Crawler Report for inference-docs.cerebras.ai

Summary

Website Quality Score

7.3 Good
Performance
10.0
SEO
6.4
Security
8.5
Accessibility
5.0
Best Practices
5.8
  • ⛔ Skipped URLs - 100 skipped URLs found.
  • ⛔ 4 page(s) with multiple <h1> headings.
  • ⛔ 1 page(s) without <h1> heading.
  • ⚠️ Redirects - 8 redirects found.
  • ⚠️ 404 WARNING - 3 non-existent pages found.
  • ⚠️ The description '' exceeds the allowed 10% duplicity. 37% of pages have this same description.
  • ⚠️ 74 page(s) do not support Brotli compression.
  • ⚠️ No WebP image found on the website.
  • ⚠️ No AVIF image found on the website.
  • ⚠️ 3 page(s) with large inline SVGs (> 5120 bytes).
  • ⚠️ 1 page(s) with duplicated inline SVGs (> 5 duplicates).
  • ⚠️ 77 page(s) with skipped heading levels.
  • ⚠️ 7 page(s) with deep DOM (> 30 levels).
  • ⚠️ 1 page(s) without image alt attributes.
  • ⚠️ 74 page(s) without form labels.
  • ⚠️ 74 page(s) without aria labels.
  • ⚠️ 74 page(s) without role attributes.
  • ⚠️ Security - 308 pages(s) with warning(s).
  • ⏩ Loaded robots.txt for domain 'inference-docs.cerebras.ai': status code 200, size 89 B and took 167 ms.
  • ⏩ External URLs - 100 external URL(s) found.
  • ⏩ DNS IPv6: domain inference-docs.cerebras.ai does not support IPv6 (DNS server: 127.0.0.53).
  • ✅ SSL/TLS certificate is valid until May 20 06:05:32 2026 GMT. Issued by C = US, O = Let's Encrypt, CN = R13. Subject is CN = inference-docs.cerebras.ai.
  • ✅ SSL/TLS certificate issued by 'C = US, O = Let's Encrypt, CN = R13'.
  • ✅ Performance OK - all non-media URLs are faster than 3 seconds.
  • ✅ HTTP headers - found 27 unique headers.
  • ✅ All 71 unique title(s) are within the allowed 10% duplicity. Highest duplicity title has 4%.
  • ✅ All pages have quoted attributes.
  • ✅ All pages have valid or none inline SVGs.
  • ✅ All pages have clickable (interactive) phone numbers.
  • ✅ All pages have valid HTML.
  • ✅ All pages have lang attribute.
  • ✅ DNS IPv4 OK: domain inference-docs.cerebras.ai resolved to cname.vercel-dns.com., 66.33.60.66, 76.76.21.142 (DNS server: 127.0.0.53).
  • 📌 DNS Aliases: IP(s) for domain inference-docs.cerebras.ai were resolved by CNAME chain inference-docs.cerebras.ai > cname.vercel-dns.com.

Visited URLs

Found 90 row(s).
URLStatusTypeTime (s)SizeCache
/308 Redirect254 ms91 B0 s
/introduction200 HTML71 ms 367 kB0 s
/integrations200 HTML118 ms362 kB0 s
/support/error200 HTML138 ms524 kB0 s
/capabilities/structured-outputs200 HTML90 ms 889 kB0 s
/support/deprecation200 HTML107 ms315 kB0 s
/capabilities/predicted-outputs200 HTML125 ms499 kB0 s
/api-reference/authentication200 HTML125 ms356 kB0 s
/capabilities/prompt-caching200 HTML107 ms990 kB0 s
/resources/openai200 HTML179 ms440 kB0 s
/resources/glm-47-migration200 HTML88 ms 756 kB0 s
/support/pricing307 Redirect110 ms127 B0 s
/dedicated/overview200 HTML314 ms386 kB0 s
/capabilities/streaming200 HTML127 ms399 kB0 s
/quickstart200 HTML79 ms 405 kB0 s
/capabilities/tool-use200 HTML124 ms878 kB0 s
/cookbook200 HTML189 ms316 kB0 s
/capabilities/cepo200 HTML206 ms352 kB0 s
/support/rate-limits200 HTML170 ms371 kB0 s
/capabilities/reasoning200 HTML128 ms724 kB0 s
/support/change-log200 HTML90 ms 420 kB0 s
/support/preview-releases200 HTML291 ms301 kB0 s
/api-reference/chat-completions200 HTML194 ms715 kB0 s
/resources/cerebras-code200 HTML219 ms311 kB0 s
/api-reference/versions200 HTML117 ms605 kB0 s
/models/openai-oss200 HTML99 ms 350 kB0 s
/models/zai-glm-47200 HTML63 ms 352 kB0 s
/support/status307 Redirect618 ms119 B0 s
/models/qwen-3-235b-thinking404 HTML536 ms123 kB0 s
/models/qwen-3-235b-2507200 HTML73 ms 347 kB0 s
/models/qwen-3-32b404 HTML606 ms123 kB0 s
/models/llama-31-8b200 HTML66 ms 357 kB0 s
/support/policies307 Redirect213 ms129 B0 s
/models/llama-33-70b404 HTML734 ms123 kB0 s
/api-reference/customer_management_api/list-model-versions200 HTML116 ms370 kB0 s
/api-reference/metrics/retrieve-metrics200 HTML79 ms 477 kB0 s
/api-reference/models/public-models200 HTML71 ms 613 kB0 s
/api-reference/file/upload-file200 HTML106 ms440 kB0 s
/api-reference/customer_management_api/upload-model-version200 HTML104 ms382 kB0 s
/api-reference/file/delete-file200 HTML209 ms392 kB0 s
/api-reference/batch/create-batch200 HTML225 ms531 kB0 s
/api-reference/customer_management_api/delete-model-version200 HTML105 ms338 kB0 s
/api-reference/customer_management_api/list-endpoints200 HTML118 ms357 kB0 s
/api-reference/models/list-models200 HTML101 ms408 kB0 s
/api-reference/customer_management_api/retrieve-model-version-status200 HTML208 ms364 kB0 s
/api-reference/completions200 HTML159 ms688 kB0 s
/api-reference/batch/list-batch200 HTML769 ms817 kB0 s
/api-reference/customer_management_api/update-model-version-aliases200 HTML181 ms345 kB0 s
/api-reference/customer_management_api/deploy-model-to-endpoint200 HTML102 ms395 kB0 s
/api-reference/batch/retrieve-batch200 HTML243 ms500 kB0 s
/api-reference/customer_management_api/retrieve-endpoint-status200 HTML101 ms387 kB0 s
/api-reference/file/retrieve-file-content200 HTML200 ms391 kB0 s
/api-reference/file/list-files200 HTML218 ms451 kB0 s
/api-reference/models/retrieve-model200 HTML179 ms393 kB0 s
/api-reference/customer_management_api/list-model-architectures200 HTML119 ms332 kB0 s
/api-reference/file/retrieve-file200 HTML114 ms411 kB0 s
/capabilities/metrics200 HTML76 ms 453 kB0 s
/api-reference/batch/cancel-batch200 HTML250 ms482 kB0 s
/models/overview200 HTML85 ms 336 kB0 s
/capabilities/batch200 HTML114 ms849 kB0 s
/dedicated/management-api200 HTML219 ms336 kB0 s
/capabilities/service-tiers200 HTML209 ms482 kB0 s
/cookbook/agents/livekit200 HTML128 ms1 MB0 s
/cookbook/agents/build-your-own-perplexity200 HTML138 ms910 kB0 s
https://www.cerebras.ai/pricing200 HTML782 ms252 kB0 s
/cookbook/agents/hyper-personalization200 HTML266 ms1001 kB0 s
/cookbook/agents/realtime-voice-translation200 HTML141 ms548 kB0 s
/cookbook/agents/academic-research-agent200 HTML295 ms2 MB0 s
/cookbook/agents/automate-user-research200 HTML245 ms1 MB0 s
/cookbook/agents/gist-memory200 HTML229 ms920 kB0 s
/cookbook/agents/search-agent200 HTML85 ms 1 MB0 s
/cookbook/agents/sales-agent-cerebras-livekit200 HTML307 ms809 kB0 s
/models307 Redirect49 ms 97 B0 s
/cookbook/agents/build-a-docs-checker200 HTML222 ms1 MB0 s
/integrations/vscode200 HTML181 ms343 kB0 s
/integrations/opencode200 HTML137 ms344 kB0 s
/integrations/kilocode200 HTML201 ms397 kB0 s
/integrations/cline200 HTML118 ms336 kB0 s
/integrations/code-mcp200 HTML69 ms 350 kB0 s
https://status.cerebras.ai/200 HTML248 ms208 kB3 s
/quickstart?utm_source=3pi_livekit-interviewer&utm_campaign=docs200 HTML78 ms 405 kB0 s
/integrations/livekit200 HTML161 ms687 kB0 s
/cookbook/agents/docs-checker307 Redirect128 ms227 B0 s
/resources/glm-47-migration?utm_source=3pi_kilocode&utm_campaign=partner_doc200 HTML99 ms 756 kB0 s
/resources/glm-47-migration?utm_source=3pi_livekit&utm_campaign=partner_doc200 HTML73 ms 756 kB0 s
https://cookbook.openai.com/articles/gpt-oss/build-you…own-fact-checker-cerebras308 Redirect72 ms 249 B0 s
https://www.cerebras.ai/policies200 HTML923 ms302 kB0 s
https://developers.openai.com/cookbook/articles/gpt-os…own-fact-checker-cerebras200 HTML301 ms390 kB0 s
/resources/playground307 Redirect903 ms167 B0 s
https://cloud.cerebras.ai/?utm_source=inferencedocs200 HTML346 ms11 kBNone
No rows found, please edit your search term.

Best practices

Found 10 row(s).
Analysis nameOKNoticeWarningCritical
Heading structure754902
Duplicate inline SVGs (> 5 and > 1024 B)103010
Invalid inline SVGs104000
DOM depth (> 30)75070
Large inline SVGs (> 5120 B)96080
Title uniqueness (> 10%)71000
Description uniqueness (> 10%)43010
Brotli support00740
WebP support0010
AVIF support0010
No rows found, please edit your search term.

Large inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning2<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 108 48" fill="none" class="h-[36px]"> ...URL 1, URL 2
warning2<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 108 48" fill="none" class="w-full max-w-[88px] text-disabled-foreground"> ...URL 1, URL 2
warning2<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 108 48" fill="none" class="h-12"> ...URL 1, URL 2
warning1<svg class="availability-time-line-graphic" id="uptime-component-83h1cchw4vs4" preserveAspectRatio="none" height="34" viewBox="0 0 448 34"> ...https://status.cerebras.ai/
warning1<svg class="availability-time-line-graphic" id="uptime-component-hgfykfsb36gn" preserveAspectRatio="none" height="34" viewBox="0 0 448 34"> ...https://status.cerebras.ai/
warning1<svg class="availability-time-line-graphic" id="uptime-component-bhqw2gr7r710" preserveAspectRatio="none" height="34" viewBox="0 0 448 34"> ...https://status.cerebras.ai/
warning1<svg class="availability-time-line-graphic" id="uptime-component-8ygyx5vydlm2" preserveAspectRatio="none" height="34" viewBox="0 0 448 34"> ...https://status.cerebras.ai/
warning1<svg class="availability-time-line-graphic" id="uptime-component-7xvps6c9lqwc" preserveAspectRatio="none" height="34" viewBox="0 0 448 34"> ...https://status.cerebras.ai/

Duplicate inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning19x SVG (1337 B): <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" aria-hidden="true" class="h-3.5 w-3.5"> ...https://developers.openai.com/cookbook/a…ct-checker-cerebras

Invalid inline SVGs

No problems found.


Missing quotes on attributes

No problems found.


DOM depth

SeverityOccursDetailAffected URLs (max 5)
warning3The DOM depth exceeds the warning limit: 30. Found depth: 34.URL 1, URL 2, URL 3
warning2The DOM depth exceeds the warning limit: 30. Found depth: 37.URL 1, URL 2
warning1The DOM depth exceeds the warning limit: 30. Found depth: 31./api-reference/chat-completions
warning1The DOM depth exceeds the warning limit: 30. Found depth: 44./api-reference/customer_management_api/list-model-versions

Heading structure

SeverityOccursDetailAffected URLs (max 5)
critical8Multiple <h1> headings found.URL 1, URL 2, URL 3, URL 4
critical1No <h1> tag found in the HTML content.https://status.cerebras.ai/
warning74Heading structure is skipping levels: found an <h5> without a previous higher heading.URL 1, URL 2, URL 3, URL 4, URL 5
warning9Heading structure is skipping levels: found an <h4> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning7Heading structure is skipping levels: found an <h3> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning2Heading structure is skipping levels: found an <h2> without a previous higher heading.URL 1, URL 2
warning1Heading structure is skipping levels: found an <h5> after an <h3>./api-reference/chat-completions
notice4No headings found in the HTML content.URL 1, URL 2, URL 3, URL 4

Non-clickable phone numbers

No problems found.


Title uniqueness

No problems found.


Description uniqueness

No problems found.

Accessibility

Analysis nameOKNoticeWarningCritical
Missing aria labels2801701
Missing image alt attributes34010
Missing roles0030
Missing html lang attribute1000
Missing form labels0010

Valid HTML

No problems found.


Missing image alt attributes

SeverityOccursDetailAffected URLs (max 5)
warning1<img class="object-*" *** >/capabilities/cepo

Missing form labels

SeverityOccursDetailAffected URLs (max 5)
warning74<input class="hidden" *** >URL 1, URL 2, URL 3, URL 4, URL 5

Missing aria labels

Found 93 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical74<input class="hidden" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1200<a class="group flex items-* pr-* py-* cursor-* gap-* text-* rounded-* w-* outline-* hover:bg-* dark:hover:bg-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning399<a class="link" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning358<a class="group flex items-* pr-* py-* cursor-* gap-* text-* break-* hyphens-* rounded-* w-* outline-* hover:bg-* dark:hover:bg-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning222<a class="flex items-* gap-* whitespace-* font-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning148<a class="link nav-* group relative h-* gap-* flex items-* font-* text-* dark:text-* hover:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning148<a class="link nav-* pl-* group flex items-* lg:text-* lg:leading-* mb-* gap-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning148<button class="group hover:bg-* dark:hover:bg-* p-* rounded-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning139<a class="pagination-* border border-* dark:border-* group flex items-* rounded-* py-* px-* hover:border-* dark:hover:border-* justify-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning137<a class="break-* py-* block border-* pl-* border-* dark:border-* hover:border-* dark:hover:border-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning102<a class="break-* py-* block font-* border-* pl-* border-* dark:border-* hover:border-* dark:hover:border-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning100<a class="group flex items-* break-* py-* whitespace-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning97<a ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning74<button id="assistant-entry-mobile">URL 1, URL 2, URL 3, URL 4, URL 5
warning74<a class="group bg-* hover:opacity-* rounded-* px-* py-* relative inline-* items-* text-* font-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning74<a class="link nav-* group relative h-* gap-* flex items-* font-* hover:text-* dark:hover:text-* text-* dark:text-* [text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning74<button class="flex items-* h-* py-* px-* lg:hidden focus:outline-* w-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning74<a class="sr-* focus:not-* focus:fixed focus:top-* focus:left-* focus:z-* focus:p-* focus:text-* focus:bg-* dark:focus:bg-* focus:rounded-* focus:outline-* dark:focus:outline-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning74<a class="select-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning73<button class="px-* py-* flex flex-* gap-* items-* border-* rounded-* text-* dark:text-* hover:text-* dark:hover:text-* bg-* dark:bg-* hover:border-* hover:dark:border-*" id="feedback-thumbs-up">URL 1, URL 2, URL 3, URL 4, URL 5
warning73<button class="px-* py-* flex flex-* gap-* items-* border-* rounded-* text-* dark:text-* hover:text-* dark:hover:text-* bg-* dark:bg-* hover:border-* hover:dark:border-*" id="feedback-thumbs-down">URL 1, URL 2, URL 3, URL 4, URL 5
warning56<a class="group flex items-* pr-* py-* cursor-* gap-* text-* rounded-* w-* outline-* bg-* text-* [text-* dark:text-* dark:bg-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning47<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_5islubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning47<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1cl4slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning42<button class="text-* dark:text-* font-* flex items-* space-* hover:text-* dark:hover:text-* transition-* cursor-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning22<button class="group disabled:pointer-* [& *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning17<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1kl4slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning17<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_6islubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning16<a class="group flex items-* pr-* py-* cursor-* gap-* text-* break-* hyphens-* rounded-* w-* outline-* bg-* text-* [text-* dark:text-* dark:bg-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning10<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_jb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4
warning9<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_2islubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning9<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_kl4slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning8<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_vb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning8<a class="link github-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning6<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_7nolcslubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning6<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1jb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning5<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_18lcslubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning5<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1lb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3
warning4<a class="link mint-* mint-* mint-* mint-* mint-* dark:mint-* hover:mint-* dark:hover:mint-* mint-*" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_bb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning4<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_7n8lcslubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning4<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_hb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning4<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_11b54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2
warning4<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_2clcslubracf99absnpfdb_-trigger-***" *** >/api-reference/versions
warning4<a class="link mint-* mint-* mint-* mint-* hover:mint-* mint-* mint-* mint-* mint-* mint-* mint-*" *** >URL 1, URL 2, URL 3, URL 4
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1pb54slubracf99absnpfdb_-trigger-***" *** >/api-reference/batch/create-batch
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_qt5lcslubracf99absnpfdb_-trigger-***" *** >/capabilities/metrics
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1lkelcslubracf99absnpfdb_-trigger-***" *** >/capabilities/batch
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_fb54slubracf99absnpfdb_-trigger-***" *** >/api-reference/file/retrieve-file-content
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1db54slubracf99absnpfdb_-trigger-***" *** >/api-reference/models/public-models
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1elcslubracf99absnpfdb_-trigger-***" *** >/capabilities/service-tiers
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1flcslubracf99absnpfdb_-trigger-***" *** >/integrations/livekit
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_lb54slubracf99absnpfdb_-trigger-***" *** >URL 1, URL 2, URL 3
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_17lcslubracf99absnpfdb_-trigger-***" *** >/capabilities/prompt-caching
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_25b54slubracf99absnpfdb_-trigger-***" *** >/api-reference/chat-completions
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_9b54slubracf99absnpfdb_-trigger-***" *** >/api-reference/models/list-models
warning3<button class="group flex items-* relative gap-* my-* mb-* outline-* whitespace-* font-* !ml-* first:!ml-* focus:outline-* text-* dark:text-*" id="radix-_R_1lmelcslubracf99absnpfdb_-trigger-***" *** >/capabilities/batch
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warning3<a class="mint-* mint-* mint-* mint-* mint-* hover:mint-*" *** >URL 1, URL 2, URL 3
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Missing roles

SeverityOccursDetailAffected URLs (max 5)
warning74<nav class="text-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning73<footer class="flex gap-* justify-* pt-* border-* border-* sm:flex dark:border-* pb-*" id="footer">URL 1, URL 2, URL 3, URL 4, URL 5
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No problems found.

Security

HeaderOKNoticeWarningCriticalRecommendation
X-Content-Type-Options00770X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.
Referrer-Policy00770Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.
Feature-Policy00770Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.
Permissions-Policy00770Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.
Server07700Server header is set to 'Vercel'. It is better not to reveal used technologies.
Strict-Transport-Security77000
X-Frame-Options77000
X-XSS-Protection77000
Content-Security-Policy77000

Security headers

SeverityOccursDetailAffected URLs (max 5)
warning77Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.URL 1, URL 2, URL 3, URL 4, URL 5
warning77X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning77Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.URL 1, URL 2, URL 3, URL 4, URL 5
warning77Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.URL 1, URL 2, URL 3, URL 4, URL 5
notice77Server header is set to 'Vercel'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5

TOP non-unique titles

Count 🔽Title
3Migrate to GLM 4.7 - Cerebras Inference
2QuickStart - Cerebras Inference

TOP non-unique descriptions

Count 🔽Description
28
3Learn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.
2Get started with the Cerebras API.

SEO metadata

Found 74 row(s).
URL 🔼IndexingTitleH1DescriptionKeywords
/api-reference/authenticationAllowedAuthentication - Cerebras InferenceAuthentication
/api-reference/batch/cancel-batchAllowedCancel batch - Cerebras InferenceCancel batch
/api-reference/batch/create-batchAllowedCreate batch - Cerebras InferenceCreate batch
/api-reference/batch/list-batchAllowedList batch - Cerebras InferenceList batch
/api-reference/batch/retrieve-batchAllowedRetrieve batch - Cerebras InferenceRetrieve batch
/api-reference/chat-completionsAllowedChat Completions - Cerebras InferenceChat Completions
/api-reference/completionsAllowedCompletions - Cerebras InferenceCompletions
/api-reference/customer_management_api/delete-model-versionAllowedDelete model version - Cerebras InferenceDelete model version
/api-reference/customer_management_api/deploy-model-to-endpointAllowedDeploy model to endpoint - Cerebras InferenceDeploy model to endpoint
/api-reference/customer_management_api/list-endpointsAllowedList endpoints - Cerebras InferenceList endpoints
/api-reference/customer_management_api/list-model-architecturesAllowedList model architectures - Cerebras InferenceList model architectures
/api-reference/customer_management_api/list-model-versionsAllowedList model versions - Cerebras InferenceList model versions
/api-reference/customer_management_api/retrieve-endpoint-statusAllowedRetrieve endpoint status - Cerebras InferenceRetrieve endpoint status
/api-reference/customer_management_api/retrieve-model-version-statusAllowedRetrieve model version status - Cerebras InferenceRetrieve model version status
/api-reference/customer_management_api/update-model-version-aliasesAllowedUpdate model version aliases - Cerebras InferenceUpdate model version aliases
/api-reference/customer_management_api/upload-model-versionAllowedUpload model version - Cerebras InferenceUpload model version
/api-reference/file/delete-fileAllowedDelete file - Cerebras InferenceDelete file
/api-reference/file/list-filesAllowedList files - Cerebras InferenceList files
/api-reference/file/retrieve-fileAllowedRetrieve file - Cerebras InferenceRetrieve file
/api-reference/file/retrieve-file-contentAllowedRetrieve file content - Cerebras InferenceRetrieve file content
/api-reference/file/upload-fileAllowedUpload file - Cerebras InferenceUpload file
/api-reference/metrics/retrieve-metricsAllowedRetrieve metrics - Cerebras InferenceRetrieve metricsRetrieve operational metrics for your organization's inference endpoints in Prometheus format.
/api-reference/models/list-modelsAllowedList models - Cerebras InferenceList models
/api-reference/models/public-modelsAllowedPublic models - Cerebras InferencePublic models
/api-reference/models/retrieve-modelAllowedRetrieve model - Cerebras InferenceRetrieve model
/api-reference/versionsAllowedVersions - Cerebras InferenceVersionsUnderstand how Cerebras uses versioning to manage breaking changes.
/capabilities/batchAllowedBatch - Cerebras InferenceBatchRun large-scale inference workloads asynchronously.
/capabilities/cepoAllowedCePO: Cerebras Planning & Optimization​ - Cerebras InferenceCePO: Cerebras Planning & Optimization​Improving Llama's reasoning abilities with test-time compute
/capabilities/metricsAllowedMetrics - Cerebras InferenceMetricsMonitor your dedicated inference endpoints with Prometheus-compatible metrics for requests, tokens, latency, and endpoint health.
/capabilities/predicted-outputsAllowedPredicted Outputs - Cerebras InferencePredicted OutputsReduce latency by specifying parts of the response that are already known.
/capabilities/prompt-cachingAllowedPrompt Caching - Cerebras InferencePrompt CachingStore and reuse previously processed prompts to reduce latency and increase response times for similar or repeated queries.
/capabilities/reasoningAllowedReasoning - Cerebras InferenceReasoningReasoning models generate intermediate thinking tokens before their final response, enabling better problem-solving and allowing you to inspect the model's thought process.
/capabilities/service-tiersAllowedService Tiers - Cerebras InferenceService TiersControl request prioritization with service tiers.
/capabilities/streamingAllowedStreaming Responses - Cerebras InferenceStreaming ResponsesLearn how to enable streaming responses in the Cerebras API.
/capabilities/structured-outputsAllowedStructured Outputs - Cerebras InferenceStructured OutputsGenerate structured data with the Cerebras Inference API
/capabilities/tool-useAllowedTool Calling - Cerebras InferenceTool CallingLearn how to connect models to external tools with tool calling.
/cookbookAllowedInference Cookbook - Cerebras InferenceInference Cookbook
/cookbook/agents/academic-research-agentAllowedAcademic Research Agent - Cerebras InferenceAcademic Research AgentGenerate arXiv search queries, analyze academic papers, download and process PDFs, and synthesize research insights with a conversational AI research assistant powered by PydanticAI + Cerebras + Unstructured.
/cookbook/agents/automate-user-researchAllowedAutomate User Research with LangChain - Cerebras InferenceAutomate User Research with LangChainLearn how to build an AI-powered user research system that can automatically generate user personas, conduct interviews, and synthesize insights using LangGraph's multi-agent workflow in under 60 seconds.
/cookbook/agents/build-a-docs-checkerAllowedBuild Your Own Docs Checker with Cerebras & Browserbase - Cerebras InferenceBuild Your Own Docs Checker with Cerebras & BrowserbaseBuild a docs checker that can crawl your documentation site and analyze each page for quality issues.
/cookbook/agents/build-your-own-perplexityAllowedBuild Your Own Perplexity with Exa - Cerebras InferenceBuild Your Own Perplexity with ExaBuild a Perplexity-style deep research assistant that can automatically search the web, analyzes multiple sources, and provide structured insights in under 60 seconds.
/cookbook/agents/gist-memoryAllowedImplementing Gist Memory: Summarizing and Searching Long Documents with a ReadAgent - Cerebras InferenceImplementing Gist Memory: Summarizing and Searching Long Documents with a ReadAgentBuild an AI agent that reads, summarizes, and answers questions about long documents using Gist Memory and the Cerebras Inference SDK.
/cookbook/agents/hyper-personalizationAllowedHyper-Personalized Web Pages - Cerebras InferenceHyper-Personalized Web PagesBuild hyper-personalized web pages using Cerebras AI with Pydantic structured outputs and Jinja2 templating—pages that adapt to each visitor's preferred colors, tone, and products in real-time.
/cookbook/agents/livekitAllowedInterviewer Voice Agent with LiveKit - Cerebras InferenceInterviewer Voice Agent with LiveKitLearn how to integrate LiveKit's voice capabilities with Cerebras's fast inference to build a real-time voice interview agent that analyzes your resume and job descriptions to conduct personalized mock interviews.
/cookbook/agents/realtime-voice-translationAllowedRealtime Voice Translation Agent - Cerebras InferenceRealtime Voice Translation AgentTranslate spoken conversations to any language with sub-second latency by building a realtime voice translation agent powered by Cerebras and LiveKit.
/cookbook/agents/sales-agent-cerebras-livekitAllowedBuild a Real-Time AI Sales Agent with LiveKit - Cerebras InferenceBuild a Real-Time AI Sales Agent with LiveKitBuild a sophisticated real-time voice sales agent that can have natural conversations with potential customers. The resulting AI agent will be able to process audio input and generate spoken replies by drawing information directly from your company's sales materials.
/cookbook/agents/search-agentAllowedAutomating Search-Based Report Generation with a Multi-Agent AI Pipeline - Cerebras InferenceAutomating Search-Based Report Generation with a Multi-Agent AI PipelineBuild an AI agent pipeline that searches, summarizes, and synthesizes information from multiple sources to generate comprehensive reports.
/dedicated/management-apiAllowedManagement API - Cerebras InferenceManagement APIProgrammatically upload, version, and deploy custom model weights on your dedicated endpoint.
/dedicated/overviewAllowedDedicated Endpoints - Cerebras InferenceDedicated EndpointsDeploy private, high-performance inference endpoints for enterprise workloads.
/integrationsAllowedIntegrations - Cerebras InferenceIntegrationsWe currently support a number of integrations that allow you to do more with the Cerebras Inference SDK.
/integrations/clineAllowedGet Started with Cline and Cerebras - Cerebras InferenceGet Started with Cline and CerebrasSet up Cline, an open-source AI coding assistant, to work with Cerebras inference.
/integrations/code-mcpAllowedCerebras Code MCP Server - Cerebras InferenceCerebras Code MCP ServerLearn how to install, configure, and integrate the Cerebras Code MCP server with supported editors.
/integrations/kilocodeAllowedGet Started with KiloCode - Cerebras InferenceGet Started with KiloCodeLearn how to integrate KiloCode, an AI-powered autonomous coding assistant for VS Code, with Cerebras's ultra-fast inference for planning, building, and fixing code.
/integrations/livekitAllowedGet Started with LiveKit - Cerebras InferenceGet Started with LiveKitLearn how to build real-time voice AI agents using LiveKit with Cerebras Inference models for ultra-fast speech-to-text and language processing.
/integrations/opencodeAllowedGet Started with OpenCode - Cerebras InferenceGet Started with OpenCodeConfigure OpenCode to use Cerebras Inference for AI coding assistance.
/integrations/vscodeAllowedGet Started with Cerebras for VS Code - Cerebras InferenceGet Started with Cerebras for VS CodeConfigure Visual Studio Code to use Cerebras Inference for autonomous coding assistance.
/introductionAllowedBuild with the Speed of Cerebras - Cerebras InferenceBuild with the Speed of CerebrasExperience real-time AI responses for code generation, summarization, and autonomous tasks with the world’s fastest AI inference.
/models/llama-31-8bAllowedLlama 3.1 8B - Cerebras InferenceLlama 3.1 8BThis model excels in speed-critical scenarios like real-time chat, customer service, interactive gaming, and live content generation. Perfect for high-throughput tasks including batch processing, concurrent API requests, and data pipelines.
/models/openai-ossAllowedOpenAI GPT OSS - Cerebras InferenceOpenAI GPT OSSThis model excels at efficient reasoning across science, math, and coding applications. It's ideal for real-time coding assistance, processing large documents for Q&A and summarization, agentic research workflows, and regulated on-premises workloads.
/models/overviewAllowedSupported Models - Cerebras InferenceSupported Models
/models/qwen-3-235b-2507AllowedQwen 3 235B Instruct - Cerebras InferenceQwen 3 235B InstructThis non-thinking version offers powerful multilingual capabilities with significant improvements in instruction following, logical reasoning, mathematics, coding, and tool usage.
/models/zai-glm-47AllowedZ.ai GLM 4.7 - Cerebras InferenceZ.ai GLM 4.7This model delivers strong coding performance with advanced reasoning capabilities, superior tool use, and enhanced real-world performance in agentic coding applications.
/quickstartAllowedQuickStart - Cerebras InferenceQuickStartGet started with the Cerebras API.
/quickstart?utm_source=3pi_livekit-interviewer&utm_campaign=docsAllowedQuickStart - Cerebras InferenceQuickStartGet started with the Cerebras API.
/resources/cerebras-codeAllowedGet Started with Cerebras Code - Cerebras InferenceGet Started with Cerebras CodeChoose from direct platform integrations or standalone tools to get fast, flexible AI-powered coding assistance that integrates seamlessly with your existing development tools.
/resources/glm-47-migrationAllowedMigrate to GLM 4.7 - Cerebras InferenceMigrate to GLM 4.7Learn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.
/resources/glm-47-migration?utm_source=3pi_kilocode&utm_campaign=partner_docAllowedMigrate to GLM 4.7 - Cerebras InferenceMigrate to GLM 4.7Learn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.
/resources/glm-47-migration?utm_source=3pi_livekit&utm_campaign=partner_docAllowedMigrate to GLM 4.7 - Cerebras InferenceMigrate to GLM 4.7Learn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.
/resources/openaiAllowedOpenAI Compatibility - Cerebras InferenceOpenAI CompatibilityUse the OpenAI Client Libraries with Cerebras Inference
/support/change-logAllowedChange Log - Cerebras InferenceChange Log
/support/deprecationAllowedDeprecations - Cerebras InferenceDeprecationsA list of all deprecations, with the most recent announcements appearing first.
/support/errorAllowedError Codes - Cerebras InferenceError Codes
/support/preview-releasesAllowedPreview Releases - Cerebras InferencePreview ReleasesUnderstand the different release stages for features and their support policies.
/support/rate-limitsAllowedRate Limits - Cerebras InferenceRate LimitsLearn how rate limits are applied and measured.
No rows found, please edit your search term.

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/api-reference/customer_management_api/list-endpointsList endpoints - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100List endpoints - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/list-model-architecturesList model architectures - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100List model architectures - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/list-model-versionsList model versions - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100List model versions - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/retrieve-endpoint-statusRetrieve endpoint status - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve endpoint status - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/retrieve-model-version-statusRetrieve model version status - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve model version status - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/update-model-version-aliasesUpdate model version aliases - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Update model version aliases - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/customer_management_api/upload-model-versionUpload model version - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Upload model version - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/file/delete-fileDelete file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Delete file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/file/list-filesList files - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100List files - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/file/retrieve-fileRetrieve file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/file/retrieve-file-contentRetrieve file content - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve file content - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/file/upload-fileUpload file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Upload file - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/metrics/retrieve-metricsRetrieve metrics - Cerebras InferenceRetrieve operational metrics for your organization's inference endpoints in Prometheus format.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve metrics - Cerebras InferenceRetrieve operational metrics for your organization's inference endpoints in Prometheus format.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/models/list-modelsList models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100List models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/models/public-modelsPublic models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Public models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/models/retrieve-modelRetrieve model - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Retrieve model - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/api-reference/versionsVersions - Cerebras InferenceUnderstand how Cerebras uses versioning to manage breaking changes.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Versions - Cerebras InferenceUnderstand how Cerebras uses versioning to manage breaking changes.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/batchBatch - Cerebras InferenceRun large-scale inference workloads asynchronously.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Batch - Cerebras InferenceRun large-scale inference workloads asynchronously.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/cepoCePO: Cerebras Planning & Optimization​ - Cerebras InferenceImproving Llama's reasoning abilities with test-time computehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100CePO: Cerebras Planning & Optimization​ - Cerebras InferenceImproving Llama's reasoning abilities with test-time computehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/metricsMetrics - Cerebras InferenceMonitor your dedicated inference endpoints with Prometheus-compatible metrics for requests, tokens, latency, and endpoint health.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Metrics - Cerebras InferenceMonitor your dedicated inference endpoints with Prometheus-compatible metrics for requests, tokens, latency, and endpoint health.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/predicted-outputsPredicted Outputs - Cerebras InferenceReduce latency by specifying parts of the response that are already known.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Predicted Outputs - Cerebras InferenceReduce latency by specifying parts of the response that are already known.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/prompt-cachingPrompt Caching - Cerebras InferenceStore and reuse previously processed prompts to reduce latency and increase response times for similar or repeated queries.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Prompt Caching - Cerebras InferenceStore and reuse previously processed prompts to reduce latency and increase response times for similar or repeated queries.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/reasoningReasoning - Cerebras InferenceReasoning models generate intermediate thinking tokens before their final response, enabling better problem-solving and allowing you to inspect the model's thought process.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Reasoning - Cerebras InferenceReasoning models generate intermediate thinking tokens before their final response, enabling better problem-solving and allowing you to inspect the model's thought process.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/service-tiersService Tiers - Cerebras InferenceControl request prioritization with service tiers.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Service Tiers - Cerebras InferenceControl request prioritization with service tiers.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/streamingStreaming Responses - Cerebras InferenceLearn how to enable streaming responses in the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Streaming Responses - Cerebras InferenceLearn how to enable streaming responses in the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/structured-outputsStructured Outputs - Cerebras InferenceGenerate structured data with the Cerebras Inference APIhttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Structured Outputs - Cerebras InferenceGenerate structured data with the Cerebras Inference APIhttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/capabilities/tool-useTool Calling - Cerebras InferenceLearn how to connect models to external tools with tool calling.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Tool Calling - Cerebras InferenceLearn how to connect models to external tools with tool calling.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbookInference Cookbook - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Inference Cookbook - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/academic-research-agentAcademic Research Agent - Cerebras InferenceGenerate arXiv search queries, analyze academic papers, download and process PDFs, and synthesize research insights with a conversational AI research assistant powered by PydanticAI + Cerebras + Unstructured.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Academic Research Agent - Cerebras InferenceGenerate arXiv search queries, analyze academic papers, download and process PDFs, and synthesize research insights with a conversational AI research assistant powered by PydanticAI + Cerebras + Unstructured.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/automate-user-researchAutomate User Research with LangChain - Cerebras InferenceLearn how to build an AI-powered user research system that can automatically generate user personas, conduct interviews, and synthesize insights using LangGraph's multi-agent workflow in under 60 seconds.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Automate User Research with LangChain - Cerebras InferenceLearn how to build an AI-powered user research system that can automatically generate user personas, conduct interviews, and synthesize insights using LangGraph's multi-agent workflow in under 60 seconds.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/build-a-docs-checkerBuild Your Own Docs Checker with Cerebras & Browserbase - Cerebras InferenceBuild a docs checker that can crawl your documentation site and analyze each page for quality issues.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Build Your Own Docs Checker with Cerebras & Browserbase - Cerebras InferenceBuild a docs checker that can crawl your documentation site and analyze each page for quality issues.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/build-your-own-perplexityBuild Your Own Perplexity with Exa - Cerebras InferenceBuild a Perplexity-style deep research assistant that can automatically search the web, analyzes multiple sources, and provide structured insights in under 60 seconds.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Build Your Own Perplexity with Exa - Cerebras InferenceBuild a Perplexity-style deep research assistant that can automatically search the web, analyzes multiple sources, and provide structured insights in under 60 seconds.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/gist-memoryImplementing Gist Memory: Summarizing and Searching Long Documents with a ReadAgent - Cerebras InferenceBuild an AI agent that reads, summarizes, and answers questions about long documents using Gist Memory and the Cerebras Inference SDK.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Implementing Gist Memory: Summarizing and Searching Long Documents with a ReadAgent - Cerebras InferenceBuild an AI agent that reads, summarizes, and answers questions about long documents using Gist Memory and the Cerebras Inference SDK.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/hyper-personalizationHyper-Personalized Web Pages - Cerebras InferenceBuild hyper-personalized web pages using Cerebras AI with Pydantic structured outputs and Jinja2 templating—pages that adapt to each visitor's preferred colors, tone, and products in real-time.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Hyper-Personalized Web Pages - Cerebras InferenceBuild hyper-personalized web pages using Cerebras AI with Pydantic structured outputs and Jinja2 templating—pages that adapt to each visitor's preferred colors, tone, and products in real-time.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/livekitInterviewer Voice Agent with LiveKit - Cerebras InferenceLearn how to integrate LiveKit's voice capabilities with Cerebras's fast inference to build a real-time voice interview agent that analyzes your resume and job descriptions to conduct personalized mock interviews.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Interviewer Voice Agent with LiveKit - Cerebras InferenceLearn how to integrate LiveKit's voice capabilities with Cerebras's fast inference to build a real-time voice interview agent that analyzes your resume and job descriptions to conduct personalized mock interviews.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/realtime-voice-translationRealtime Voice Translation Agent - Cerebras InferenceTranslate spoken conversations to any language with sub-second latency by building a realtime voice translation agent powered by Cerebras and LiveKit.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Realtime Voice Translation Agent - Cerebras InferenceTranslate spoken conversations to any language with sub-second latency by building a realtime voice translation agent powered by Cerebras and LiveKit.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/sales-agent-cerebras-livekitBuild a Real-Time AI Sales Agent with LiveKit - Cerebras InferenceBuild a sophisticated real-time voice sales agent that can have natural conversations with potential customers. The resulting AI agent will be able to process audio input and generate spoken replies by drawing information directly from your company's sales materials.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Build a Real-Time AI Sales Agent with LiveKit - Cerebras InferenceBuild a sophisticated real-time voice sales agent that can have natural conversations with potential customers. The resulting AI agent will be able to process audio input and generate spoken replies by drawing information directly from your company's sales materials.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/cookbook/agents/search-agentAutomating Search-Based Report Generation with a Multi-Agent AI Pipeline - Cerebras InferenceBuild an AI agent pipeline that searches, summarizes, and synthesizes information from multiple sources to generate comprehensive reports.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Automating Search-Based Report Generation with a Multi-Agent AI Pipeline - Cerebras InferenceBuild an AI agent pipeline that searches, summarizes, and synthesizes information from multiple sources to generate comprehensive reports.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/dedicated/management-apiManagement API - Cerebras InferenceProgrammatically upload, version, and deploy custom model weights on your dedicated endpoint.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Management API - Cerebras InferenceProgrammatically upload, version, and deploy custom model weights on your dedicated endpoint.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/dedicated/overviewDedicated Endpoints - Cerebras InferenceDeploy private, high-performance inference endpoints for enterprise workloads.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Dedicated Endpoints - Cerebras InferenceDeploy private, high-performance inference endpoints for enterprise workloads.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrationsIntegrations - Cerebras InferenceWe currently support a number of integrations that allow you to do more with the Cerebras Inference SDK.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Integrations - Cerebras InferenceWe currently support a number of integrations that allow you to do more with the Cerebras Inference SDK.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/clineGet Started with Cline and Cerebras - Cerebras InferenceSet up Cline, an open-source AI coding assistant, to work with Cerebras inference.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with Cline and Cerebras - Cerebras InferenceSet up Cline, an open-source AI coding assistant, to work with Cerebras inference.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/code-mcpCerebras Code MCP Server - Cerebras InferenceLearn how to install, configure, and integrate the Cerebras Code MCP server with supported editors.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Cerebras Code MCP Server - Cerebras InferenceLearn how to install, configure, and integrate the Cerebras Code MCP server with supported editors.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/kilocodeGet Started with KiloCode - Cerebras InferenceLearn how to integrate KiloCode, an AI-powered autonomous coding assistant for VS Code, with Cerebras's ultra-fast inference for planning, building, and fixing code.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with KiloCode - Cerebras InferenceLearn how to integrate KiloCode, an AI-powered autonomous coding assistant for VS Code, with Cerebras's ultra-fast inference for planning, building, and fixing code.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/livekitGet Started with LiveKit - Cerebras InferenceLearn how to build real-time voice AI agents using LiveKit with Cerebras Inference models for ultra-fast speech-to-text and language processing.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with LiveKit - Cerebras InferenceLearn how to build real-time voice AI agents using LiveKit with Cerebras Inference models for ultra-fast speech-to-text and language processing.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/opencodeGet Started with OpenCode - Cerebras InferenceConfigure OpenCode to use Cerebras Inference for AI coding assistance.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with OpenCode - Cerebras InferenceConfigure OpenCode to use Cerebras Inference for AI coding assistance.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/integrations/vscodeGet Started with Cerebras for VS Code - Cerebras InferenceConfigure Visual Studio Code to use Cerebras Inference for autonomous coding assistance.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with Cerebras for VS Code - Cerebras InferenceConfigure Visual Studio Code to use Cerebras Inference for autonomous coding assistance.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/introductionBuild with the Speed of Cerebras - Cerebras InferenceExperience real-time AI responses for code generation, summarization, and autonomous tasks with the world’s fastest AI inference.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Build with the Speed of Cerebras - Cerebras InferenceExperience real-time AI responses for code generation, summarization, and autonomous tasks with the world’s fastest AI inference.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/models/llama-31-8bLlama 3.1 8B - Cerebras InferenceThis model excels in speed-critical scenarios like real-time chat, customer service, interactive gaming, and live content generation. Perfect for high-throughput tasks including batch processing, concurrent API requests, and data pipelines.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Llama 3.1 8B - Cerebras InferenceThis model excels in speed-critical scenarios like real-time chat, customer service, interactive gaming, and live content generation. Perfect for high-throughput tasks including batch processing, concurrent API requests, and data pipelines.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/models/openai-ossOpenAI GPT OSS - Cerebras InferenceThis model excels at efficient reasoning across science, math, and coding applications. It's ideal for real-time coding assistance, processing large documents for Q&A and summarization, agentic research workflows, and regulated on-premises workloads.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100OpenAI GPT OSS - Cerebras InferenceThis model excels at efficient reasoning across science, math, and coding applications. It's ideal for real-time coding assistance, processing large documents for Q&A and summarization, agentic research workflows, and regulated on-premises workloads.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/models/overviewSupported Models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Supported Models - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/models/qwen-3-235b-2507Qwen 3 235B Instruct - Cerebras InferenceThis non-thinking version offers powerful multilingual capabilities with significant improvements in instruction following, logical reasoning, mathematics, coding, and tool usage.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Qwen 3 235B Instruct - Cerebras InferenceThis non-thinking version offers powerful multilingual capabilities with significant improvements in instruction following, logical reasoning, mathematics, coding, and tool usage.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/models/zai-glm-47Z.ai GLM 4.7 - Cerebras InferenceThis model delivers strong coding performance with advanced reasoning capabilities, superior tool use, and enhanced real-world performance in agentic coding applications.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Z.ai GLM 4.7 - Cerebras InferenceThis model delivers strong coding performance with advanced reasoning capabilities, superior tool use, and enhanced real-world performance in agentic coding applications.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/quickstartQuickStart - Cerebras InferenceGet started with the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100QuickStart - Cerebras InferenceGet started with the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/quickstart?utm_source=3pi_livekit-interviewer&utm_campaign=docsQuickStart - Cerebras InferenceGet started with the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100QuickStart - Cerebras InferenceGet started with the Cerebras API.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/resources/cerebras-codeGet Started with Cerebras Code - Cerebras InferenceChoose from direct platform integrations or standalone tools to get fast, flexible AI-powered coding assistance that integrates seamlessly with your existing development tools.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Get Started with Cerebras Code - Cerebras InferenceChoose from direct platform integrations or standalone tools to get fast, flexible AI-powered coding assistance that integrates seamlessly with your existing development tools.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/resources/glm-47-migrationMigrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Migrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/resources/glm-47-migration?utm_source=3pi_kilocode&utm_campaign=partner_docMigrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Migrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/resources/glm-47-migration?utm_source=3pi_livekit&utm_campaign=partner_docMigrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Migrate to GLM 4.7 - Cerebras InferenceLearn how to migrate to Z.ai GLM 4.7 on the Cerebras API, including reasoning controls, streaming, and updated limits.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/resources/openaiOpenAI Compatibility - Cerebras InferenceUse the OpenAI Client Libraries with Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100OpenAI Compatibility - Cerebras InferenceUse the OpenAI Client Libraries with Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/support/change-logChange Log - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Change Log - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/support/deprecationDeprecations - Cerebras InferenceA list of all deprecations, with the most recent announcements appearing first.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Deprecations - Cerebras InferenceA list of all deprecations, with the most recent announcements appearing first.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/support/errorError Codes - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Error Codes - Cerebras Inferencehttps://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/support/preview-releasesPreview Releases - Cerebras InferenceUnderstand the different release stages for features and their support policies.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Preview Releases - Cerebras InferenceUnderstand the different release stages for features and their support policies.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
/support/rate-limitsRate Limits - Cerebras InferenceLearn how rate limits are applied and measured.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100Rate Limits - Cerebras InferenceLearn how rate limits are applied and measured.https://cerebras-inference.mintlify.app/mintlify-assets/_next/image…dDark%3D%25230e0e10&w=1200&q=100
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  • <h1> Llama 3.1 8B [#page-title]
    • <h3> Model Stats
    • <h3> Pricing
    • <h3> Rate Limits
    • <h3> Endpoints
    • <h3> Capabilities
    • <h3> Need Higher Limits?
76/models/llama-31-8b
  • <h1> Build Your Own Docs Checker with Cerebras & Browserbase [#page-title]
  • <h1> ​Step 1: Environment Setup + API Keys [#step-1-environment-setup-+-api-keys]
    • <h2> ​Step 2: Define Data Models [#step-2-define-data-models]
  • <h1> ​Step 3: Crawl Documentation with Browserbase [#step-3-crawl-documentation-with-browserbase]
  • <h1> ​Step 5: AI Analysis with Cerebras [#step-5-ai-analysis-with-cerebras]
  • <h1> ​Step 6: Display Results [#step-6-display-results]
  • <h1> ​Step 7: Run the Analysis [#step-7-run-the-analysis]
76/cookbook/agents/build-a-docs-checker
  • <h1> CePO: Cerebras Planning & Optimization​ [#page-title]
    • <h3> ​How CePO Works [#how-cepo-works]
    • <h3> ​Getting Started with CePO [#getting-started-with-cepo]
    • <h3> ​Continued Research [#continued-research]
    • <h3> ​Read More [#read-more]
54/capabilities/cepo
  • <h1> Migrate to GLM 4.7 [#page-title]
    • <h2> ​Model Overview [#model-overview]
    • <h2> ​Benchmark Performance [#benchmark-performance]
  • <h1> ​Migration Checklist [#migration-checklist]
    • <h2> ​API Examples [#api-examples]
    • <h2> ​Migration Best Practices [#migration-best-practices]
    • <h2> ​Q&A [#q&a]
    • <h2> ​Credits [#credits]
    • <h2> ​Next Steps [#next-steps]
92/resources/glm-47-migration
  • <h1> OpenAI GPT OSS [#page-title]
    • <h3> Model Stats
    • <h3> Need Higher Limits?
32/models/openai-oss
  • <h1> Z.ai GLM 4.7 [#page-title]
    • <h3> Model Stats
    • <h3> Need Higher Limits?
32/models/zai-glm-47
  • <h1> Qwen 3 235B Instruct [#page-title]
    • <h3> Model Stats
    • <h3> Need Higher Limits?
32/models/qwen-3-235b-2507
  • <h1> Migrate to GLM 4.7 [#page-title]
    • <h2> ​Model Overview [#model-overview]
    • <h2> ​Benchmark Performance [#benchmark-performance]
  • <h1> ​Migration Checklist [#migration-checklist]
    • <h2> ​API Examples [#api-examples]
    • <h2> ​Migration Best Practices [#migration-best-practices]
    • <h2> ​Q&A [#q&a]
    • <h2> ​Credits [#credits]
    • <h2> ​Next Steps [#next-steps]
92/resources/glm-47-migration?utm_source=3pi_kilocode&utm_campaign=partner_doc
  • <h1> Migrate to GLM 4.7 [#page-title]
    • <h2> ​Model Overview [#model-overview]
    • <h2> ​Benchmark Performance [#benchmark-performance]
  • <h1> ​Migration Checklist [#migration-checklist]
    • <h2> ​API Examples [#api-examples]
    • <h2> ​Migration Best Practices [#migration-best-practices]
    • <h2> ​Q&A [#q&a]
    • <h2> ​Credits [#credits]
    • <h2> ​Next Steps [#next-steps]
92/resources/glm-47-migration?utm_source=3pi_livekit&utm_campaign=partner_doc
  • <h1> Build with the Speed of Cerebras [#page-title]
    • <h2> Start Building
    • <h2> Explore Models
    • <h2> Get Familiar
40/introduction
  • <h1> Integrations [#page-title]
10/integrations
  • <h1> Error Codes [#page-title]
    • <h2> ​Error Types [#error-types]
    • <h2> ​Error Codes and Corresponding Exceptions [#error-codes-and-corresponding-exceptions]
    • <h2> ​Handling Errors [#handling-errors]
    • <h2> ​Retries [#retries]
    • <h2> ​Timeouts [#timeouts]
60/support/error
  • <h1> Structured Outputs [#page-title]
    • <h2> ​Tutorial: Structured Outputs using Cerebras Inference [#tutorial-structured-outputs-using-cerebras-inference]
    • <h2> ​Understanding Strict Mode [#understanding-strict-mode]
      • <h3> ​Why Use Strict Mode [#why-use-strict-mode]
      • <h3> ​Enabling Strict Mode [#enabling-strict-mode]
      • <h3> ​Schema Requirements for Strict Mode [#schema-requirements-for-strict-mode]
      • <h3> ​Limitations in Strict Mode [#limitations-in-strict-mode]
    • <h2> ​Schema References and Definitions [#schema-references-and-definitions]
    • <h2> ​Supported Schemas [#supported-schemas]
      • <h3> ​Supported Types [#supported-types]
      • <h3> ​Schema Constraints [#schema-constraints]
      • <h3> ​Required Schema Structure [#required-schema-structure]
      • <h3> ​Supported Features [#supported-features]
      • <h3> ​Unsupported Features [#unsupported-features]
      • <h3> ​Example: Complex Schema [#example-complex-schema]
      • <h3> ​Key Ordering [#key-ordering]
    • <h2> ​Working with Pydantic and Zod [#working-with-pydantic-and-zod]
    • <h2> ​JSON Mode [#json-mode]
      • <h3> ​Structured Outputs vs JSON Mode [#structured-outputs-vs-json-mode]
    • <h2> ​Conclusion [#conclusion]
200/capabilities/structured-outputs
  • <h1> Deprecations [#page-title]
10/support/deprecation
  • <h1> Predicted Outputs [#page-title]
    • <h2> ​When to Use Predicted Outputs [#when-to-use-predicted-outputs]
    • <h2> ​Usage [#usage]
    • <h2> ​Token-Reuse Metrics [#token-reuse-metrics]
    • <h2> ​Best Practices [#best-practices]
    • <h2> ​Limitations [#limitations]
    • <h2> ​FAQ [#faq]
70/capabilities/predicted-outputs
  • <h1> Authentication [#page-title]
    • <h2> ​Example Request [#example-request]
    • <h2> ​Using Official SDKs [#using-official-sdks]
    • <h2> ​Set Your API Key [#set-your-api-key]
40/api-reference/authentication
  • <h1> Prompt Caching [#page-title]
    • <h2> ​How It Works [#how-it-works]
    • <h2> ​Example: Multi-Turn Conversation with Tool Calling [#example-multi-turn-conversation-with-tool-calling]
    • <h2> ​Structuring Prompts for Caching [#structuring-prompts-for-caching]
    • <h2> ​Track Cache Usage [#track-cache-usage]
    • <h2> ​FAQs [#faqs]
60/capabilities/prompt-caching
  • <h1> OpenAI Compatibility [#page-title]
    • <h2> ​Configuring OpenAI to Use Cerebras API [#configuring-openai-to-use-cerebras-api]
    • <h2> ​Developer-Level Instructions via System Role [#developer-level-instructions-via-system-role]
      • <h3> ​Key Differences from OpenAI [#key-differences-from-openai]
    • <h2> ​Passing Non-Standard Parameters [#passing-non-standard-parameters]
    • <h2> ​Currently Unsupported OpenAI Features [#currently-unsupported-openai-features]
60/resources/openai
  • <h1> Dedicated Endpoints [#page-title]
    • <h2> ​Supported Models [#supported-models]
    • <h2> ​Features [#features]
    • <h2> ​Get Started [#get-started]
40/dedicated/overview
  • <h1> Streaming Responses [#page-title]
10/capabilities/streaming
  • <h1> QuickStart [#page-title]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Next Steps [#next-steps]
30/quickstart
  • <h1> Tool Calling [#page-title]
    • <h2> ​How It Works [#how-it-works]
    • <h2> ​Basic Tool Calling [#basic-tool-calling]
    • <h2> ​Strict Mode for Tool Calling [#strict-mode-for-tool-calling]
      • <h3> ​Why Strict Mode Matters for Tools [#why-strict-mode-matters-for-tools]
      • <h3> ​Enabling Strict Mode [#enabling-strict-mode]
      • <h3> ​Schema Requirements [#schema-requirements]
      • <h3> ​Strict Mode with Parallel Tool Calling [#strict-mode-with-parallel-tool-calling]
    • <h2> ​Multi-turn Tool Calling [#multi-turn-tool-calling]
    • <h2> ​Parallel Tool Calling [#parallel-tool-calling]
      • <h3> ​Enable Parallel Tool Calling [#enable-parallel-tool-calling]
      • <h3> ​Example: Weather Comparison [#example-weather-comparison]
120/capabilities/tool-use
  • <h1> Inference Cookbook
    • <h2> Latest Cookbooks
    • <h2> All Cookbooks
30/cookbook
  • <h1> Rate Limits [#page-title]
    • <h2> ​How are rate limits measured? [#how-are-rate-limits-measured]
      • <h3> ​Token Rate Limiting [#token-rate-limiting]
      • <h3> ​Quota Replenishment [#quota-replenishment]
    • <h2> ​Limits by Tier [#limits-by-tier]
    • <h2> ​Rate Limit Headers [#rate-limit-headers]
      • <h3> ​Example [#example]
    • <h2> ​Notes [#notes]
80/support/rate-limits
  • <h1> Reasoning [#page-title]
    • <h2> ​Reasoning Format [#reasoning-format]
      • <h3> ​Available Formats [#available-formats]
      • <h3> ​Default Behavior by Model [#default-behavior-by-model]
      • <h3> ​parsed Format [#parsed-format]
      • <h3> ​raw Format [#raw-format]
      • <h3> ​hidden Format [#hidden-format]
    • <h2> ​Model-Specific Parameters [#model-specific-parameters]
      • <h3> ​GPT-OSS: reasoning_effort [#gpt-oss-reasoning_effort]
      • <h3> ​GLM: disable_reasoning [#glm-disable_reasoning]
    • <h2> ​Reasoning Context Retention [#reasoning-context-retention]
110/capabilities/reasoning
  • <h1> Change Log [#page-title]
10/support/change-log
  • <h1> Preview Releases [#page-title]
    • <h2> ​Release Type Definitions [#release-type-definitions]
    • <h2> ​Private Preview [#private-preview]
    • <h2> ​Public Preview [#public-preview]
    • <h2> ​General Availability (GA) [#general-availability-ga]
50/support/preview-releases
  • <h1> Chat Completions [#page-title]
    • <h2> ​Request [#request]
      • <h3> ​Headers [#headers]
      • <h3> ​Body [#body]
    • <h2> ​Response [#response]
50/api-reference/chat-completions
  • <h1> Get Started with Cerebras Code [#page-title]
    • <h2> ​Platform Integrations [#platform-integrations]
    • <h2> Cline
    • <h2> VS Code
    • <h2> OpenCode
    • <h2> ​Tools [#tools]
    • <h2> Cerebras MCP Server
    • <h2> Code Puppy
    • <h2> QwenCLI
90/resources/cerebras-code
  • <h1> Versions [#page-title]
    • <h2> ​What’s Guaranteed [#what’s-guaranteed]
    • <h2> ​Setting the API Version [#setting-the-api-version]
    • <h2> ​Version 2 Rollout Timeline [#version-2-rollout-timeline]
    • <h2> ​What Changed in Version 2 [#what-changed-in-version-2]
      • <h3> ​Structured Outputs: Stricter Schema Validation [#structured-outputs-stricter-schema-validation]
      • <h3> ​Tool Calling: Stricter Message Validation [#tool-calling-stricter-message-validation]
      • <h3> ​Reasoning Logprobs Added [#reasoning-logprobs-added]
      • <h3> ​Unicode Handling Fix [#unicode-handling-fix]
    • <h2> ​Migration Checklist [#migration-checklist]
    • <h2> ​Future Versions [#future-versions]
110/api-reference/versions
  • <h1> List model versions [#page-title]
10/api-reference/customer_management_api/list-model-versions
  • <h1> Retrieve metrics [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
    • <h2> ​Available Metrics [#available-metrics]
      • <h3> ​Endpoint Health [#endpoint-health]
      • <h3> ​Request Metrics [#request-metrics]
      • <h3> ​Token Metrics [#token-metrics]
      • <h3> ​Latency Metrics [#latency-metrics]
    • <h2> ​Error Codes [#error-codes]
90/api-reference/metrics/retrieve-metrics
  • <h1> Public models [#page-title]
    • <h2> ​Supported Formats [#supported-formats]
    • <h2> ​Query Parameters [#query-parameters]
    • <h2> ​Response [#response]
      • <h3> ​Default Format [#default-format]
      • <h3> ​OpenRouter Format [#openrouter-format]
      • <h3> ​HuggingFace Format [#huggingface-format]
    • <h2> ​Retrieve Specific Model [#retrieve-specific-model]
      • <h3> ​Path Parameters [#path-parameters]
    • <h2> ​Use Cases [#use-cases]
100/api-reference/models/public-models
  • <h1> Upload file [#page-title]
    • <h2> ​Request [#request]
    • <h2> ​Response [#response]
30/api-reference/file/upload-file
  • <h1> Upload model version [#page-title]
10/api-reference/customer_management_api/upload-model-version
  • <h1> Delete file [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/file/delete-file
  • <h1> Create batch [#page-title]
    • <h2> ​Request [#request]
    • <h2> ​Response [#response]
30/api-reference/batch/create-batch
  • <h1> Delete model version [#page-title]
10/api-reference/customer_management_api/delete-model-version
  • <h1> List endpoints [#page-title]
10/api-reference/customer_management_api/list-endpoints
  • <h1> List models [#page-title]
    • <h2> ​Response [#response]
20/api-reference/models/list-models
  • <h1> Retrieve model version status [#page-title]
10/api-reference/customer_management_api/retrieve-model-version-status
  • <h1> Completions [#page-title]
    • <h2> ​Request [#request]
    • <h2> ​Completion Response [#completion-response]
30/api-reference/completions
  • <h1> List batch [#page-title]
    • <h2> ​Query Parameters [#query-parameters]
    • <h2> ​Response [#response]
30/api-reference/batch/list-batch
  • <h1> Update model version aliases [#page-title]
10/api-reference/customer_management_api/update-model-version-aliases
  • <h1> Deploy model to endpoint [#page-title]
10/api-reference/customer_management_api/deploy-model-to-endpoint
  • <h1> Retrieve batch [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/batch/retrieve-batch
  • <h1> Retrieve endpoint status [#page-title]
10/api-reference/customer_management_api/retrieve-endpoint-status
  • <h1> Retrieve file content [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/file/retrieve-file-content
  • <h1> List files [#page-title]
    • <h2> ​Query Parameters [#query-parameters]
    • <h2> ​Response [#response]
30/api-reference/file/list-files
  • <h1> Retrieve model [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/models/retrieve-model
  • <h1> List model architectures [#page-title]
10/api-reference/customer_management_api/list-model-architectures
  • <h1> Retrieve file [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/file/retrieve-file
  • <h1> Metrics [#page-title]
    • <h2> ​Set Up Metrics Collection [#set-up-metrics-collection]
    • <h2> ​Direct Prometheus Integration [#direct-prometheus-integration]
    • <h2> ​Available Metrics [#available-metrics]
      • <h3> ​Understanding Percentiles [#understanding-percentiles]
    • <h2> ​Example PromQL Queries [#example-promql-queries]
    • <h2> ​Use Cases [#use-cases]
      • <h3> ​Performance Monitoring [#performance-monitoring]
      • <h3> ​Usage Analytics [#usage-analytics]
      • <h3> ​Alerting and SLAs [#alerting-and-slas]
    • <h2> ​Troubleshooting [#troubleshooting]
110/capabilities/metrics
  • <h1> Cancel batch [#page-title]
    • <h2> ​Path Parameters [#path-parameters]
    • <h2> ​Response [#response]
30/api-reference/batch/cancel-batch
  • <h1> Supported Models [#page-title]
    • <h2> ​Production Models [#production-models]
    • <h2> ​Preview Models [#preview-models]
    • <h2> ​Model Compression [#model-compression]
      • <h3> ​Frequently Asked Questions [#frequently-asked-questions]
50/models/overview
  • <h1> Batch [#page-title]
    • <h2> ​How It Works [#how-it-works]
      • <h3> ​Understanding Batch IDs [#understanding-batch-ids]
    • <h2> ​Create a Batch Request [#create-a-batch-request]
    • <h2> ​Batch States [#batch-states]
      • <h3> ​Expired Batches [#expired-batches]
    • <h2> ​Cancel a Batch [#cancel-a-batch]
    • <h2> ​Limits and Quotas [#limits-and-quotas]
    • <h2> ​Organize Batches [#organize-batches]
    • <h2> ​Handling Large Datasets [#handling-large-datasets]
100/capabilities/batch
  • <h1> Management API [#page-title]
    • <h2> ​Key Concepts [#key-concepts]
    • <h2> ​Typical Workflow [#typical-workflow]
    • <h2> ​Authentication [#authentication]
    • <h2> ​S3 Bucket Setup [#s3-bucket-setup]
50/dedicated/management-api
  • <h1> Service Tiers [#page-title]
    • <h2> ​Service Tiers [#service-tiers]
    • <h2> ​Usage [#usage]
    • <h2> ​Queue Threshold Control [#queue-threshold-control]
    • <h2> ​FAQ [#faq]
50/capabilities/service-tiers
  • <h1> Interviewer Voice Agent with LiveKit [#page-title]
    • <h2> ​Parsing the Job description link [#parsing-the-job-description-link]
    • <h2> ​Parsing the resume PDF [#parsing-the-resume-pdf]
    • <h2> ​Interviewer Agent [#interviewer-agent]
      • <h3> ​JobContext [#jobcontext]
      • <h3> ​Assistant [#assistant]
      • <h3> ​AgentSession [#agentsession]
      • <h3> ​Starting the session and generating the first agent message [#starting-the-session-and-generating-the-first-agent-message]
      • <h3> ​The loop! [#the-loop]
    • <h2> ​Putting it all together [#putting-it-all-together]
100/cookbook/agents/livekit
  • <h1> Build Your Own Perplexity with Exa [#page-title]
    • <h2> ​Step 1: Environment Setup [#step-1-environment-setup]
    • <h2> ​Step 2: Web Search Function [#step-2-web-search-function]
    • <h2> ​Step 3: AI Analysis Function [#step-3-ai-analysis-function]
    • <h2> ​Step 4: Research Function [#step-4-research-function]
    • <h2> ​Step 5: Add Research Depth [#step-5-add-research-depth]
    • <h2> ​(Optional) Step 6: Anthropic Multi-Agent Research [#optional-step-6-anthropic-multi-agent-research]
70/cookbook/agents/build-your-own-perplexity
  • <h1> Hyper-Personalized Web Pages [#page-title]
    • <h2> ​What You’ll Learn [#what-you’ll-learn]
    • <h2> ​Setup [#setup]
      • <h3> ​Install Dependencies [#install-dependencies]
      • <h3> ​Clone the Repository [#clone-the-repository]
      • <h3> ​Load API Keys [#load-api-keys]
    • <h2> ​Part 1: Pydantic Schemas [#part-1-pydantic-schemas]
      • <h3> ​Why Pydantic Schemas Matter [#why-pydantic-schemas-matter]
    • <h2> ​Part 2: Configuration Constants [#part-2-configuration-constants]
    • <h2> ​Part 3: Content Generation Function [#part-3-content-generation-function]
      • <h3> ​Key Implementation Details [#key-implementation-details]
    • <h2> ​Part 4: Template Rendering [#part-4-template-rendering]
    • <h2> ​Part 5: Load User Data [#part-5-load-user-data]
    • <h2> ​Part 6: Generate & Display [#part-6-generate-&-display]
    • <h2> ​Part 7: Generate Personalized Pages [#part-7-generate-personalized-pages]
      • <h3> ​Example Results [#example-results]
      • <h3> ​Why This Matters [#why-this-matters]
    • <h2> ​Performance [#performance]
    • <h2> ​Summary [#summary]
      • <h3> ​What We Built [#what-we-built]
      • <h3> ​Key Patterns [#key-patterns]
      • <h3> ​Next Steps [#next-steps]
      • <h3> ​Resources [#resources]
      • <h3> ​Acknowledgements [#acknowledgements]
240/cookbook/agents/hyper-personalization
  • <h1> Realtime Voice Translation Agent [#page-title]
    • <h2> ​What You’ll Learn [#what-you’ll-learn]
    • <h2> ​Setup [#setup]
      • <h3> ​Install Dependencies [#install-dependencies]
      • <h3> ​Load API Keys [#load-api-keys]
    • <h2> ​Part 1: Translation Prompt [#part-1-translation-prompt]
      • <h3> ​Why This Prompt Works [#why-this-prompt-works]
    • <h2> ​Part 2: Configure the Voice Agent [#part-2-configure-the-voice-agent]
    • <h2> ​Part 3: Create the Agent Entrypoint [#part-3-create-the-agent-entrypoint]
      • <h3> ​Key Components Explained [#key-components-explained]
    • <h2> ​Part 4: Run the Agent in Jupyter [#part-4-run-the-agent-in-jupyter]
      • <h3> ​How It Works [#how-it-works]
    • <h2> ​Part 5: Supported Languages [#part-5-supported-languages]
    • <h2> ​Performance [#performance]
    • <h2> ​Summary [#summary]
      • <h3> ​What We Built [#what-we-built]
      • <h3> ​Key Patterns [#key-patterns]
      • <h3> ​Next Steps [#next-steps]
      • <h3> ​Resources [#resources]
      • <h3> ​Acknowledgements [#acknowledgements]
200/cookbook/agents/realtime-voice-translation
  • <h1> Academic Research Agent [#page-title]
    • <h2> ​What You’ll Learn [#what-you’ll-learn]
    • <h2> ​Setup [#setup]
      • <h3> ​Install Dependencies [#install-dependencies]
      • <h3> ​Load API Keys [#load-api-keys]
    • <h2> ​Part 1: Pydantic Schemas [#part-1-pydantic-schemas]
      • <h3> ​Example: Using Schemas for Type Safety [#example-using-schemas-for-type-safety]
    • <h2> ​Part 2: Dependencies & Configuration [#part-2-dependencies-&-configuration]
    • <h2> ​Part 3: Cerebras in Strict Mode [#part-3-cerebras-in-strict-mode]
    • <h2> ​Part 4: Create the Agent [#part-4-create-the-agent]
    • <h2> ​Part 5: Define the 7 Research Tools [#part-5-define-the-7-research-tools]
      • <h3> ​Tool 1: Generate arXiv Search Queries [#tool-1-generate-arxiv-search-queries]
      • <h3> ​Tool 2: Search arXiv Papers [#tool-2-search-arxiv-papers]
      • <h3> ​Tool 3: Analyze Paper Abstracts [#tool-3-analyze-paper-abstracts]
      • <h3> ​Tool 4: Download and Process PDF [#tool-4-download-and-process-pdf]
      • <h3> ​Tool 5: Deep Analyze Papers [#tool-5-deep-analyze-papers]
      • <h3> ​Tool 6: Synthesize Research Findings [#tool-6-synthesize-research-findings]
      • <h3> ​Tool 7: Save Research Report [#tool-7-save-research-report]
    • <h2> ​Part 6: Conversational Interface [#part-6-conversational-interface]
    • <h2> ​Part 7: Run the Agent! [#part-7-run-the-agent]
      • <h3> ​Instantiate Our Previously Created Dependencies [#instantiate-our-previously-created-dependencies]
      • <h3> ​Example 1: Full Research Workflow [#example-1-full-research-workflow]
      • <h3> ​Example 2: Quick Abstract-Only Analysis [#example-2-quick-abstract-only-analysis]
      • <h3> ​Example 3: Follow-up Questions [#example-3-follow-up-questions]
    • <h2> ​Part 8: Inspect Results [#part-8-inspect-results]
      • <h3> ​View Cached Papers [#view-cached-papers]
      • <h3> ​View Saved Reports [#view-saved-reports]
    • <h2> ​Summary [#summary]
      • <h3> ​What We Built [#what-we-built]
      • <h3> ​Key Patterns [#key-patterns]
      • <h3> ​Next Steps [#next-steps]
      • <h3> ​Resources [#resources]
      • <h3> ​Acknowledgement [#acknowledgement]
330/cookbook/agents/academic-research-agent
  • <h1> Automate User Research with LangChain [#page-title]
    • <h2> ​Step 1: Environment Setup [#step-1-environment-setup]
    • <h2> ​Step 2: Set Up Our LLM [#step-2-set-up-our-llm]
    • <h2> ​Step 3: Define State [#step-3-define-state]
    • <h2> ​Step 4: Define Core Node Functions [#step-4-define-core-node-functions]
    • <h2> ​Step 4: Interview Router [#step-4-interview-router]
    • <h2> ​Step 5: Build LangGraph Workflow [#step-5-build-langgraph-workflow]
    • <h2> ​Step 6: Run the Complete System [#step-6-run-the-complete-system]
    • <h2> ​Tracing and Evaluation [#tracing-and-evaluation]
    • <h2> ​Optional: Follow Up Question [#optional-follow-up-question]
100/cookbook/agents/automate-user-research
  • <h1> Implementing Gist Memory: Summarizing and Searching Long Documents with a ReadAgent [#page-title]
    • <h2> ​Architecture Overview [#architecture-overview]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Step 1: Parsing Arxiv Papers [#step-1-parsing-arxiv-papers]
    • <h2> ​Step 2: Intelligent Pagination [#step-2-intelligent-pagination]
    • <h2> ​Step 3: Summarization (Memory Gisting) [#step-3-summarization-memory-gisting]
    • <h2> ​Step 4: The Q&A Engine with Interactive Lookup [#step-4-the-q&a-engine-with-interactive-lookup]
    • <h2> ​Conclusion [#conclusion]
80/cookbook/agents/gist-memory
  • <h1> Automating Search-Based Report Generation with a Multi-Agent AI Pipeline [#page-title]
    • <h2> ​How Iteration Improves Summarization & Why Fast Inference Matters [#how-iteration-improves-summarization-&-why-fast-inference-matters]
    • <h2> ​Architecture Overview [#architecture-overview]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Shared Client Architecture [#shared-client-architecture]
    • <h2> ​Configuration System [#configuration-system]
    • <h2> ​Step 1: Interaction [#step-1-interaction]
    • <h2> ​Step 2: Research and Advanced Summarization [#step-2-research-and-advanced-summarization]
    • <h2> ​Step 3: Creating a Structured Outline [#step-3-creating-a-structured-outline]
    • <h2> ​Step 4: Drafting the Report [#step-4-drafting-the-report]
    • <h2> ​Step 5: Citation Management and Finalization [#step-5-citation-management-and-finalization]
    • <h2> ​Conclusion [#conclusion]
120/cookbook/agents/search-agent
  • <h1> Build a Real-Time AI Sales Agent with LiveKit [#page-title]
    • <h2> ​Step 1: Install Required Packages [#step-1-install-required-packages]
    • <h2> ​Step 2: Context Loading Function [#step-2-context-loading-function]
    • <h2> ​Step 3: Build the Sales Agent [#step-3-build-the-sales-agent]
    • <h2> ​Step 4: Run the Agent [#step-4-run-the-agent]
    • <h2> ​Challenges [#challenges]
      • <h3> ​Step 5: Multi-Agent Support [#step-5-multi-agent-support]
      • <h3> ​Try it out! [#try-it-out]
80/cookbook/agents/sales-agent-cerebras-livekit
  • <h1> Get Started with Cerebras for VS Code [#page-title]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Configure VS Code [#configure-vs-code]
    • <h2> ​Available Models [#available-models]
40/integrations/vscode
  • <h1> Get Started with OpenCode [#page-title]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Configure OpenCode [#configure-opencode]
    • <h2> ​Available Models [#available-models]
40/integrations/opencode
  • <h1> Get Started with KiloCode [#page-title]
    • <h2> ​What is KiloCode? [#what-is-kilocode]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Configure KiloCode with Cerebras [#configure-kilocode-with-cerebras]
    • <h2> ​Using KiloCode with Cerebras [#using-kilocode-with-cerebras]
      • <h3> ​Example: Building a Calculator App [#example-building-a-calculator-app]
      • <h3> ​Verifying the Integration [#verifying-the-integration]
    • <h2> ​Advanced Usage [#advanced-usage]
      • <h3> ​Custom Interaction Modes [#custom-interaction-modes]
      • <h3> ​Working with Large Codebases [#working-with-large-codebases]
      • <h3> ​Debugging Workflow [#debugging-workflow]
    • <h2> ​Best Practices [#best-practices]
    • <h2> ​Frequently Asked Questions [#frequently-asked-questions]
    • <h2> ​Next Steps [#next-steps]
140/integrations/kilocode
  • <h1> Get Started with Cline and Cerebras [#page-title]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Configure Cline [#configure-cline]
    • <h2> ​Available Models [#available-models]
40/integrations/cline
  • <h1> Cerebras Code MCP Server [#page-title]
    • <h2> ​Available Models [#available-models]
20/integrations/code-mcp
  • <h1> QuickStart [#page-title]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Next Steps [#next-steps]
30/quickstart?utm_source=3pi_livekit-interviewer&utm_campaign=docs
  • <h1> Get Started with LiveKit [#page-title]
    • <h2> ​What is LiveKit? [#what-is-livekit]
    • <h2> ​Prerequisites [#prerequisites]
    • <h2> ​Configure LiveKit with Cerebras [#configure-livekit-with-cerebras]
    • <h2> ​Example Use Cases [#example-use-cases]
    • <h2> ​Advanced Configuration [#advanced-configuration]
      • <h3> ​Using Different Cerebras Models [#using-different-cerebras-models]
    • <h2> ​Available Models [#available-models]
    • <h2> ​Troubleshooting [#troubleshooting]
    • <h2> ​Next Steps [#next-steps]
    • <h2> ​Additional Resources [#additional-resources]
110/integrations/livekit
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        Subject: CN = inference-docs.cerebras.ai
        Subject Public Key Info:
            Public Key Algorithm: rsaEncryption
                Public-Key: (2048 bit)
                Modulus:
                    00:8a:1f:ea:02:18:be:f2:96:5e:98:df:35:e2:81:
                    e5:b0:6e:83:b1:10:53:44:9a:a5:f3:cf:8a:0e:cb:
                    be:38:c8:41:24:10:08:96:d1:c7:c1:fa:6f:aa:9c:
                    46:15:32:f0:8c:76:b5:1c:6d:b6:8b:28:da:8d:45:
                    6c:2d:8e:55:1f:0d:a5:a1:3f:cc:39:67:7e:27:fd:
                    78:50:28:01:86:6d:c4:60:ee:1a:24:5d:59:c4:e7:
                    b9:11:54:81:6c:de:3d:8f:ad:81:9d:88:2c:77:7c:
                    ec:ec:64:81:07:1e:2c:12:80:44:c0:9d:71:2b:9a:
                    d9:60:f2:0b:26:e9:fc:f8:ad:86:54:55:db:91:52:
                    4e:ca:57:23:82:7b:64:0a:c2:84:d2:bd:23:24:54:
                    29:49:39:d0:7d:3f:40:67:04:af:7a:b0:9c:dd:19:
                    34:ba:4f:09:50:4a:2d:2f:fa:04:a9:5a:e7:f0:59:
                    53:53:21:94:73:8a:55:ed:24:09:1d:8e:f8:2a:6c:
                    65:3f:44:6e:4b:71:a4:39:78:2b:e3:e1:42:58:17:
                    41:d5:e6:d7:b2:41:bd:19:be:ac:5b:21:1d:ee:f5:
                    ed:96:66:bb:92:9e:1c:93:4c:17:04:eb:d8:3b:a1:
                    ca:1b:51:b4:a4:7c:7a:37:28:d4:e8:ea:ca:d7:0e:
                    3a:f1
                Exponent: 65537 (0x10001)
        X509v3 extensions:
            X509v3 Key Usage: critical
                Digital Signature, Key Encipherment
            X509v3 Extended Key Usage: 
                TLS Web Server Authentication
            X509v3 Basic Constraints: critical
                CA:FALSE
            X509v3 Subject Key Identifier: 
                06:5A:A2:A5:37:06:17:A3:95:D6:78:1D:31:B8:89:93:90:9B:06:E2
            X509v3 Authority Key Identifier: 
                E7:AB:9F:0F:2C:33:A0:53:D3:5E:4F:78:C8:B2:84:0E:3B:D6:92:33
            Authority Information Access: 
                CA Issuers - URI:http://r13.i.lencr.org/
            X509v3 Subject Alternative Name: 
                DNS:inference-docs.cerebras.ai
            X509v3 Certificate Policies: 
                Policy: 2.23.140.1.2.1
            X509v3 CRL Distribution Points: 
                Full Name:
                  URI:http://r13.c.lencr.org/68.crl
            CT Precertificate SCTs: 
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 0E:57:94:BC:F3:AE:A9:3E:33:1B:2C:99:07:B3:F7:90:
                                DF:9B:C2:3D:71:32:25:DD:21:A9:25:AC:61:C5:4E:21
                    Timestamp : Feb 19 07:04:03.596 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:46:02:21:00:EF:8B:57:51:52:DC:D4:DC:FE:6C:81:
                                B4:AA:28:CE:0D:F3:F5:5E:B2:1A:EA:22:62:35:57:0B:
                                8B:20:60:36:10:02:21:00:A9:BF:16:7B:DC:6C:AE:F7:
                                DA:FF:67:EC:30:3F:CD:6B:94:56:11:E1:DD:9D:84:91:
                                2F:04:30:1D:E5:FA:CE:87
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 1A:8B:9D:69:4A:57:98:C8:99:A0:CA:88:BD:F4:8F:C0:
                                B4:56:60:CC:C3:60:0D:1F:71:F4:69:FF:C7:D1:AC:A3
                    Timestamp : Feb 19 07:04:03.740 2026 GMT
                    Extensions: 00:00:05:00:4A:A6:E4:EB
                    Signature : ecdsa-with-SHA256
                                30:45:02:20:79:96:A4:24:9F:3D:CE:CA:66:C7:10:C4:
                                13:6D:76:84:7C:AB:10:5E:A1:C0:9C:D6:ED:0B:25:A2:
                                95:AF:62:92:02:21:00:F9:98:80:20:62:19:70:AC:7C:
                                8C:32:30:2D:B6:F4:B8:AB:85:93:6B:93:62:73:79:98:
                                6A:19:B6:77:F7:73:5A
    Signature Algorithm: sha256WithRSAEncryption
    Signature Value:
        10:34:6e:f2:d7:47:61:92:49:16:d2:b1:32:21:37:1e:50:31:
        af:48:0c:10:dc:1c:3a:98:c0:ec:19:a5:72:51:e2:a3:ab:22:
        20:3f:75:c1:a8:b5:e5:d8:74:8d:60:a3:73:cc:38:6f:ed:84:
        cc:04:6d:89:94:a2:86:de:2a:02:a9:d8:ca:79:1a:c3:95:a0:
        53:5c:be:d8:95:ea:83:b4:bb:d8:95:ca:3a:df:e5:2c:df:e6:
        f3:27:ff:53:9b:5e:e4:bf:1d:e7:a8:95:8c:24:2c:7d:28:7d:
        2c:08:24:0f:5c:7e:cc:b6:08:ee:96:be:63:d0:a1:9b:41:f0:
        22:8c:67:90:43:9d:cc:d3:e5:ac:b6:3e:db:a7:80:c3:6f:ad:
        4e:e9:eb:0e:2b:eb:40:47:29:6b:cf:92:37:48:ee:d5:1f:49:
        c7:a0:2d:72:85:6d:3d:10:6e:e5:df:f3:2f:27:39:2a:00:f5:
        ce:f8:50:51:6c:16:1d:92:76:38:d0:2f:58:fe:aa:ea:a8:1c:
        df:64:0f:b1:ad:b7:63:03:62:14:3c:d9:9c:99:b6:29:8b:b1:
        a4:51:ed:cc:45:0a:ea:ba:8a:c3:9a:bf:16:ae:c7:09:51:ad:
        9d:a9:33:6c:5a:bf:e0:5b:bd:cb:5c:e8:31:22:36:c6:8e:0e:
        a9:f2:b0:17
RAW protocols output
=== ssl2 ===
s_client: Unknown option: -ssl2
s_client: Use -help for summary.

=== ssl3 ===
s_client: Unknown option: -ssl3
s_client: Use -help for summary.

=== tls1 ===
4027CC6740750000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_1 ===
40E7892235770000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_2 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = inference-docs.cerebras.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = inference-docs.cerebras.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Feb 19 06:05:33 2026 GMT; NotAfter: May 20 06:05:32 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----
MIIFDzCCA/egAwIBAgISBaddJCUOIyXMR4omhSuqEMVDMA0GCSqGSIb3DQEBCwUA
MDMxCzAJBgNVBAYTAlVTMRYwFAYDVQQKEw1MZXQncyBFbmNyeXB0MQwwCgYDVQQD
EwNSMTMwHhcNMjYwMjE5MDYwNTMzWhcNMjYwNTIwMDYwNTMyWjAlMSMwIQYDVQQD
ExppbmZlcmVuY2UtZG9jcy5jZXJlYnJhcy5haTCCASIwDQYJKoZIhvcNAQEBBQAD
ggEPADCCAQoCggEBAIof6gIYvvKWXpjfNeKB5bBug7EQU0SapfPPig7LvjjIQSQQ
CJbRx8H6b6qcRhUy8Ix2tRxttoso2o1FbC2OVR8NpaE/zDlnfif9eFAoAYZtxGDu
GiRdWcTnuRFUgWzePY+tgZ2ILHd87OxkgQceLBKARMCdcSua2WDyCybp/PithlRV
25FSTspXI4J7ZArChNK9IyRUKUk50H0/QGcEr3qwnN0ZNLpPCVBKLS/6BKla5/BZ
U1MhlHOKVe0kCR2O+CpsZT9EbktxpDl4K+PhQlgXQdXm17JBvRm+rFshHe717ZZm
u5KeHJNMFwTr2DuhyhtRtKR8ejco1OjqytcOOvECAwEAAaOCAikwggIlMA4GA1Ud
DwEB/wQEAwIFoDATBgNVHSUEDDAKBggrBgEFBQcDATAMBgNVHRMBAf8EAjAAMB0G
A1UdDgQWBBQGWqKlNwYXo5XWeB0xuImTkJsG4jAfBgNVHSMEGDAWgBTnq58PLDOg
U9NeT3jIsoQOO9aSMzAzBggrBgEFBQcBAQQnMCUwIwYIKwYBBQUHMAKGF2h0dHA6
Ly9yMTMuaS5sZW5jci5vcmcvMCUGA1UdEQQeMByCGmluZmVyZW5jZS1kb2NzLmNl
cmVicmFzLmFpMBMGA1UdIAQMMAowCAYGZ4EMAQIBMC4GA1UdHwQnMCUwI6AhoB+G
HWh0dHA6Ly9yMTMuYy5sZW5jci5vcmcvNjguY3JsMIIBDQYKKwYBBAHWeQIEAgSB
/gSB+wD5AHcADleUvPOuqT4zGyyZB7P3kN+bwj1xMiXdIaklrGHFTiEAAAGcdLaB
DAAABAMASDBGAiEA74tXUVLc1Nz+bIG0qijODfP1XrIa6iJiNVcLiyBgNhACIQCp
vxZ73Gyu99r/Z+wwP81rlFYR4d2dhJEvBDAd5frOhwB+ABqLnWlKV5jImaDKiL30
j8C0VmDMw2ANH3H0af/H0ayjAAABnHS2gZwACAAABQBKpuTrBAMARzBFAiB5lqQk
nz3OymbHEMQTbXaEfKsQXqHAnNbtCyWila9ikgIhAPmYgCBiGXCsfIwyMC229Lir
hZNrk2JzeZhqGbZ393NaMA0GCSqGSIb3DQEBCwUAA4IBAQAQNG7y10dhkkkW0rEy
ITceUDGvSAwQ3Bw6mMDsGaVyUeKjqyIgP3XBqLXl2HSNYKNzzDhv7YTMBG2JlKKG
3ioCqdjKeRrDlaBTXL7YleqDtLvYlco63+Us3+bzJ/9Tm17kvx3nqJWMJCx9KH0s
CCQPXH7Mtgjulr5j0KGbQfAijGeQQ53M0+Wstj7bp4DDb61O6esOK+tARylrz5I3
SO7VH0nHoC1yhW09EG7l3/MvJzkqAPXO+FBRbBYdknY40C9Y/qrqqBzfZA+xrbdj
A2IUPNmcmbYpi7GkUe3MRQrquorDmr8WrscJUa2dqTNsWr/gW73LXOgxIjbGjg6p
8rAX
-----END CERTIFICATE-----
subject=CN = inference-docs.cerebras.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3181 bytes and written 316 bytes
Verification: OK
---
New, TLSv1.2, Cipher is ECDHE-RSA-AES128-GCM-SHA256
Server public key is 2048 bit
Secure Renegotiation IS supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
SSL-Session:
    Protocol  : TLSv1.2
    Cipher    : ECDHE-RSA-AES128-GCM-SHA256
    Session-ID: 3310744351A64CDE8CDD3225BC5C7614E2D4970BDCF6003B2FA8B432A3866884
    Session-ID-ctx: 
    Master-Key: 883AB6595F62AAA75C6D4CC50564EE6E22827A84B360D8791DE3533475F151355265D6D36E0F0F8E18E8032D8A74C296
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket:
    0000 - a7 6c 5b 89 1b 18 a9 c7-38 78 e4 39 c4 c4 05 37   .l[.....8x.9...7
    0010 - f2 8d c5 a4 16 c3 ac 30-61 16 57 56 ec 24 86 20   .......0a.WV.$. 
    0020 - 97 7a 23 96 27 b8 97 e9-4b 28 3b f9 fb 5f 23 53   .z#.'...K(;.._#S
    0030 - 47 8e e9 0d b4 5b df 57-02 00 6d a3 6b 53 bd 1d   G....[.W..m.kS..
    0040 - 90 fb 99 6a 2f 6c b3 09-c1 61 48 c4 6f 07 e6 46   ...j/l...aH.o..F
    0050 - 74 59 1a 56 f2 9b 65 ca-de c6 31 3e 4f 5a c4 78   tY.V..e...1>OZ.x
    0060 - f1 e7 2b 1f 3d 15 a2 4a-4e b8 8e e0 f7 ea 85 99   ..+.=..JN.......
    0070 - 7d a8 bd 46 74 8a 78 78-a0 eb 16                  }..Ft.xx...

    Start Time: 1774352105
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: yes
---
DONE

=== tls1_3 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = inference-docs.cerebras.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = inference-docs.cerebras.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Feb 19 06:05:33 2026 GMT; NotAfter: May 20 06:05:32 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = inference-docs.cerebras.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3137 bytes and written 324 bytes
Verification: OK
---
New, TLSv1.3, Cipher is TLS_AES_128_GCM_SHA256
Server public key is 2048 bit
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---
DONE
---
Post-Handshake New Session Ticket arrived:
SSL-Session:
    Protocol  : TLSv1.3
    Cipher    : TLS_AES_128_GCM_SHA256
    Session-ID: 0C5B366E573A1A18DEEF0B26361ABF486148A33C707FDF442D7B248CE9C6A546
    Session-ID-ctx: 
    Resumption PSK: EBB4E374C74F6B8A94275242591F009FD482B497ED517BC646B5BFF2B9F93C41
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket lifetime hint: 604800 (seconds)
    TLS session ticket:
    0000 - 4d e1 4d 46 4f 8f 16 4b-e7 44 8b e4 83 11 bb 66   M.MFO..K.D.....f
    0010 - dc 13 ae de 74 c1 11 17-fc c0 13 01 6d ca 22 5b   ....t.......m."[
    0020 - 9e fa 8a 6a 07 03 bd 32-11 36 a7 e9 20 ba 79 de   ...j...2.6.. .y.
    0030 - aa b0 e4 af 80 91 a9 0b-c7 98 41 e2 e7 08 c6 4a   ..........A....J
    0040 - 6c a3 8c b3 0c 94 41 f2-a2 c0 4a 37 b1 cf 5d 7b   l.....A...J7..]{
    0050 - bc d1 f0 46 b0 a7 8b be-7e 2f 01 49 fc f5 b0 a5   ...F....~/.I....
    0060 - a5 1f 04 ba 8e 7c b7 de-ef                        .....|...

    Start Time: 1774352105
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: no
    Max Early Data: 0
---
read R BLOCK

Crawler stats

Basic stats
Total execution time13 s
Total URLs90
Total size42 MB
Requests - total time18 s
Requests - avg time205 ms
Requests - min time49 ms
Requests - max time923 ms
Requests by status200: 79
307: 6
308: 2
404: 3

Analysis stats

Found 21 row(s).
Class::methodExec time 🔽Exec count
BestPracticeAnalyzer::checkHeadingStructure462 ms 82
SslTlsAnalyzer::getTLSandSSLCertificateInfo412 ms 1
AccessibilityAnalyzer::checkMissingLabels390 ms 74
BestPracticeAnalyzer::checkNonClickablePhoneNumbers385 ms 82
AccessibilityAnalyzer::checkMissingAriaLabels365 ms 74
AccessibilityAnalyzer::checkMissingRoles294 ms 74
AccessibilityAnalyzer::checkMissingLang254 ms 74
BestPracticeAnalyzer::checkMaxDOMDepth254 ms 82
BestPracticeAnalyzer::checkInlineSvg79 ms 82
BestPracticeAnalyzer::checkMissingQuotesOnAttributes32 ms 82
AccessibilityAnalyzer::checkImageAltAttributes10 ms 74
SeoAndOpenGraphAnalyzer::analyzeHeadings9 ms 1
SecurityAnalyzer::checkHtmlSecurity7 ms 77
SecurityAnalyzer::checkHeaders1 ms 77
SeoAndOpenGraphAnalyzer::analyzeSeo0 ms 1
SeoAndOpenGraphAnalyzer::analyzeOpenGraph0 ms 1
BestPracticeAnalyzer::checkTitleUniqueness0 ms 1
BestPracticeAnalyzer::checkMetaDescriptionUniqueness0 ms 1
BestPracticeAnalyzer::checkBrotliSupport0 ms 1
BestPracticeAnalyzer::checkWebpSupport0 ms 1
BestPracticeAnalyzer::checkAvifSupport0 ms 1
No rows found, please edit your search term.

Content processor stats

Found 12 row(s).
Class::methodExec time 🔽Exec count
NextJsProcessor::applyContentChangesBeforeUrlParsing470 ms 82
JavaScriptProcessor::findUrls208 ms 77
HtmlProcessor::findUrls123 ms 84
CssProcessor::findUrls13 ms 77
AstroProcessor::findUrls3 ms 77
AstroProcessor::applyContentChangesBeforeUrlParsing0 ms 82
NextJsProcessor::findUrls0 ms 77
JavaScriptProcessor::applyContentChangesBeforeUrlParsing0 ms 82
SvelteProcessor::applyContentChangesBeforeUrlParsing0 ms 82
HtmlProcessor::applyContentChangesBeforeUrlParsing0 ms 90
SvelteProcessor::findUrls0 ms 77
CssProcessor::applyContentChangesBeforeUrlParsing0 ms 82
No rows found, please edit your search term.

Crawler info

Version 2.1.0.20260317
Executed At 2026-03-24 11:34:53
Command siteone-crawler --url=https://inference-docs.cerebras.ai --markdown-export-dir=/tmp/siteone-extract/cerebras --markdown-exclude-selector=header,footer,nav,.sidebar,.menu,.breadcrumb --max-depth=3 --timeout=15 --disable-javascript --disable-styles --disable-fonts --disable-images --disable-files --no-color --hide-progress-bar --output=text
Hostname ubuntu-8gb-hel1-1
User-Agent Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/26.0.0.0 Safari/537.36 siteone-crawler/2.1.0.20260317