-validation-fits-in/69ba5b6dc22d3eeb8a54bb3c) ### [IBM's $11 Billion Confluent Acquisition, AWS + Cerebras, and Where Output Validation Fits In](https://blog.rynko.dev/ibm-s-11-billion-confluent-acquisition-aws-cerebras-and-where-output-validation-fits-in?utm_source=hashnode&utm_medium=feed) IBM is solving real-time data for agents. AWS is solving inference speed. Both are foundational. Here's how Rynko Flow adds an output validation layer to complement what they're building. 8 min read · [blog.rynko.dev](https://blog.rynko.dev/ibm-s-11-billion-confluent-acquisition-aws-cerebras-and-where-output-validation-fits-in?utm_source=hashnode&utm_medium=feed) [Gautam Gaurisaria](https://hashnode.com/@gautamgaurisaria) · [Dec 25, 2025](https://hashnode.com/posts/nvidia-might-not-be-the-biggest-winner-of-the-ai-race/694d033402c0194a170e5ddf) ### [NVIDIA Might Not Be the Biggest Winner of the AI Race](https://devopsdayonegautam.hashnode.dev/nvidia-might-not-be-the-biggest-winner-of-the-ai-race?utm_source=hashnode&utm_medium=feed) For a long time, the AI hardware story felt settled. GPUs won. NVIDIA built an enormous moat with CUDA, developers standardized around it, and the rest of the ecosystem followed. End of discussion. Except, that conclusion quietly assumes something th... 4 min read · [devopsdayonegautam.hashnode.dev](https://devopsdayonegautam.hashnode.dev/nvidia-might-not-be-the-biggest-winner-of-the-ai-race?utm_source=hashnode&utm_medium=feed) [Luke Stahl](https://hashnode.com/@LukeBuilderio) · [Feb 28, 2025](https://hashnode.com/posts/ai-apis-in-2025/67c19fb95e7b75ac379847bf) ### [AI APIs in 2025](https://builderio.hashnode.dev/ai-apis-in-2025?utm_source=hashnode&utm_medium=feed) Which AI API should you choose? Check out performance features, code implementation, and cost comparisons of 2025's AI APIs. 10 min read · [builderio.hashnode.dev](https://builderio.hashnode.dev/ai-apis-in-2025?utm_source=hashnode&utm_medium=feed) [RJ Honicky](https://hashnode.com/@rj45) · [Dec 13, 2024](https://hashnode.com/posts/one-thing-i-learned-weight-streaming-probably-work-well-on-gpus/675bbfc3594e21179ed847f8) ### [One thing I learned: weight streaming probably works well on GPUs](https://learning-exhaust.hashnode.dev/one-thing-i-learned-weight-streaming-probably-work-well-on-gpus?utm_source=hashnode&utm_medium=feed) I wonder why it isn't a thing... 7 min read · [learning-exhaust.hashnode.dev](https://learning-exhaust.hashnode.dev/one-thing-i-learned-weight-streaming-probably-work-well-on-gpus?utm_source=hashnode&utm_medium=feed) [Vijay Thirugnanam](https://hashnode.com/@vijayst) · [Nov 28, 2024](https://hashnode.com/posts/using-cerebras-sdk/6748fc977695722b123d6007) ### [Using Cerebras SDK](https://vijayt.hashnode.dev/using-cerebras-sdk?utm_source=hashnode&utm_medium=feed) Cerebras has the world’s fastest inference product that runs on its Wafer scale engines. It is 20 times faster than GPU solutions based on Nvidia chips. Cerebras provides a SDK to use its inference solution. To use the JavaScript SDK, you need an API... 2 min read · [vijayt.hashnode.dev](https://vijayt.hashnode.dev/using-cerebras-sdk?utm_source=hashnode&utm_medium=feed)