{
 "spxi_instrument": {
  "method": "0.9",
  "name": "Capture Registry (longitudinal observation)",
  "level": 0,
  "level_name": "Measurement",
  "url": "https://www.spxi.dev/methods/#m-0-9",
  "inventory": "https://www.spxi.dev/methods/",
  "statement": "SPXI instrument: method 0.9 of 87, level 0 (Measurement), Capture Registry (longitudinal observation).",
  "also": []
 },
 "slug": "codesota-aio-20261029",
 "date": "2026-10-29",
 "surface": "Google AI Overview",
 "surface_basis": "Operator default of 2026-10-01 (runs begin in the Overview unless he says AI Mode); the 'AI Mode Conversation' paste is the Overview expanded (operator, 2026-10-18).",
 "surfaces": [
  "Google AI Overview"
 ],
 "auth": "signed out, incognito",
 "auth_basis": "Operator default of 2026-10-14.",
 "ev": "paste",
 "mt": "CODESOTA ON THE OVERVIEW — 'ONE ROUTING LAYER FOR AI TASKS', FROM ITS HOMEPAGE; THE SUCCESSION CLAIM TO PAPERS WITH CODE UNSAID",
 "match": "BROAD MATCH",
 "match_note": null,
 "s": "Machine Reception",
 "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.",
 "cites": 1,
 "cite_list": [
  {
   "n": 1,
   "site": "Codesota",
   "rel": "third_party",
   "url": null,
   "title": "CodeSOTA — One Routing Layer for AI Tasks",
   "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...",
   "note": null
  }
 ],
 "archive_controlled_cites": 0,
 "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_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_class": "CAPTURE-TIME VERBATIM RECORD — paste of the expanded Overview with its source cards",
 "transcript_complete": "complete as supplied",
 "transcript_read": "READ IN FULL 2026-10-29",
 "per": 0.5,
 "per_corrected": null,
 "per_v": {
  "author": false,
  "inst": true,
  "id": false,
  "src": true
 },
 "per_note": "CodeSOTA named; no person (the record: Kacper Wikiel, Fabryka AI); the homepage cited.",
 "availability": null,
 "per_dim": null,
 "per_dim_v1_0": null,
 "sf": null,
 "sf_derived": null,
 "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.",
 "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.",
 "d_truncated": false,
 "links": [
  {
   "url": "https://www.alexanarch.org/captures/codesota-aio-20261029/",
   "authority": "canonical",
   "note": "the capture's own record page; cite this form"
  },
  {
   "url": "https://www.alexanarch.org/captures/#codesota-aio-20261029",
   "authority": "gallery",
   "note": "the canonical gallery, anchored by slug"
  },
  {
   "url": "https://www.godkinggoogle.com/captures/#codesota-aio-20261029",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  },
  {
   "url": "https://www.leesharks.com/captures/#codesota-aio-20261029",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  },
  {
   "url": "https://www.machinemediation.org/captures/#codesota-aio-20261029",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  }
 ],
 "imgs": [],
 "img_urls": [],
 "cite": "https://www.alexanarch.org/captures/codesota-aio-20261029/",
 "citable_unit": "address — the exact issued string on one surface, per the Surface Rule (MANUS, 2026-08-15)",
 "addr_id": "ADDR-e42b2275bc5a",
 "obs_id": "OBS-df84f10ecc75",
 "n_observations": 1,
 "observations": [],
 "dates": [
  "2026-10-29"
 ],
 "defects": [],
 "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."
 ],
 "series": null,
 "other_slugs": null,
 "collisions": null,
 "oq": null,
 "rounds": null,
 "turns": 1,
 "rerun": null,
 "rerun_alt": null,
 "heteronym": null,
 "model_attribution": null,
 "operator_disclosure": null,
 "longitudinal_priors": null,
 "longitudinal_successors": null,
 "related_deposits": [],
 "intended": null,
 "originator": {
  "name": "Kacper Wikiel, 'By Fabryka AI' (Warsaw)",
  "relation": "external",
  "entity_type": "service",
  "spxi_treatment": "partial",
  "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."
 },
 "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'."
 },
 "notice": null,
 "axn_root": "AXN:0AAB.CAPTURE",
 "axn": "AXN:0AAB.CAPTURE.🕗📖⭕♠️↖️🎻",
 "record_url": "https://www.alexanarch.org/captures/codesota-aio-20261029/"
}