{
 "meta": {
  "generated": "2026-10-26",
  "systems": 66,
  "features": 40,
  "cells": 2640,
  "values": {
   "yes": 1474,
   "partial": 406,
   "no": 50,
   "not_found": 607,
   "unknown": 103
  },
  "share_unknown": 0.039,
  "share_known": 0.961,
  "not_verified": {
   "secondary": 7,
   "unverified": 0
  },
  "not_verified_rule": "Cells sourced from third-party reporting (secondary) or thinner evidence (unverified) count as present or absent like any other cell. Each pattern states how many of its cells are of those kinds.",
  "reading": "Present means yes or partial. Absent means no (a page says the product does not do it) or searched-and-not-found (the maker's documentation was searched for the feature and nothing was found). Unknown cells are left out of every count; they are never treated as absent.",
  "thresholds": {
   "min_pair_known": 12,
   "min_side": 5,
   "min_neither": 3,
   "together_overlap": 0.8,
   "apart_max_both": 1,
   "implies_max_exceptions": 1,
   "combination_min_systems": 20,
   "ubiquitous_share": 0.85,
   "min_neighbour": 12,
   "rare_max": 3,
   "weak_known_share": 0.6,
   "p_strong": 0.01,
   "p_combination": 0.0001,
   "trend_min_difference": 0.25,
   "trend_max_p": 0.05
  },
  "caveats": [
   "Of the 657 absent cells, 50 are confirmed by a page that says so and 607 are searched-and-not-found. The second kind is weaker: a product can do something its documentation does not mention. Each pattern states how its absences divide.",
   "780 feature pairs were examined, so a few will line up by chance even at 1 in 100. Each pair carries a Fisher exact p-value; a pattern is marked weak when that is above 0.01, when it rests on few systems, or when none of its absences is confirmed.",
   "The systems were chosen by a curator, not sampled, and they are of different kinds (products, libraries, building blocks), so shares describe this set and nothing wider. Many patterns separate kinds of system rather than reveal a rule.",
   "Feature values describe each product as documented on its as-of date. The older-and-newer comparison sets products beside each other as they stand now; it does not show when a feature first appeared.",
   "7 cells rest on third-party reporting or thinner evidence, not the maker's own text. They are counted, and each pattern says how many of its cells are of that kind.",
   "103 of 2640 cells (3.9%) are still unknown, because the documentation could not be read or has not been searched yet."
  ],
  "systems_by_first_release_year": {
   "2018": 1,
   "2019": 2,
   "2021": 1,
   "2022": 4,
   "2023": 11,
   "2024": 14,
   "2025": 23,
   "2026": 10
  },
  "counts": {
   "pairs_together": 83,
   "pairs_apart": 0,
   "implications": 116,
   "combinations": 24,
   "trends": 1,
   "not_weak": {
    "pairs_together": 37,
    "pairs_apart": 0,
    "implications": 32,
    "combinations": 24,
    "trends": 1
   }
  }
 },
 "summary": [
  {
   "question": "Which features are common?",
   "answer": "Most common, among systems with a known value: runs unattended (62 of 64); trace or audit log of actions (61 of 64); programmable by API or SDK (60 of 64); asks before acting (59 of 64); project instruction files (58 of 63); connects to MCP servers (57 of 64). Least common: open agent-to-agent protocol (12 of 63); controls a desktop (28 of 63); opens pull requests (30 of 63); works inside a code editor (34 of 63); developer-defined workflow graph (34 of 63); works from chat apps (35 of 63)."
  },
  {
   "question": "Which combinations recur?",
   "answer": "24 sets of three or four features recur well above chance. The clearest is checkpoints or rollback + compacts long context + models from several providers + runs on local models: 32 of the 62 systems with all of them known have every one, where about 14.1 would if the features were unrelated. The next is scheduled or recurring runs + starts from external events + works from chat apps + team and admin controls (26 of 63; about 8.3 expected). As pairs, 37 go together reliably; the tightest is runs shell commands with reads and edits files (49 have both, 6 only one, 8 neither)."
  },
  {
   "question": "Is any feature exclusive of another?",
   "answer": "No feature excludes another. Among features that at least five systems have, no pair is held by separate sets of systems. The pair that overlaps least is open agent-to-agent protocol (12 systems) and opens pull requests (30): 4 systems have both, which is 33% of the smaller group. Dependence runs one way more often than exclusion: in 32 cases a feature comes almost only with another, for example runs on local models with bring your own API key (38 of 38 systems; 14 have the second without the first)."
  }
 ],
 "prevalence": [
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   "feature": "plan_mode",
   "overall": {
    "yes": 30,
    "partial": 11,
    "no": 5,
    "not_found": 17,
    "unknown": 3,
    "known": 63,
    "present": 41,
    "absent": 22,
    "share_present": 0.651
   },
   "by_category": {
    "coding-agent": {
     "yes": 22,
     "partial": 2,
     "no": 2,
     "not_found": 0,
     "unknown": 0,
     "known": 26,
     "present": 24,
     "absent": 2,
     "share_present": 0.923
    },
    "computer-use-agent": {
     "yes": 0,
     "partial": 1,
     "no": 0,
     "not_found": 2,
     "unknown": 1,
     "known": 3,
     "present": 1,
     "absent": 2,
     "share_present": 0.333
    },
    "framework": {
     "yes": 4,
     "partial": 6,
     "no": 3,
     "not_found": 5,
     "unknown": 0,
     "known": 18,
     "present": 10,
     "absent": 8,
     "share_present": 0.556
    },
    "general-assistant": {
     "yes": 2,
     "partial": 2,
     "no": 0,
     "not_found": 4,
     "unknown": 1,
     "known": 8,
     "present": 4,
     "absent": 4,
     "share_present": 0.5
    },
    "research-agent": {
     "yes": 1,
     "partial": 0,
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    },
    "workflow-automation": {
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     "known": 7,
     "present": 1,
     "absent": 6,
     "share_present": 0.143
    }
   },
   "weak": false,
   "why_weak": ""
  },
  {
   "feature": "unattended_run",
   "overall": {
    "yes": 62,
    "partial": 0,
    "no": 0,
    "not_found": 2,
    "unknown": 2,
    "known": 64,
    "present": 62,
    "absent": 2,
    "share_present": 0.969
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   "by_category": {
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     "yes": 26,
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     "known": 26,
     "present": 26,
     "absent": 0,
     "share_present": 1.0
    },
    "computer-use-agent": {
     "yes": 3,
     "partial": 0,
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     "known": 3,
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     "absent": 0,
     "share_present": 1.0
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     "partial": 0,
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     "unknown": 0,
     "known": 18,
     "present": 17,
     "absent": 1,
     "share_present": 0.944
    },
    "general-assistant": {
     "yes": 8,
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     "share_present": 0.857
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   },
   "weak": false,
   "why_weak": ""
  },
  {
   "feature": "background_tasks",
   "overall": {
    "yes": 39,
    "partial": 11,
    "no": 0,
    "not_found": 14,
    "unknown": 2,
    "known": 64,
    "present": 50,
    "absent": 14,
    "share_present": 0.781
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   "by_category": {
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     "yes": 17,
     "partial": 4,
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     "known": 26,
     "present": 21,
     "absent": 5,
     "share_present": 0.808
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    "computer-use-agent": {
     "yes": 1,
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     "present": 1,
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     "share_present": 0.333
    },
    "framework": {
     "yes": 5,
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     "no": 0,
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     "known": 18,
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     "share_present": 0.667
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    "general-assistant": {
     "yes": 8,
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     "share_present": 0.857
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   },
   "weak": false,
   "why_weak": ""
  },
  {
   "feature": "self_verification",
   "overall": {
    "yes": 13,
    "partial": 30,
    "no": 0,
    "not_found": 20,
    "unknown": 3,
    "known": 63,
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    "share_present": 0.683
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   "by_category": {
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     "yes": 10,
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     "known": 26,
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     "absent": 4,
     "share_present": 0.846
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    "computer-use-agent": {
     "yes": 0,
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    "general-assistant": {
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     "share_present": 0.429
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   },
   "weak": false,
   "why_weak": ""
  },
  {
   "feature": "checkpoints",
   "overall": {
    "yes": 35,
    "partial": 6,
    "no": 0,
    "not_found": 22,
    "unknown": 3,
    "known": 63,
    "present": 41,
    "absent": 22,
    "share_present": 0.651
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   "by_category": {
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    "computer-use-agent": {
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   "weak": false,
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   "feature": "shell_exec",
   "overall": {
    "yes": 45,
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   },
   "weak": false,
   "why_weak": ""
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  {
   "feature": "file_edit",
   "overall": {
    "yes": 47,
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   "weak": false,
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   "feature": "sandbox",
   "overall": {
    "yes": 40,
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   "weak": false,
   "why_weak": ""
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   "weak": false,
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