{
  "generatedAt": "2026-10-22T05:18:18Z",
  "disclaimer": "Analysis and opinion, not investment advice.",
  "slug": "how-fast-do-habits-break",
  "question": "How fast do habits break?",
  "title": "Can agents break the habit?",
  "headline": "Can agents break the habit?",
  "url": "https://deepstack.ltd/questions/how-fast-do-habits-break/",
  "api": "https://deepstack.ltd/api/v1/questions/how-fast-do-habits-break.json",
  "aliases": [],
  "parts": [
    {
      "part": 9,
      "headline": "Habit Was the Moat. Agents Are Draining It.",
      "question": "How fast do habits break?",
      "url": "https://deepstack.ltd/stories/habit-was-the-moat/",
      "api": "https://deepstack.ltd/api/v1/stories/habit-was-the-moat.json",
      "sidesUrl": "https://deepstack.ltd/sides/habit-was-the-moat/",
      "call": {
        "tone": "split",
        "toneLabel": "Split",
        "stance": "Sell habit, buy the rails",
        "line": "Agents will drain weak consumer habits first. Back the rails (trust, records, distribution, compute), not the forgotten subscription.",
        "conviction": 3,
        "convictionLabel": "Moderate",
        "actions": [
          "Flag businesses that live on inertia: forgotten subscriptions, commodity brands, ad-funded marketplaces.",
          "Favor owners of trust, regulation, systems of record, distribution and compute.",
          "Judge agent launches on retained users, transactions and fees, never on downloads."
        ],
        "flips": [
          "Meta reports agent downloads without retained users, transaction volume or fees.",
          "The first tax season with agents shows households still paying Intuit for certainty."
        ],
        "side": "Eighteen months, or less",
        "against": {
          "name": "Le Shrub",
          "entity": "https://deepstack.ltd/people/le-shrub/",
          "claim": "Le Shrub questions whether Meta's Muse AI agent becoming popular so quickly is a big negative for OpenAI and Anthropic.",
          "date": "2026-09-22",
          "url": "https://www.shrubstack.com/p/uncomfortable-truths",
          "access": "public",
          "answers": "Andrew Walker",
          "relation": "contradicts",
          "dimension": "evidence"
        },
        "version": 2,
        "updatedOn": "2026-10-09",
        "history": [
          {
            "version": 1,
            "date": "2026-10-03",
            "stance": "Sell habit, buy the rails",
            "tone": "split",
            "toneLabel": "Split",
            "conviction": 3,
            "convictionLabel": "Moderate",
            "line": "Agents will drain weak consumer habits first. Back the rails (trust, records, distribution, compute), not the forgotten subscription.",
            "reason": "First call, as published with the story. The conviction, the actions and the flips were set down for the site on October 7, 2026.",
            "by": "DeepStack"
          },
          {
            "version": 2,
            "date": "2026-10-09",
            "stance": "Sell habit, buy the rails",
            "tone": "split",
            "toneLabel": "Split",
            "conviction": 3,
            "convictionLabel": "Moderate",
            "line": "Agents will drain weak consumer habits first. Back the rails (trust, records, distribution, compute), not the forgotten subscription.",
            "side": "Eighteen months, or less",
            "reason": "Side named by the owner.",
            "by": "Marco Cauduro"
          }
        ],
        "nextTest": {
          "id": "p09-t01",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "Late October",
          "whenLabel": "Oct 21, 2026",
          "date": "2026-10-21",
          "precision": "day",
          "event": "Meta reports its September quarter; users, transaction volume and fees would show whether downloads are becoming a business.",
          "status": "pending",
          "resultId": null,
          "sameAs": null,
          "stage": "pre",
          "callExpects": "yes",
          "callExpectsBy": "Marco Cauduro",
          "callExpectsAt": "2026-10-10T17:40:22Z",
          "callProbability": 55,
          "callProbabilityAt": "2026-10-11T19:37:45Z",
          "callProbabilityHistory": [],
          "source": {
            "kind": "fmp-earnings",
            "ref": "Company earnings calendar, date via Financial Modeling Prep",
            "url": null
          },
          "resolver": {
            "kind": "earnings",
            "symbol": "META",
            "rule": "Read the release, the slides and the call transcript on Meta's investor-relations site. The answer is yes if they state a count of monthly or weekly Muse users, a transaction volume, or a figure for fee revenue or recurring revenue from Muse; no if they give download or install counts alone, or no Muse figure.",
            "question": "Did Meta's September-quarter release, slides or earnings call state a number of users, a transaction volume or a fee revenue for Muse, beyond download or install counts?",
            "source": {
              "label": "Meta investor relations, third-quarter 2026 results",
              "url": "https://investor.atmeta.com/"
            },
            "ambiguity": "If Meta reports after November 30, 2026, or restates the quarter, the test is inconclusive, and the Result says what was read and what was missing.",
            "specState": "approved",
            "specVersion": 2,
            "specUpdatedOn": "2026-10-12",
            "specHistory": [
              {
                "version": 1,
                "date": "2026-10-09",
                "reason": "First specification.",
                "by": "Marco Cauduro"
              },
              {
                "version": 2,
                "date": "2026-10-12",
                "reason": "Vocabulary pass of 12 October 2026: the rule says what makes the answer yes and what makes it no, and DeepStack's reading replaces the owner's.",
                "by": "Marco Cauduro"
              }
            ],
            "callExpects": "yes"
          },
          "url": "https://deepstack.ltd/docket/#test-p09-t01",
          "storyUrl": "https://deepstack.ltd/stories/habit-was-the-moat/#watch",
          "resultUrl": null
        },
        "url": "https://deepstack.ltd/stories/habit-was-the-moat/#verdict"
      },
      "sides": [
        {
          "id": "eighteen-months",
          "label": "Eighteen months, or less",
          "voices": [
            {
              "name": "Andrew Walker",
              "entity": "https://deepstack.ltd/people/andrew-walker/",
              "claim": "Faced with two extreme camps on consumer AI agents (that they are massively overhyped versus that every consumer-facing company is a short because agents will eat their margins), Andrew Walker says both are too extreme but if forced to pick, they…",
              "date": "2026-09-28",
              "url": "https://www.yetanothervalueblog.com/p/before-you-fade-muse-use-it-for-72",
              "access": "public"
            },
            {
              "name": "Andrew Walker",
              "entity": "https://deepstack.ltd/people/andrew-walker/",
              "claim": "AI agents make price-shopping and replacing skilled workers (e.g., using AI to edit a podcast instead of a consultant) easy, and if saving money is the core consumer use case for AI, this could have a deflationary impact on the consumer economy at…",
              "date": "2026-09-21",
              "url": "https://www.yetanothervalueblog.com/p/if-muse-is-buying-your-running-shoes",
              "access": "public"
            },
            {
              "name": "Tae Kim",
              "entity": "https://deepstack.ltd/people/tae-kim/",
              "claim": "As computer tool use rises, AI compute demand will explode just as it did when agentic coding took off, when reasoning models ramped, and when AI chatbots were first released.",
              "date": "2026-09-07",
              "url": null,
              "access": "public"
            },
            {
              "name": "Tae Kim",
              "entity": "https://deepstack.ltd/people/tae-kim/",
              "claim": "Having used Muse over the past week, Tae Kim found problems in the quality and accuracy of its responses and found it hard to choose it over ChatGPT, and suspects others will feel the same way.",
              "date": "2026-09-22",
              "url": "https://taekim.substack.com/p/metas-muse-is-no-sure-thing",
              "access": "paid"
            },
            {
              "name": "Ren",
              "entity": "https://deepstack.ltd/people/ren/",
              "claim": "Once an AI moves from surfacing a link to researching, deciding, executing and paying, it inserts itself between the customer and the business, potentially capturing an unusually valuable piece of the internet's discovery and transaction funnel.",
              "date": "2026-09-25",
              "url": "https://renstocks.substack.com/p/meta-muse-ai-is-done-answering-questions",
              "access": "paid"
            },
            {
              "name": "Ren",
              "entity": "https://deepstack.ltd/people/ren/",
              "claim": "The unit of interaction is shifting from the prompt to the objective: instead of a chatbot loop of question-and-answer, Muse takes a goal, plans, executes, and only interrupts the user at decisions it isn't allowed to make alone.",
              "date": "2026-09-25",
              "url": "https://renstocks.substack.com/p/meta-muse-ai-is-done-answering-questions",
              "access": "paid"
            }
          ],
          "against": {
            "name": "Le Shrub",
            "entity": "https://deepstack.ltd/people/le-shrub/",
            "claim": "Le Shrub questions whether Meta's Muse AI agent becoming popular so quickly is a big negative for OpenAI and Anthropic.",
            "date": "2026-09-22",
            "url": "https://www.shrubstack.com/p/uncomfortable-truths",
            "access": "public",
            "answers": "Andrew Walker",
            "relation": "contradicts",
            "dimension": "evidence"
          }
        },
        {
          "id": "still-a-demo",
          "label": "Still a demo",
          "voices": [
            {
              "name": "Moses Sternstein",
              "entity": "https://deepstack.ltd/people/moses-sternstein/",
              "claim": "The data suggests that, for now, the story is 'App-Slop': AI has produced many more apps, but they are not successful apps in any meaningful sense.",
              "date": "2026-09-18",
              "url": "https://www.a16z.news/p/charts-of-the-week-so-many-apps-so",
              "access": "public"
            },
            {
              "name": "Moses Sternstein",
              "entity": "https://deepstack.ltd/people/moses-sternstein/",
              "claim": "Paid consumer AI adoption remains quite low even though it is growing, per Consumer Edge data showing roughly 3% adoption as of Q1, with younger people adopting at about 4x the rate of older people.",
              "date": "2026-09-18",
              "url": "https://www.a16z.news/p/charts-of-the-week-so-many-apps-so",
              "access": "public"
            },
            {
              "name": "David George",
              "entity": "https://deepstack.ltd/people/david-george/",
              "claim": "The creators argue OpenAI will prevail not because of best models, chips, cost-performance curve or even best product — though they think OpenAI has those — but because it is so good at creating new kinds of customers and has the most durable…",
              "date": "2026-09-28",
              "url": "https://www.a16z.news/p/openai-understands-something-important",
              "access": "public"
            },
            {
              "name": "David George",
              "entity": "https://deepstack.ltd/people/david-george/",
              "claim": "As of September 2026, the creators say intelligence-as-a-service product rankings are no longer the most important question; intelligence is everywhere and nearly anyone can do nearly anything, yet most people aren't yet, so awakening new behavior…",
              "date": "2026-09-28",
              "url": "https://www.a16z.news/p/openai-understands-something-important",
              "access": "public"
            },
            {
              "name": "Michael Spencer",
              "entity": "https://deepstack.ltd/people/michael-spencer/",
              "claim": "Michael Spencer is not confident about Muse's odds of success, citing that only Anthropic has shown how to scale ARR so far in this Generative AI cycle, that the ratio of app downloads to actual users seems fairly low and suspicious, and that Meta…",
              "date": "2026-09-29",
              "url": "https://www.ai-supremacy.com/p/the-era-of-personal-super-intelligent-agents-muse-2026",
              "access": "public"
            },
            {
              "name": "Michael Spencer",
              "entity": "https://deepstack.ltd/people/michael-spencer/",
              "claim": "Generative AI's impact on the macro economy and labor market is a serious concern: higher inflation, less hiring, more anxiety, and a lack of ROI compared to the debt, capex and resulting AI bubble, with higher earnings masking dangerous…",
              "date": "2026-09-08",
              "url": "https://www.ai-supremacy.com/p/gpt-6-astra-hugging-face-incident-2026-review",
              "access": "paid"
            }
          ],
          "against": {
            "name": "Le Shrub",
            "entity": "https://deepstack.ltd/people/le-shrub/",
            "claim": "Le Shrub says that, like an everyday 'normie', they want something simple and non-geeky for daily tasks rather than a highly advanced model that solves difficult math problems, implying simpler consumer AI tools like Muse may win out over more…",
            "date": "2026-09-22",
            "url": "https://www.shrubstack.com/p/uncomfortable-truths",
            "access": "public",
            "answers": "Michael Spencer",
            "relation": "contradicts",
            "dimension": "evidence"
          }
        },
        {
          "id": "crossing",
          "label": "Voices that cross sides",
          "voices": [
            {
              "name": "Andrew Walker",
              "entity": "https://deepstack.ltd/people/andrew-walker/",
              "claim": "Andrew Walker says they cannot watch how easy Muse is to use and how fast its downloads have taken off and conclude it won't have a big impact on the consumer economy.",
              "date": "2026-09-28",
              "url": "https://www.yetanothervalueblog.com/p/before-you-fade-muse-use-it-for-72",
              "access": "public"
            },
            {
              "name": "Andrew Walker",
              "entity": "https://deepstack.ltd/people/andrew-walker/",
              "claim": "Andrew Walker suggests that Muse acting as a layer that decides where consumer spend goes is a massive threat and opportunity for retailers, noting as evidence that Amazon banned Muse.",
              "date": "2026-09-28",
              "url": "https://www.yetanothervalueblog.com/p/before-you-fade-muse-use-it-for-72",
              "access": "public"
            },
            {
              "name": "Tae Kim",
              "entity": "https://deepstack.ltd/people/tae-kim/",
              "claim": "On the owner of the agent and on the rails beneath it.",
              "date": null,
              "url": "https://taekim.substack.com/p/metas-muse-is-no-sure-thing",
              "access": "public"
            }
          ],
          "against": null
        }
      ],
      "crossings": [
        {
          "from": "Moses Sternstein",
          "to": "David George",
          "relation": "qualifies",
          "dimension": "mechanism",
          "note": "Moses Sternstein qualifies David George on mechanism."
        },
        {
          "from": "Tae Kim",
          "to": "David George",
          "relation": "qualifies",
          "dimension": "evidence",
          "note": "Tae Kim qualifies David George on evidence."
        },
        {
          "from": "David George",
          "to": "Tae Kim",
          "relation": "qualifies",
          "dimension": "evidence",
          "note": "David George qualifies Tae Kim on evidence."
        },
        {
          "from": "Stephen Clapham",
          "to": "Tae Kim",
          "relation": "contradicts",
          "dimension": "evidence",
          "note": "Stephen Clapham contradicts Tae Kim on evidence."
        },
        {
          "from": "Stephen Clapham",
          "to": "Andrew Walker",
          "relation": "contradicts",
          "dimension": "evidence",
          "note": "Stephen Clapham contradicts Andrew Walker on evidence."
        },
        {
          "from": "Tae Kim",
          "to": "Stephen Clapham",
          "relation": "contradicts",
          "dimension": "mechanism",
          "note": "Tae Kim contradicts Stephen Clapham on mechanism."
        },
        {
          "from": "Alex Immerman",
          "to": "Ren",
          "relation": "qualifies",
          "dimension": "condition",
          "note": "Alex Immerman qualifies Ren on condition."
        }
      ],
      "notes": [
        {
          "label": "The software split: same squeeze, three readings",
          "text": "Dead money (Eisman): $256B of software buyouts in 2021, up to 64% debt. Moats AI cannot erode (Market Sentiment, Dominguez): data, distribution, system of record. From the seat to the outcome (Folloni, Yadav): paid per resolved ticket, not per seat."
        }
      ],
      "tests": [
        {
          "id": "p09-t01",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "Late October",
          "whenLabel": "Oct 21, 2026",
          "date": "2026-10-21",
          "precision": "day",
          "event": "Meta reports its September quarter; users, transaction volume and fees would show whether downloads are becoming a business.",
          "status": "pending",
          "resultId": null,
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          "callExpects": "yes",
          "callExpectsBy": "Marco Cauduro",
          "callExpectsAt": "2026-10-10T17:40:22Z",
          "callProbability": 55,
          "callProbabilityAt": "2026-10-11T19:37:45Z",
          "callProbabilityHistory": [],
          "source": {
            "kind": "fmp-earnings",
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            "url": null
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          "resolver": {
            "kind": "earnings",
            "symbol": "META",
            "rule": "Read the release, the slides and the call transcript on Meta's investor-relations site. The answer is yes if they state a count of monthly or weekly Muse users, a transaction volume, or a figure for fee revenue or recurring revenue from Muse; no if they give download or install counts alone, or no Muse figure.",
            "question": "Did Meta's September-quarter release, slides or earnings call state a number of users, a transaction volume or a fee revenue for Muse, beyond download or install counts?",
            "source": {
              "label": "Meta investor relations, third-quarter 2026 results",
              "url": "https://investor.atmeta.com/"
            },
            "ambiguity": "If Meta reports after November 30, 2026, or restates the quarter, the test is inconclusive, and the Result says what was read and what was missing.",
            "specState": "approved",
            "specVersion": 2,
            "specUpdatedOn": "2026-10-12",
            "specHistory": [
              {
                "version": 1,
                "date": "2026-10-09",
                "reason": "First specification.",
                "by": "Marco Cauduro"
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              {
                "version": 2,
                "date": "2026-10-12",
                "reason": "Vocabulary pass of 12 October 2026: the rule says what makes the answer yes and what makes it no, and DeepStack's reading replaces the owner's.",
                "by": "Marco Cauduro"
              }
            ],
            "callExpects": "yes"
          },
          "url": "https://deepstack.ltd/docket/#test-p09-t01",
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          "resultUrl": null
        },
        {
          "id": "p09-t02",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "Early November",
          "whenLabel": "Nov 3, 2026",
          "date": "2026-11-03",
          "precision": "day",
          "event": "Booking reports room nights and direct mix; the result tests whether the agent or the incumbent owns the booking.",
          "status": "pending",
          "resultId": null,
          "sameAs": null,
          "stage": "pre",
          "callExpects": "no",
          "callExpectsBy": "Marco Cauduro",
          "callExpectsAt": "2026-10-10T17:40:22Z",
          "callProbability": 40,
          "callProbabilityAt": "2026-10-20T03:42:08Z",
          "callProbabilityHistory": [
            {
              "value": 65,
              "at": "2026-10-11T19:37:45Z",
              "replacedAt": "2026-10-20T03:42:08Z",
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              "by": "Marco Cauduro"
            }
          ],
          "source": {
            "kind": "fmp-earnings",
            "ref": "Company earnings calendar, date via Financial Modeling Prep",
            "url": null
          },
          "resolver": {
            "kind": "earnings",
            "symbol": "BKNG",
            "rule": "Read room nights and the direct mix from the release and the call. The answer is yes if room nights are above the year-earlier quarter and the direct share is at or above the year-earlier share; no if either declined.",
            "question": "Did Booking Holdings report September-quarter room nights above the September quarter of 2025, with a direct-channel share of bookings no lower than the share it reported a year earlier?",
            "source": {
              "label": "Booking Holdings investor relations, third-quarter 2026 results",
              "url": "https://ir.bookingholdings.com/"
            },
            "ambiguity": "If Booking gives no direct-mix figure for the quarter, or reports after November 30, 2026, the test is inconclusive, and the Result says what was read and what was missing.",
            "specState": "approved",
            "specVersion": 2,
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            "specHistory": [
              {
                "version": 1,
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              {
                "version": 2,
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                "reason": "Vocabulary pass of 12 October 2026: the rule says what makes the answer yes and what makes it no, and DeepStack's reading replaces the owner's.",
                "by": "Marco Cauduro"
              }
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            "callExpects": "no"
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          "url": "https://deepstack.ltd/docket/#test-p09-t02",
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          "resultUrl": null
        },
        {
          "id": "p09-t03",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "Nov 16-17",
          "whenLabel": "Nov 16, 2026",
          "date": "2026-11-16",
          "precision": "day",
          "event": "Nike holds its investor day; margin targets and demand plans show how much selling still assumes human choice.",
          "status": "pending",
          "resultId": null,
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          "callProbability": 60,
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          "callProbabilityHistory": [],
          "source": {
            "kind": "story",
            "ref": "watchlist[2].date",
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            "kind": "manual",
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            "question": "Did Nike, in the materials published for its investor day of November 16 and 17, 2026, state a numerical operating-margin or gross-margin target for a fiscal year beyond fiscal 2027?",
            "source": {
              "label": "Nike investor relations, investor day presentation and press release",
              "url": "https://investors.nike.com/"
            },
            "ambiguity": "If the investor day is postponed past November 30, 2026, or the materials are not public, the test is inconclusive, and the Result says what was read and what was missing.",
            "specState": "approved",
            "specVersion": 2,
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            "specHistory": [
              {
                "version": 1,
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              {
                "version": 2,
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            ],
            "callExpects": "either"
          },
          "url": "https://deepstack.ltd/docket/#test-p09-t03",
          "storyUrl": "https://deepstack.ltd/stories/habit-was-the-moat/#watch",
          "resultUrl": null
        },
        {
          "id": "p09-t04",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "January-April",
          "whenLabel": "Jan 1, 2027",
          "date": "2027-01-01",
          "precision": "window",
          "event": "The first tax season with agents tests whether households still pay Intuit for certainty or ask an agent.",
          "status": "pending",
          "resultId": null,
          "sameAs": null,
          "stage": "open",
          "callExpects": null,
          "callExpectsBy": null,
          "callExpectsAt": null,
          "callProbability": null,
          "callProbabilityAt": null,
          "callProbabilityHistory": [],
          "source": {
            "kind": "label",
            "ref": "January-April",
            "url": null
          },
          "resolver": {
            "kind": "manual",
            "rule": "",
            "question": "",
            "source": null,
            "ambiguity": "",
            "specState": "pending"
          },
          "url": "https://deepstack.ltd/docket/#test-p09-t04",
          "storyUrl": "https://deepstack.ltd/stories/habit-was-the-moat/#watch",
          "resultUrl": null
        },
        {
          "id": "p09-t05",
          "part": 9,
          "slug": "habit-was-the-moat",
          "when": "Amazon standoff",
          "whenLabel": "Amazon standoff",
          "date": null,
          "precision": "signal",
          "event": "Amazon allowing agent checkout would show the advertising pool beginning to move; continued resistance shows its value remains protected.",
          "status": "pending",
          "resultId": null,
          "sameAs": null,
          "stage": "open",
          "callExpects": null,
          "callExpectsBy": null,
          "callExpectsAt": null,
          "callProbability": null,
          "callProbabilityAt": null,
          "callProbabilityHistory": [],
          "source": {
            "kind": "label",
            "ref": "Amazon standoff",
            "url": null
          },
          "resolver": {
            "kind": "manual",
            "rule": "",
            "question": "",
            "source": null,
            "ambiguity": "",
            "specState": "pending"
          },
          "url": "https://deepstack.ltd/docket/#test-p09-t05",
          "storyUrl": "https://deepstack.ltd/stories/habit-was-the-moat/#watch",
          "resultUrl": null
        }
      ],
      "results": [],
      "sources": [
        {
          "label": "Reuters - Meta launches Muse",
          "url": "https://www.reuters.com/business/meta-launches-ai-agent-that-can-access-other-apps-send-emails-make-payments-2026-09-08/"
        },
        {
          "label": "CNBC - Amazon blocks Muse",
          "url": "https://www.cnbc.com/2026/10/03/meta-muse-shopping-ai-agent.html"
        },
        {
          "label": "24/7 Wall St. - enterprise repricing",
          "url": "https://247wallst.com/investing/2026/09/28/meta-and-servicenow-drop-4-as-enterprise-platform-launch-reprices-software-mongodb-tumbles-19/"
        },
        {
          "label": "Apollo - technology cash-flow question",
          "url": "https://www.apollo.com/insights-news/insights/daily-spark/tech-trillion-dollar-internal-inconsistency"
        },
        {
          "label": "a16z - AI shopping economics",
          "url": "https://www.a16z.news/p/who-gets-paid-when-ai-does-the-shopping"
        },
        {
          "label": "Yet Another Value Blog - Muse test",
          "url": "https://www.yetanothervalueblog.com/p/before-you-fade-muse-use-it-for-72"
        },
        {
          "label": "Capitalist Letters - Booking analysis",
          "url": "https://www.capitalist-letters.com/p/booking-holdings-deep-dive-an-attractive"
        },
        {
          "label": "Market Sentiment - software moats",
          "url": "https://www.marketsentiment.co/p/the-next-great-ai-trade-is-everything"
        },
        {
          "label": "Invest in Assets - Intuit moat",
          "url": "https://www.investinassets.net/p/fintwits-best-stock-ideas"
        },
        {
          "label": "Prof G Markets - Muse market value",
          "url": "https://www.profgmedia.com/p/a-new-ai-app-beat-chatgpt-to-no-1"
        },
        {
          "label": "The VC Corner - agentic payments",
          "url": "https://www.thevccorner.com/p/ant-international-amp-agentic-commerce-agentsafepay"
        },
        {
          "label": "Fiscal.ai - Ennismore software moat",
          "url": "https://fiscal.ai/fund-letters/ennismore-fund-management-q3-2026-fscl_document_7GJK2WQN204"
        }
      ]
    }
  ],
  "nextTest": {
    "id": "p09-t01",
    "part": 9,
    "slug": "habit-was-the-moat",
    "when": "Late October",
    "whenLabel": "Oct 21, 2026",
    "date": "2026-10-21",
    "precision": "day",
    "event": "Meta reports its September quarter; users, transaction volume and fees would show whether downloads are becoming a business.",
    "status": "pending",
    "resultId": null,
    "sameAs": null,
    "stage": "pre",
    "callExpects": "yes",
    "callExpectsBy": "Marco Cauduro",
    "callExpectsAt": "2026-10-10T17:40:22Z",
    "callProbability": 55,
    "callProbabilityAt": "2026-10-11T19:37:45Z",
    "callProbabilityHistory": [],
    "source": {
      "kind": "fmp-earnings",
      "ref": "Company earnings calendar, date via Financial Modeling Prep",
      "url": null
    },
    "resolver": {
      "kind": "earnings",
      "symbol": "META",
      "rule": "Read the release, the slides and the call transcript on Meta's investor-relations site. The answer is yes if they state a count of monthly or weekly Muse users, a transaction volume, or a figure for fee revenue or recurring revenue from Muse; no if they give download or install counts alone, or no Muse figure.",
      "question": "Did Meta's September-quarter release, slides or earnings call state a number of users, a transaction volume or a fee revenue for Muse, beyond download or install counts?",
      "source": {
        "label": "Meta investor relations, third-quarter 2026 results",
        "url": "https://investor.atmeta.com/"
      },
      "ambiguity": "If Meta reports after November 30, 2026, or restates the quarter, the test is inconclusive, and the Result says what was read and what was missing.",
      "specState": "approved",
      "specVersion": 2,
      "specUpdatedOn": "2026-10-12",
      "specHistory": [
        {
          "version": 1,
          "date": "2026-10-09",
          "reason": "First specification.",
          "by": "Marco Cauduro"
        },
        {
          "version": 2,
          "date": "2026-10-12",
          "reason": "Vocabulary pass of 12 October 2026: the rule says what makes the answer yes and what makes it no, and DeepStack's reading replaces the owner's.",
          "by": "Marco Cauduro"
        }
      ],
      "callExpects": "yes"
    },
    "url": "https://deepstack.ltd/docket/#test-p09-t01",
    "storyUrl": "https://deepstack.ltd/stories/habit-was-the-moat/#watch",
    "resultUrl": null
  },
  "relations": {
    "mechanism": "Meta's Muse has inserted itself between shoppers and sellers, and its economic position is what changes the bill. Muse is not merely answering; it chooses, pays and decides which seller is seen. A business paid by customer inertia, a forgotten subscription, a commodity brand, an ad-funded marketplace, loses the moment an agent makes comparison free, while trust, regulation, system-of-record status, distribution and compute remain defensible because the agent needs them to act. Paid consumer AI adoption is still about 3 percent, so the stock moves of September, Meta up 18 percent and AMD up 33 percent, are an early invoice rather than a finished income statement. The Call therefore backs the rails over the habit, and would change if Meta reported downloads without retained users, transaction volume or fees.",
    "alternatives": [
      "The habit is not breaking yet: AI has produced many more apps and few successful ones, and paid consumer adoption sits near 3 percent, growing but still small (the case Moses Sternstein makes).",
      "The agent is not good enough to be chosen: a week of using Muse turned up quality and accuracy problems and no reason to prefer it over ChatGPT, and others will feel the same (the case Tae Kim makes).",
      "The dramatic prediction is usually wrong: radiology was to be taken over by AI within five years and instead more radiologists are needed, so the incumbents keep more than the Call allows (the case Jensen Huang makes)."
    ],
    "checks": {
      "p09-t01": "the retained-users claim",
      "p09-t02": "the booking-ownership claim",
      "p09-t03": "the human-choice claim",
      "p09-t04": "the certainty-premium claim",
      "p09-t05": "the advertising-pool claim"
    },
    "approvedBy": "Marco Cauduro",
    "approvedAt": "2026-10-10T22:58:16.892Z"
  },
  "method": "How DeepStack settles a question",
  "timeline": [
    {
      "part": 9,
      "date": "2026-10-03",
      "kind": "published",
      "text": "Part 09 published; the Call: Sell habit, buy the rails.",
      "url": "https://deepstack.ltd/stories/habit-was-the-moat/",
      "by": null
    },
    {
      "part": 9,
      "date": "2026-10-09",
      "kind": "call",
      "text": "The Call: Sell habit, buy the rails. Agents will drain weak consumer habits first. Back the rails (trust, records, distribution, compute), not the forgotten subscription. Our Call takes the side “Eighteen months, or less”.",
      "url": "https://deepstack.ltd/stories/habit-was-the-moat/#call-history",
      "by": "Marco Cauduro"
    },
    {
      "part": 9,
      "date": "2026-10-21",
      "kind": "next",
      "text": "Next: Oct 21, 2026, Meta reports its September quarter; users, transaction volume and fees would show whether downloads are becoming a business.",
      "url": "https://deepstack.ltd/docket/#test-p09-t01",
      "by": null
    }
  ]
}