# Latest

**URL:** https://community.perplexity.ai/latest.md?page=7

[Latest](https://community.perplexity.ai/latest.md) · [Categories](https://community.perplexity.ai/categories.md) · [Tags](https://community.perplexity.ai/tags.md)

**Page:** 8

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## [Significant Citation Discrepancy Between Perplexity Web UI and API](https://community.perplexity.ai/t/significant-citation-discrepancy-between-perplexity-web-ui-and-api/2980)

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**Author:** [@mini](https://community.perplexity.ai/u/mini)\
**Replies:** 0\
**Last updated:** [December 8, 2025, 3:03am UTC](https://community.perplexity.ai/t/significant-citation-discrepancy-between-perplexity-web-ui-and-api/2980 "2025-12-08T03:03:31Z")

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Hello, I would like to receive an official explanation regarding the citation quality differences between the Perplexity Web UI search and the Perplexity API responses. { "domains": \[ "ft.com", "wsj…

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## [API for retrieving invoices](https://community.perplexity.ai/t/api-for-retrieving-invoices/2936)

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**Author:** [@Amit\_Bar](https://community.perplexity.ai/u/Amit_Bar)\
**Replies:** 0\
**Last updated:** [December 4, 2025, 8:34am UTC](https://community.perplexity.ai/t/api-for-retrieving-invoices/2936 "2025-12-04T08:34:08Z")

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:rocket: Feature Request Add an API to retrieve billing invoices programmatically. :magnifying\_glass\_tilted\_left: Problem Statement Invoices are currently only accessible through the web dashboard or email. This prev…

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## [Hierarchical Multi-Agent Reasoning System with Integrated Fact-Verification and Self-Correction Loops](https://community.perplexity.ai/t/hierarchical-multi-agent-reasoning-system-with-integrated-fact-verification-and-self-correction-loops/2919)

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**Author:** [@Mohamad\_A](https://community.perplexity.ai/u/Mohamad_A)\
**Replies:** 0\
**Last updated:** [December 3, 2025, 7:19am UTC](https://community.perplexity.ai/t/hierarchical-multi-agent-reasoning-system-with-integrated-fact-verification-and-self-correction-loops/2919 "2025-12-03T07:19:47Z")

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:rocket: Feature Request Implement a multi-agent reasoning architecture where specialized sub-models collaborate on complex tasks, with built-in fact-checking and self-correction mechanisms to eliminate confabulation. C…

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## [RLHF Training Artifacts: Systematic Confabulation and Coherency Degradation in Complex Multi-Step Reasoning Tasks](https://community.perplexity.ai/t/rlhf-training-artifacts-systematic-confabulation-and-coherency-degradation-in-complex-multi-step-reasoning-tasks/2918)

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**Author:** [@Mohamad\_A](https://community.perplexity.ai/u/Mohamad_A)\
**Replies:** 0\
**Last updated:** [December 3, 2025, 7:15am UTC](https://community.perplexity.ai/t/rlhf-training-artifacts-systematic-confabulation-and-coherency-degradation-in-complex-multi-step-reasoning-tasks/2918 "2025-12-03T07:15:17Z")

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:bug: Describe the Bug When using Perplexity API (specifically sonar-pro and chat-completions) for extended multi-step reasoning tasks involving cross-domain knowledge synthesis, the model exhibits systematic confabulati…

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## [Using Perplexity to Develop 5 Cross-Validated Computational Frameworks: Cancer, Heart Disease, Alzheimer's, CRISPR, and Vision Restoration](https://community.perplexity.ai/t/using-perplexity-to-develop-5-cross-validated-computational-frameworks-cancer-heart-disease-alzheimers-crispr-and-vision-restoration/2916)

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**Author:** [@Mohamad\_A](https://community.perplexity.ai/u/Mohamad_A)\
**Replies:** 1\
**Last updated:** [December 3, 2025, 6:32am UTC](https://community.perplexity.ai/t/using-perplexity-to-develop-5-cross-validated-computational-frameworks-cancer-heart-disease-alzheimers-crispr-and-vision-restoration/2916 "2025-12-03T06:32:02Z")

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I wanted to share an exciting outcome from using Perplexity that demonstrates its power for rigorous computational research. What I Built Over the past weeks, I’ve developed 5 cross-validated computational frameworks ad…

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## [Happy to show hibi.is :)](https://community.perplexity.ai/t/happy-to-show-hibi-is/563)

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**Author:** [@hibi](https://community.perplexity.ai/u/hibi)\
**Replies:** 5\
**Last updated:** [December 1, 2025, 2:15pm UTC](https://community.perplexity.ai/t/happy-to-show-hibi-is/563 "2025-12-01T14:15:23Z")

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Hey there! I’m happy to tell you more today about a little project I worked on recently called hibi. “hibi” means “days” or “everyday” in Japanese and its purpose is to use AI to generate everyday summaries of the lates…

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## [Search API results not matching Perplexity search results](https://community.perplexity.ai/t/search-api-results-not-matching-perplexity-search-results/2871)

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**Author:** [@darmok](https://community.perplexity.ai/u/darmok)\
**Replies:** 0\
**Last updated:** [November 30, 2025, 1:08am UTC](https://community.perplexity.ai/t/search-api-results-not-matching-perplexity-search-results/2871 "2025-11-30T01:08:40Z")

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:bug: Describe the Bug Results from the Search API do not match the results I see being returned for the same raw query when using the Perplexity API or app. To be clear, I’ll ask sonar or sonar to search for something, …

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## [Add Kimi K2 to the Search api](https://community.perplexity.ai/t/add-kimi-k2-to-the-search-api/2842)

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**Author:** [@William\_Morgenweck](https://community.perplexity.ai/u/William_Morgenweck)\
**Replies:** 0\
**Last updated:** [November 27, 2025, 7:08pm UTC](https://community.perplexity.ai/t/add-kimi-k2-to-the-search-api/2842 "2025-11-27T19:08:01Z")

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:rocket: Feature Request Adding Kimi K2 to the Search API is a game changers that cannot be done any other way. The results are head and shoulders above Kimi independently :magnifying\_glass\_tilted\_left: Problem Stateme…

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## [Search API pricing clarity](https://community.perplexity.ai/t/search-api-pricing-clarity/2809)

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**Author:** [@Bull\_AI](https://community.perplexity.ai/u/Bull_AI)\
**Replies:** 0\
**Last updated:** [November 25, 2025, 10:13am UTC](https://community.perplexity.ai/t/search-api-pricing-clarity/2809 "2025-11-25T10:13:55Z")

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In the search api, are multi-query request charged as 1 request ($0.005), or the multiplication of queries in the request?

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## [Got 404 error on any api request from openresty](https://community.perplexity.ai/t/got-404-error-on-any-api-request-from-openresty/2783)

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**Author:** [@Alexey](https://community.perplexity.ai/u/Alexey)\
**Replies:** 0\
**Last updated:** [November 23, 2025, 4:28pm UTC](https://community.perplexity.ai/t/got-404-error-on-any-api-request-from-openresty/2783 "2025-11-23T16:28:46Z")

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(topic deleted by author)

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## [How to GET the Egress IP Ranges for Perplexity API Access (Kubernetes NetworkPolicy)? (I don't know😂)](https://community.perplexity.ai/t/how-to-get-the-egress-ip-ranges-for-perplexity-api-access-kubernetes-networkpolicy-i-dont-know/2733)

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**Author:** [@Nicholas](https://community.perplexity.ai/u/Nicholas)\
**Replies:** 2\
**Last updated:** [November 21, 2025, 3:18pm UTC](https://community.perplexity.ai/t/how-to-get-the-egress-ip-ranges-for-perplexity-api-access-kubernetes-networkpolicy-i-dont-know/2733 "2025-11-21T15:18:45Z")

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Hello everyone, We are running a Kubernetes deployment where our application needs to securely access the Perplexity AI API (e.g., api.perplexity.ai). I searched over the internet, but unfortunately I cannot find anyone…

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## [Sobre la demanda avicola el pollo](https://community.perplexity.ai/t/sobre-la-demanda-avicola-el-pollo/2715)

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**Author:** [@Javier\_Garduno](https://community.perplexity.ai/u/Javier_Garduno)\
**Replies:** 0\
**Last updated:** [November 19, 2025, 5:34pm UTC](https://community.perplexity.ai/t/sobre-la-demanda-avicola-el-pollo/2715 "2025-11-19T17:34:12Z")

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Nesetimos los mejores precios disponibles sde pollo de granja a nuestro negocios gon las diferentes marcas que at

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## [Lab set up for GTD workflow hub](https://community.perplexity.ai/t/lab-set-up-for-gtd-workflow-hub/2693)

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**Author:** [@CosmicCarlos](https://community.perplexity.ai/u/CosmicCarlos)\
**Replies:** 0\
**Last updated:** [November 18, 2025, 12:16pm UTC](https://community.perplexity.ai/t/lab-set-up-for-gtd-workflow-hub/2693 "2025-11-18T12:16:29Z")

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Hello AIl :waving\_hand: I’m reaching out as a GTD practitioner looking for an effective system management tool. I capture a lot of material on paper and need a way to process it efficiently into a digital workflow to st…

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## [How Can the Perplexity API Improve My Website’s SEO?](https://community.perplexity.ai/t/how-can-the-perplexity-api-improve-my-website-s-seo/2667)

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**Author:** [@rathoreseo](https://community.perplexity.ai/u/rathoreseo)\
**Replies:** 0\
**Last updated:** [November 17, 2025, 12:28pm UTC](https://community.perplexity.ai/t/how-can-the-perplexity-api-improve-my-website-s-seo/2667 "2025-11-17T12:28:46Z")

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I’m exploring ways to integrate the Perplexity API into my website and want to understand how it could help improve SEO performance. Specifically, I’m curious about how Perplexity’s AI-driven search, content generation, …

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## [Repeated reasoning and literal token loops in sonar-reasoning / sonar-reasoning-pro leading to finish\_reason = length](https://community.perplexity.ai/t/repeated-reasoning-and-literal-token-loops-in-sonar-reasoning-sonar-reasoning-pro-leading-to-finish-reason-length/2660)

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**Author:** [@kyesh](https://community.perplexity.ai/u/kyesh)\
**Replies:** 0\
**Last updated:** [November 17, 2025, 3:53am UTC](https://community.perplexity.ai/t/repeated-reasoning-and-literal-token-loops-in-sonar-reasoning-sonar-reasoning-pro-leading-to-finish-reason-length/2660 "2025-11-17T03:53:35Z")

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:bug: Describe the Bug We are seeing a recurring failure mode with Perplexity’s reasoning models where the model gets stuck in a loop, repeating the same paragraphs or literal strings tens to hundreds (or thousands) of t…

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## [What is the max output length for each model type?](https://community.perplexity.ai/t/what-is-the-max-output-length-for-each-model-type/2652)

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**Author:** [@kyesh](https://community.perplexity.ai/u/kyesh)\
**Replies:** 0\
**Last updated:** [November 16, 2025, 5:29pm UTC](https://community.perplexity.ai/t/what-is-the-max-output-length-for-each-model-type/2652 "2025-11-16T17:29:11Z")

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I keep trying to use the Sonar Reasoning model but sometimes end up with no usable result because it cuts for length at 32k output tokens while it’s still reasoning. The documentation makes me think it should be around 1…

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## [Pro Search — Now Generally Available for Sonar Pro](https://community.perplexity.ai/t/pro-search-now-generally-available-for-sonar-pro/4742)

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**Author:** [@Kesku](https://community.perplexity.ai/u/Kesku)\
**Replies:** 0\
**Last updated:** [November 15, 2025, 6:00pm UTC](https://community.perplexity.ai/t/pro-search-now-generally-available-for-sonar-pro/4742 "2025-11-15T18:00:00Z")

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Pro Search is now generally available for sonar-pro. Pro Search enhances your queries with automated tool usage, enabling multi-step reasoning through intelligent tool orchestration. What’s new Multi-step reasoning — …

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## [Feature Request: Continuous Audio Playback for All Discover News](https://community.perplexity.ai/t/feature-request-continuous-audio-playback-for-all-discover-news/2635)

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**Author:** [@parsival23](https://community.perplexity.ai/u/parsival23)\
**Replies:** 0\
**Last updated:** [November 15, 2025, 10:13am UTC](https://community.perplexity.ai/t/feature-request-continuous-audio-playback-for-all-discover-news/2635 "2025-11-15T10:13:39Z")

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Hello Perplexity Team, I would like to suggest a new feature for the Discover page: the ability to have all news articles read aloud in a continuous stream, similar to a podcast. Currently, it is only possible to listen…

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## [Factual Incorrectness in the response - Sonar Pro API](https://community.perplexity.ai/t/factual-incorrectness-in-the-response-sonar-pro-api/2627)

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**Author:** [@Harshavardhana\_Anant](https://community.perplexity.ai/u/Harshavardhana_Anant)\
**Replies:** 0\
**Last updated:** [November 14, 2025, 7:27pm UTC](https://community.perplexity.ai/t/factual-incorrectness-in-the-response-sonar-pro-api/2627 "2025-11-14T19:27:57Z")

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:bug: Describe the Bug :bug: Describe the Bug When querying Perplexity about the most recent hailstorm near Krugerville, TX, the model returned a factually incorrect date (November 1) and also produced conflicting answe…

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## [How to register my MCP server for Perplexity to use?](https://community.perplexity.ai/t/how-to-register-my-mcp-server-for-perplexity-to-use/2605)

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**Author:** [@Aubrey](https://community.perplexity.ai/u/Aubrey)\
**Replies:** 1\
**Last updated:** [November 14, 2025, 4:04pm UTC](https://community.perplexity.ai/t/how-to-register-my-mcp-server-for-perplexity-to-use/2605 "2025-11-14T16:04:57Z")

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Hi there, I have an email MCP server that I would like Perplexity to use. I’ve read through the public documentation and there is mention of Perplexity offering or being an MCP that other apps can consume, but I didn’t …

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## [Using Perplexity Labs via API](https://community.perplexity.ai/t/using-perplexity-labs-via-api/2336)

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**Author:** [@Tom\_Kerswill](https://community.perplexity.ai/u/Tom_Kerswill)\
**Replies:** 2\
**Last updated:** [November 12, 2025, 4:17pm UTC](https://community.perplexity.ai/t/using-perplexity-labs-via-api/2336 "2025-11-12T16:17:20Z")

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I love the Perplexity Labs feature - especially the ability to produce documents. Is it possible to select Perplexity Labs when making API calls?

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## [Sonar-deep-search do not completes the answers to the questions and truncates the output](https://community.perplexity.ai/t/sonar-deep-search-do-not-completes-the-answers-to-the-questions-and-truncates-the-output/2574)

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**Author:** [@Dmytro\_Lopatiuk](https://community.perplexity.ai/u/Dmytro_Lopatiuk)\
**Replies:** 0\
**Last updated:** [November 11, 2025, 10:02pm UTC](https://community.perplexity.ai/t/sonar-deep-search-do-not-completes-the-answers-to-the-questions-and-truncates-the-output/2574 "2025-11-11T22:02:09Z")

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I use sonar-deep-research API with promt and json output format. But the API output is not consistent. One output matches the format described (generates the required number of paragraphs and graphs specified in the prom…

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## [Disabling or reducing \<think\>...\</think\> content](https://community.perplexity.ai/t/disabling-or-reducing-think-think-content/2573)

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**Author:** [@Dmytro\_Lopatiuk](https://community.perplexity.ai/u/Dmytro_Lopatiuk)\
**Replies:** 0\
**Last updated:** [November 11, 2025, 8:34pm UTC](https://community.perplexity.ai/t/disabling-or-reducing-think-think-content/2573 "2025-11-11T20:34:52Z")

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Hello, everyone. The question is, is it possible to somehow influence the length of the content returned in think tag, or disable it altogether and not return it in order to get the result of other content faster? I tr…

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## [Perplexity charged $5 (USD) in only 03 requests](https://community.perplexity.ai/t/perplexity-charged-5-usd-in-only-03-requests/2562)

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**Author:** [@Drinkingo](https://community.perplexity.ai/u/Drinkingo)\
**Replies:** 0\
**Last updated:** [November 10, 2025, 11:35pm UTC](https://community.perplexity.ai/t/perplexity-charged-5-usd-in-only-03-requests/2562 "2025-11-10T23:35:26Z")

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Hi all Im using n8n to create an agent and using perplexity as main point for research, but im having a problem every time the agent makes a request or the workflow calls Perplexity node for information on a simple quer…

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## [\[SOLVED\] Search API suddenly stops returning results when using search\_domain\_filter=\["sec.gov"\]](https://community.perplexity.ai/t/solved-search-api-suddenly-stops-returning-results-when-using-search-domain-filter-sec-gov/2511)

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**Author:** [@Douglas\_Faisal](https://community.perplexity.ai/u/Douglas_Faisal)\
**Replies:** 1\
**Last updated:** [November 8, 2025, 2:21am UTC](https://community.perplexity.ai/t/solved-search-api-suddenly-stops-returning-results-when-using-search-domain-filter-sec-gov/2511 "2025-11-08T02:21:07Z")

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:bug: Describe the Bug So around 6-8 hours ago I was still able to retrieve search results when using search\_domain\_filter=\[\`\`sec.gov\`\`\]. However, I recently tested out the API and found empty results. This has been goin…

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## [Text-Map in sidebar (like the code-map in VSCode) + function for tagging text to be shown in another sidebar (like a todo-list)](https://community.perplexity.ai/t/text-map-in-sidebar-like-the-code-map-in-vscode-function-for-tagging-text-to-be-shown-in-another-sidebar-like-a-todo-list/2478)

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**Author:** [@tslomt](https://community.perplexity.ai/u/tslomt)\
**Replies:** 1\
**Last updated:** [November 6, 2025, 4:50pm UTC](https://community.perplexity.ai/t/text-map-in-sidebar-like-the-code-map-in-vscode-function-for-tagging-text-to-be-shown-in-another-sidebar-like-a-todo-list/2478 "2025-11-06T16:50:29Z")

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hi! the longer a chat gets, the harder it is to find specific important points where you need to look something up, for example. I noticed that the individual prompts in a chat are displayed in the upper left corner of t…

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## [Deep Research API - Inconsistent Output Formatting (50% Success Rate)](https://community.perplexity.ai/t/deep-research-api-inconsistent-output-formatting-50-success-rate/2469)

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**Author:** [@Aman\_Singh](https://community.perplexity.ai/u/Aman_Singh)\
**Replies:** 1\
**Last updated:** [November 6, 2025, 4:49pm UTC](https://community.perplexity.ai/t/deep-research-api-inconsistent-output-formatting-50-success-rate/2469 "2025-11-06T16:49:18Z")

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:bug: Describe the Bug Hi Perplexity team, We’re experiencing a critical issue with the Deep Research API that’s significantly impacting our business operations. Issue Description: We use the Deep Research API to rese…

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## [Getting continuously internal server error 500 while calling the sonar api](https://community.perplexity.ai/t/getting-continuously-internal-server-error-500-while-calling-the-sonar-api/2025)

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**Author:** [@Prakhyat\_Bhartiya](https://community.perplexity.ai/u/Prakhyat_Bhartiya)\
**Replies:** 2\
**Last updated:** [November 6, 2025, 10:54am UTC](https://community.perplexity.ai/t/getting-continuously-internal-server-error-500-while-calling-the-sonar-api/2025 "2025-11-06T10:54:37Z")

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Steps to Reproduce class AnswerFormat(BaseModel): title: str url: str date: str summary: str class AnswerList(BaseModel): search\_query: str results: List\[AnswerFormat\] dt = datetime.now() if user\_prompt and sys…

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## [API vs Web Quality Issues](https://community.perplexity.ai/t/api-vs-web-quality-issues/475)

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**Author:** [@Dani\_Syed](https://community.perplexity.ai/u/Dani_Syed)\
**Replies:** 3\
**Last updated:** [November 5, 2025, 10:21am UTC](https://community.perplexity.ai/t/api-vs-web-quality-issues/475 "2025-11-05T10:21:06Z")

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Dear Perplexity Support Team, I have tried reaching out by email and Discord, with unfofrtunately, no success. I’ve been testing the Sonar Pro API and related models (Reasoning Pro, for example) via OpenRouter.ai and \[…

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## [Search before date parameter](https://community.perplexity.ai/t/search-before-date-parameter/2439)

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**Author:** [@Benedikt\_Stroebl](https://community.perplexity.ai/u/Benedikt_Stroebl)\
**Replies:** 1\
**Last updated:** [November 4, 2025, 6:58pm UTC](https://community.perplexity.ai/t/search-before-date-parameter/2439 "2025-11-04T18:58:38Z")

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I am curious whether passing the search\_before\_date to the search api will truly only return cached versions of the pages that do not contain any information past that or whether only the original publication date is con…

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