cerebras structured output - SERP Analysis

https://inference-docs.cerebras.ai/capabilities/structured-outputs

https://python.useinstructor.com/blog/2024/10/15/introducing-structured-outputs-with-cerebras-inference/

https://python.useinstructor.com/integrations/cerebras/

https://huggingface.co/collections/celinah/cerebras-structured-output-682600264121081bd0d9fed1

https://www.cerebras.ai/blog/integrating-llms-and-software-engineering-for-self-refining-copy-creation

https://huggingface.co/collections/celinah/inference-providers-structured-output-682600b2a85bada3f4caa963

https://python.langchain.com/api_reference/cerebras/chat_models/langchain_cerebras.chat_models.ChatCerebras.html

https://inference-docs.cerebras.ai/api-reference/chat-completions

https://js.langchain.com/docs/integrations/chat/cerebras

https://inference-docs.cerebras.ai/capabilities/tool-use

https://news.ycombinator.com/item?id=41369705

https://dev.to/fr4ncis/testing-llm-speed-across-cloud-providers-groq-cerebras-aws-more-3f8

https://sdk.cerebras.net/csl/language/dsds

https://www.reddit.com/r/singularity/comments/1hpmjrv/cerebras_cepo_supercharging_llama33_70b_with/

https://www.vellum.ai/blog/when-should-i-use-function-calling-structured-outputs-or-json-mode

https://inference-docs.cerebras.ai/support/change-log

https://www.reddit.com/r/singularity/comments/1gupper/cerebras_now_the_fastest_llm_inference_processor/

https://www.cerebras.ai/press-release/cerebras-launches-cepo-enabling-realtime-reasoning-capabilities-for-llama-ai-models

https://github.com/irthomasthomas/llm-cerebras

https://x.com/Hacubu/status/1875230158162174222

https://inference-docs.cerebras.ai/introduction

https://news.ycombinator.com/item?id=41370370

https://www.aidoczh.com/instructor/integrations/cerebras/index.html

https://inference-docs.cerebras.ai/tool-use

https://ai-sdk.dev/providers/ai-sdk-providers/openai

https://docs.llamaindex.ai/en/stable/examples/llm/openai_json_vs_function_calling/

https://www.boundaryml.com/

https://humanloop.com/blog/structured-outputs

https://www.linkedin.com/posts/svpino_claude-isnt-dead-yet-deepseek-r1-struggles-activity-7290402124276944899-M-Ui

https://github.com/instructor-ai/instructor/blob/main/mkdocs.yml

https://www.braintrust.dev/docs/changelog

https://docs.livekit.io/agents/integrations/llm/

https://www.aidoczh.com/instructor/integrations/groq/index.html

https://anotherwrapper.com/tools/ai-app-generator/cerebras-coder

https://docs.swarms.world/en/latest/swarms/concept/how_to_choose_swarms/

https://sdk.vercel.ai/providers/ai-sdk-providers/google-generative-ai

https://medium.com/%40cerebras/cerebras-architecture-deep-dive-first-look-inside-the-hw-sw-co-design-for-deep-learning-b38d0d0c5e53

https://docs.instructorphp.com/cookbook/polyglot/llm_api_support/cerebras

http://hc34.hotchips.org/assets/program/conference/day2/Machine%20Learning/HC2022_Cerebras_Final_v02.pdf

https://www.linkedin.com/posts/andrewdfeldman_congrats-to-our-partner-mistral-ai-on-a-phenomenal-activity-7304389900215169024-KHIO

https://en.wikipedia.org/wiki/Cerebras

https://sdk.cerebras.net/computing-with-cerebras

https://www.researchgate.net/publication/370653075_Memories_of_structured_input_become_increasingly_distorted_across_development

https://www.cerebras.ai/blog/introducing-cerebras-inference-ai-at-instant-speed

https://www.psc.edu/wp-content/uploads/2024/03/2022-06-01-webinar-overview-cfp-summer-slides-2.pdf

https://www.ncbi.nlm.nih.gov/books/NBK537247/

https://dataplatform.cloud.ibm.com/docs/content/wsj/analyze-data/fm-models.html?context=wx

https://arxiv.org/html/2503.11698v1

https://www.alcf.anl.gov/sites/default/files/2024-11/CerebrasDay2.pdf

https://simonwillison.net/tags/sandboxing/

https://my.clevelandclinic.org/health/articles/23073-cerebral-cortex

https://f.hubspotusercontent30.net/hubfs/8968533/Cerebras%20SDK%20Technical%20Overview%20White%20Paper.pdf

https://www.physio-pedia.com/Middle_Cerebral_Artery

https://www.datacenterdynamics.com/en/news/openai-considered-teaming-up-with-tesla-to-buy-big-chip-company-cerebras-in-2017/

https://www.youtube.com/watch?v=g628kboCmbk

https://pmc.ncbi.nlm.nih.gov/articles/PMC3811098/

https://en.wikipedia.org/wiki/Cerebral_cortex

https://www.networkworld.com/article/3611779/cerebras-claims-record-in-molecular-dynamics-simulations-says-its-748x-faster-than-frontier-supercomputer.html

https://www.nature.com/articles/s41598-021-84496-z

https://inference-docs.cerebras.ai/api-reference/completions

https://vercel.com/blog/ai-sdk-4-1

https://clinicalgenome.org/

https://spectrum.ieee.org/cerebras-wafer-scale-engine

https://www.alcf.anl.gov/sites/default/files/2024-11/CerebrasDay1.pdf

https://aimresearch.co/market-industry/cerebras-is-taking-on-nvidia-and-building-the-worlds-most-powerful-ai-chip

https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.0060159

https://sourceforge.net/software/product/Cerebras/alternatives

https://www.hms.harvard.edu/bss/neuro/bornlab/lab/papers/born-bradley-mt-arn2005.pdf

https://simonwillison.net/tags/mistral/

https://www.sciencedirect.com/science/article/pii/S1053811921002330

https://academic.oup.com/cercor/article-abstract/27/1/635/3056234

http://arxiv.org/pdf/1508.02849

https://www.ahajournals.org/doi/10.1161/CIRCRESAHA.119.315813

https://www.nuget.org/packages/tryAGI.OpenAI

https://f.hubspotusercontent30.net/hubfs/8968533/Cerebras-Systems-Overview.pdf

https://www.pnas.org/doi/10.1073/pnas.1718418115

https://www.techtarget.com/searchenterpriseai/news/366573575/Cerebras-introduces-next-gen-AI-chip-for-GenAI-training

https://www.youtube.com/watch?v=RhXONURR7Yc

https://associationofanaesthetists-publications.onlinelibrary.wiley.com/doi/10.1111/anae.16172

https://drrobertcastellano.substack.com/p/nvidia-expect-minimal-business-loss

https://www.businesswire.com/news/home/20240313555081/en/Cerebras-Selects-Qualcomm-to-Deliver-Unprecedented-Performance-in-AI-Inference

https://www.tomshardware.com/tech-industry/artificial-intelligence/cerebras-launches-900000-core-125-petaflops-wafer-scale-processor-for-ai-theoretically-equivalent-to-about-62-nvidia-h100-gpus

https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2025.1610764/full

https://journals.lww.com/brci/fulltext/9900/nexfin_versus_conventional_oscillometric_cuff_for.35.aspx

https://www.researchgate.net/publication/382110764_Structured_connectivity_in_the_output_of_the_cerebellar_cortex

https://medium.com/%40cerebras/cerebras-sets-record-for-largest-artificial-intelligence-models-ever-trained-on-single-device-d1cadf1ce875

https://www.nature.com/articles/s41598-020-72320-z

https://www.ajnr.org/content/early/2025/06/19/ajnr.A8659

https://sonar.perplexity.ai/

https://dl.acm.org/doi/10.1145/3505170.3511036

https://www.biorxiv.org/content/10.1101/2021.02.15.431044v1.full-text

https://www.braintrust.dev/docs/cookbook/recipes/SpamClassifier

https://ai.meta.com/blog/llama-4-multimodal-intelligence/

https://www.physio-pedia.com/Midbrain

https://www.ssa.gov/disability/professionals/bluebook/4.00-Cardiovascular-Adult.htm

https://www.kenhub.com/en/library/anatomy/circle-of-willis

https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009164

https://academic.oup.com/nar/article/doi/10.1093/nar/gkaf534/8166790

https://link.springer.com/chapter/10.1007/978-3-031-88907-3_5