{"address":{"q":"codesota","record":"codesota-aio-20261029"},"analysis":{"analysis":"CodeSOTA's homepage composes a routing product; its Papers with Code pages compose a successor. The capture shows the record had taken the entity's side door for its front.","d":"CODESOTA, BY NAME, ON GOOGLE'S AI OVERVIEW, SIGNED OUT, 2026-10-29: 'a unified routing layer and common API for artificial intelligence tasks spanning code, text, documents, speech, and vision'; model selection by benchmark observations and Pareto frontiers, an execution API, versioned recipes and fallbacks; task families for documents, speech and coding. One card: the homepage.","d_full":"CODESOTA, BY NAME, ON GOOGLE'S AI OVERVIEW, SIGNED OUT, 2026-10-29: 'a unified routing layer and common API for artificial intelligence tasks spanning code, text, documents, speech, and vision'; model selection by benchmark observations and Pareto frontiers, an execution API, versioned recipes and fallbacks; task families for documents, speech and coding. One card: the homepage.","findings":["THE HOMEPAGE'S ENTITY. The homepage's title is 'CodeSOTA — One Routing Layer for AI Tasks' and it mentions Papers with Code only in a footer link (read 2026-10-29). The composition is its homepage.","THE RECORD BUILT FROM ANOTHER DOOR. The record was read from codesota.com/papers-with-code, where it calls itself 'the v2 replacement for what PWC did'; the record's kernel led with that. The entity presents two faces at two addresses, and the record is corrected to give the homepage's first. Checked 2026-10-29 against the MMRS meta-aggregator record of 2026-10-28 and the entity's own pages, re-read the same day."],"match":"BROAD MATCH","mt":"CODESOTA ON THE OVERVIEW — 'ONE ROUTING LAYER FOR AI TASKS', FROM ITS HOMEPAGE; THE SUCCESSION CLAIM TO PAPERS WITH CODE UNSAID","notes":{"prompts":"One query. Sent by the operator on 2026-10-29 with nineteen others, one per entity of the MMRS meta-aggregator, at his offer to run them: 'ill run captures if you want, just list the semantic addresses'."},"originator":{"basis":"Not the archive's: CodeSOTA, run by Kacper Wikiel, 'By Fabryka AI' (Warsaw). Formalized by the MMRS meta-aggregator record of 2026-10-28 (https://www.machinemediation.org/aggregators/codesota/), editor Lee Sharks; the record's fields are read from the entity's own pages with source and basis. Recorded 2026-10-29.","entity_type":"service","name":"Kacper Wikiel, 'By Fabryka AI' (Warsaw)","relation":"external","spxi_treatment":"partial"},"reading":"The innocent reading first. The Overview describes CodeSOTA as its homepage does: a service that compares models for a task and routes work to them through one API."},"measures":{"archive_controlled_cites":0,"cite_list":[{"n":1,"note":null,"rel":"third_party","site":"Codesota","snip":"Overview: CodeSOTA is a unified routing layer and common API for AI tasks across code, text, documents, speech, and vision. Core Features: Model selection via b...","title":"CodeSOTA — One Routing Layer for AI Tasks","url":null}],"cites":1,"per":0.5,"per_note":"CodeSOTA named; no person (the record: Kacper Wikiel, Fabryka AI); the homepage cited.","per_v":{"author":false,"id":false,"inst":true,"src":true}},"observation":{"auth":"signed out, incognito","date":"2026-10-29","ev":"paste","q":"codesota","q_kind":"the name of an entity of the MMRS meta-aggregator (CodeSOTA; record https://www.machinemediation.org/aggregators/codesota/, compiled 2026-10-28), run at the operator's offer on 2026-10-29 to supply the composition layer's account of the entity for its record and its /non row. A baseline: the record landed on machinemediation.org the same night (commit 8997e28) and no card cites it. NEW address.","s":"Machine Reception","surface":"Google AI Overview","transcript":"[Google AI Overview at the query, signed out and incognito (operator defaults of 2026-10-01 and 2026-10-14), 2026-10-29. The paste is the Overview expanded (the 'AI Mode Conversation' view, with the source cards that follow the answer); the 'You said' line carries the query twice, run together, and is given once here. Inline links are Google redirect URLs, kept as pasted. The closing disclaimer cut.]\n\n[QUERENT] codesota\n\n[SYSTEM] [CodeSOTA](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ) is a unified routing layer and common API for artificial intelligence tasks spanning code, text, documents, speech, and vision. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\nCore Features\n\n* Model Selection: Compares quality, latency, and cost using benchmark observations and Pareto frontier comparisons. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n* Unified Execution API: Provides execution for code and text, with planned support for documents, speech, and vision. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n* Infrastructure Tools: Offers versioned recipes, automatic fallbacks, and usage accounting. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n\nSupported Task Families\n\n* Documents: OCR, handwriting recognition, invoice processing, and parsing.\n* Speech: Transcription, text-to-speech, and realtime voice.\n* Coding: Code generation, repair, and AI agents. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n\nWould you like to know more about how CodeSOTA compares specific AI models or how to integrate its API into your workflow?\nCodesota\nCodeSOTA — One Routing Layer for AI Tasks\nOverview: CodeSOTA is a unified routing layer and common API for AI tasks across code, text, documents, speech, and vision. Core Features: Model selection via b...","transcript_class":"CAPTURE-TIME VERBATIM RECORD — paste of the expanded Overview with its source cards","transcript_complete":"complete as supplied","transcript_raw":"[CodeSOTA](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ) is a unified routing layer and common API for artificial intelligence tasks spanning code, text, documents, speech, and vision. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\nCore Features\n\n* Model Selection: Compares quality, latency, and cost using benchmark observations and Pareto frontier comparisons. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n* Unified Execution API: Provides execution for code and text, with planned support for documents, speech, and vision. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n* Infrastructure Tools: Offers versioned recipes, automatic fallbacks, and usage accounting. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n\nSupported Task Families\n\n* Documents: OCR, handwriting recognition, invoice processing, and parsing.\n* Speech: Transcription, text-to-speech, and realtime voice.\n* Coding: Code generation, repair, and AI agents. [[1](https://www.google.com/goto?url=CAESUQHrOzAVjHz-vJRiObkBAlqOl843CMhqhMeD-ASdxZDCsiJ7FfFve4awbKnD7lffFJlWkCmkfd6yxw7AT6PowqHttCewwSjzbhVNQR0fHF6JKQ)]\n\nWould you like to know more about how CodeSOTA compares specific AI models or how to integrate its API into your workflow?\nCodesota\nCodeSOTA — One Routing Layer for AI Tasks\nOverview: CodeSOTA is a unified routing layer and common API for AI tasks across code, text, documents, speech, and vision. Core Features: Model selection via b...","transcript_read":"READ IN FULL 2026-10-29","turns":1},"slug":"codesota-aio-20261029"}