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      "claim_ids": [
        "01a10e61-226c-73d3-a641-e716946699ba"
      ],
      "summary": "1 related public event(s): show hn. State before: About 4,561 stars the day before; repository 475 days old; 4 earlier launch episode(s).",
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71c3-afa7-d16e22ba7dc5",
      "title": "Hacker News attention, Jun 2025",
      "time": {
        "start": "2025-06-04T00:00:00Z",
        "end": "2025-06-04T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "event_ids": [
        "01a10e61-226d-72b8-8fd5-a76739f76179"
      ],
      "claim_ids": [
        "01a10e61-226d-72b6-a467-650640e728d4"
      ],
      "summary": "1 related public event(s): hacker news post. State before: About 5,528 stars the day before; repository 537 days old; 5 earlier launch episode(s).",
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71cb-bcbf-d4150cad486c",
      "title": "Hacker News attention, Feb 2026",
      "time": {
        "start": "2026-02-13T00:00:00Z",
        "end": "2026-02-13T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "event_ids": [
        "01a10e61-226c-73cb-ac0f-9b9bdcbc6b99"
      ],
      "claim_ids": [
        "01a10e61-226c-73c9-8f34-bc7a1f5803f6"
      ],
      "summary": "1 related public event(s): hacker news post. State before: About 6,453 stars the day before; repository 2.2 years old; 6 earlier launch episode(s).",
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d02-72dd-8014-97fee682314f",
      "title": "Hacker News attention, Jul 2026",
      "time": {
        "start": "2026-07-22T00:00:00Z",
        "end": "2026-07-22T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "event_ids": [
        "01a10e61-226c-73c6-9605-b4a50a30870e"
      ],
      "claim_ids": [
        "01a10e61-226c-73c4-8771-4e7969734e44"
      ],
      "summary": "1 related public event(s): hacker news post. State before: About 7,521 stars the day before; repository 2.6 years old; 7 earlier launch episode(s).",
      "review_state": "machine_inferred"
    }
  ],
  "growth_episodes": [
    {
      "id": "01a10e61-0a55-73ab-b3ec-c425716e5463",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Jan 2024",
      "time": {
        "start": "2024-01-03T00:00:00Z",
        "end": "2024-01-19T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a45-7009-81c4-2c342329b8d4",
      "end_metric_id": "01a10e61-0a46-7051-ae08-fc4df4d3a755",
      "delta_numeric": 152.0,
      "related_event_ids": [
        "01a10e61-1c69-72b3-9732-e5a9c20c2a9e",
        "01a10e61-1c69-72b6-ad03-2314725dd9fa",
        "01a10e61-1c69-72b9-88b6-bad91cfe05c0",
        "01a10e61-1c69-72bc-bfcb-a2242b9410de",
        "01a10e61-1c69-72bf-ba61-a4a54086db87",
        "01a10e61-1c69-72c2-9449-a7b65d06c67c",
        "01a10e61-1c69-72c5-8177-280d98012e21",
        "01a10e61-1c6a-720c-9a39-1b4c691f1d85",
        "01a10e61-1c6a-720f-8789-bca32c92abdf",
        "01a10e61-226d-72e5-992a-fdae592f52d2"
      ],
      "summary": "+152 stars in 17 day(s); peak day Jan 04 with +56. 10 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73a9-a2a1-9afac7f9252c",
        "01a10e61-1c69-72b1-9cbc-02d0a37bd7b3",
        "01a10e61-1c69-72b4-a1c3-7e0d8c35c60e",
        "01a10e61-1c69-72b7-926d-8bb1f61c5ada",
        "01a10e61-1c69-72ba-95aa-d079fe8c4537",
        "01a10e61-1c69-72bd-8d76-7b360097cee1",
        "01a10e61-1c69-72c0-a325-3ce5a023949e",
        "01a10e61-1c69-72c3-9466-8bf9b566b558",
        "01a10e61-1c69-72c6-bc48-0483b992677c",
        "01a10e61-1c6a-720d-9275-587475d12ed7",
        "01a10e61-226d-72e3-a6e5-069f592ac79b"
      ]
    },
    {
      "id": "01a10e61-0a55-73ae-965b-bdac4fa5a7e8",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Feb 2024",
      "time": {
        "start": "2024-02-22T00:00:00Z",
        "end": "2024-03-13T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a46-7072-bf42-2d7f1dd23d7c",
      "end_metric_id": "01a10e61-0a46-7087-b749-62f3c367935d",
      "delta_numeric": 2076.0,
      "related_event_ids": [
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        "01a10e61-1c6a-7227-8b2c-f8aa5f5342ba",
        "01a10e61-1c6a-722a-8db3-6a75aa4ebe85",
        "01a10e61-1c6a-722d-81c5-6e092d1eac2e",
        "01a10e61-1c6a-7230-8cfd-0f95db72e4f9",
        "01a10e61-1c6a-7233-860d-780803114516",
        "01a10e61-1c6a-7236-8d46-75d017da1672",
        "01a10e61-1c6a-7239-99b8-dadcc153d6e5",
        "01a10e61-226c-73c1-827a-0595d098ac65"
      ],
      "summary": "+2,076 stars in 21 day(s); peak day Mar 08 with +915. 9 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73ac-923a-03ede950b895",
        "01a10e61-1c6a-7222-8cc0-00eefc070da3",
        "01a10e61-1c6a-7225-9425-64336039d12d",
        "01a10e61-1c6a-7228-9089-9388bb62c410",
        "01a10e61-1c6a-722b-b05e-8a0d57875424",
        "01a10e61-1c6a-722e-b252-c5e5cc212521",
        "01a10e61-1c6a-7231-97d8-0898a450479e",
        "01a10e61-1c6a-7234-9b7f-2302ad188d5a",
        "01a10e61-1c6a-7237-890f-33ef4f3643ca",
        "01a10e61-226c-73bf-9dc7-ae20f08cb001"
      ]
    },
    {
      "id": "01a10e61-0a55-73b1-bf3d-42779a806dbc",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Apr 2024",
      "time": {
        "start": "2024-04-18T00:00:00Z",
        "end": "2024-04-28T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a47-7334-ac9d-b082425f2000",
      "end_metric_id": "01a10e61-0a48-724b-882d-d2200ef3debb",
      "delta_numeric": 450.0,
      "related_event_ids": [
        "01a10e61-226d-72bd-805d-98d06191d06f",
        "01a10e63-8cf8-70f0-8ab1-f66e9abc1e69"
      ],
      "summary": "+450 stars in 11 day(s); peak day Apr 19 with +176. 2 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73af-bbf2-b8440184fc3f",
        "01a10e61-226d-72bb-8580-688fb7a591d6",
        "01a10e62-9c68-71d1-8b10-80293fb59ee1"
      ]
    },
    {
      "id": "01a10e61-0a55-73b4-b39b-3feb6fa78288",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Jun 2024",
      "time": {
        "start": "2024-06-27T00:00:00Z",
        "end": "2024-07-10T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a49-712e-afb3-a803ee1389d0",
      "end_metric_id": "01a10e61-0a49-713c-a4bd-d8d6a02e8c4c",
      "delta_numeric": 336.0,
      "related_event_ids": [
        "01a10e61-226c-73d0-8e93-3ecd1e5e9c18",
        "01a10e63-8cf8-70eb-9a43-79faedc66e53"
      ],
      "summary": "+336 stars in 14 day(s); peak day Jun 27 with +183. 2 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73b2-a28c-b949ccf9c829",
        "01a10e61-226c-73ce-9df5-1f5688815a57",
        "01a10e62-9c6b-741b-a184-a9b22868fca9",
        "01a10e62-9c6b-7419-a4ae-38b64dbad19e",
        "01a10e62-9c6b-7433-ad69-3edb0d369f19"
      ]
    },
    {
      "id": "01a10e61-0a55-73b7-8330-6374ed859d50",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Apr 2025",
      "time": {
        "start": "2025-04-03T00:00:00Z",
        "end": "2025-04-24T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a4d-72ac-a659-3abf4596c7e7",
      "end_metric_id": "01a10e61-0a4d-72c2-8776-535e04dacc2a",
      "delta_numeric": 833.0,
      "related_event_ids": [
        "01a10e61-226c-73d5-ac5c-03a136f77c08",
        "01a10e63-8cf8-70f8-b9d9-3abff7649bef"
      ],
      "summary": "+833 stars in 22 day(s); peak day Apr 04 with +327. 2 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73b5-8020-52f53d281735",
        "01a10e61-226c-73d3-a641-e716946699ba",
        "01a10e62-9c69-7133-871a-f55e6716f141"
      ]
    },
    {
      "id": "01a10e61-0a55-73ba-b425-ad1fcd8503c2",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Elevated star growth, Dec 2025",
      "time": {
        "start": "2025-12-21T00:00:00Z",
        "end": "2025-12-23T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a50-7155-b284-fa902159a918",
      "end_metric_id": "01a10e61-0a50-7158-949a-6e02911a6908",
      "delta_numeric": 49.0,
      "related_event_ids": [],
      "summary": "+49 stars in 3 day(s); peak day Dec 22 with +23. No high-confidence public event found.",
      "causal_attribution": "unknown",
      "claim_ids": [
        "01a10e61-0a55-73b8-8094-3555c3040cdf"
      ]
    },
    {
      "id": "01a10e61-0a55-73bd-9764-4e64f4e620be",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Sharp star growth, Feb 2026",
      "time": {
        "start": "2026-02-13T00:00:00Z",
        "end": "2026-02-21T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a51-73e9-878d-f3bc2add9cee",
      "end_metric_id": "01a10e61-0a51-73f2-a2b3-a6c43dd838d0",
      "delta_numeric": 121.0,
      "related_event_ids": [
        "01a10e61-226c-73cb-ac0f-9b9bdcbc6b99"
      ],
      "summary": "+121 stars in 9 day(s); peak day Feb 13 with +33. 1 public event(s) observed within this window (timing only).",
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a55-73bb-aed5-5fbc80f6308c",
        "01a10e61-226c-73c9-8f34-bc7a1f5803f6"
      ]
    },
    {
      "id": "01a10e61-0a55-73c0-98c7-de91f1c9dc36",
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "title": "Elevated star growth, Apr 2026",
      "time": {
        "start": "2026-04-23T00:00:00Z",
        "end": "2026-04-29T23:59:59Z",
        "precision": "range",
        "label": null
      },
      "start_metric_id": "01a10e61-0a52-70b5-b22e-11d0d90853d5",
      "end_metric_id": "01a10e61-0a52-70bc-be4a-588d04c2efd4",
      "delta_numeric": 158.0,
      "related_event_ids": [],
      "summary": "+158 stars in 7 day(s); peak day Apr 23 with +65. No high-confidence public event found.",
      "causal_attribution": "unknown",
      "claim_ids": [
        "01a10e61-0a55-73be-b255-7b6c1b7f8d7b"
      ]
    }
  ],
  "metric_snapshots": [
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      "metric_key": "github_forks",
      "label": "GitHub forks",
      "value_numeric": 517.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2026-10-05T00:00:00Z",
        "end": "2026-10-05T23:59:59Z",
        "precision": "day",
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      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
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      ],
      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7002-b12f-eac2c67f1db8",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 1.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2023-12-26T00:00:00Z",
        "end": "2023-12-26T23:59:59Z",
        "precision": "day",
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      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
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      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7003-823b-97fe2c6aabaf",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 1.0,
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        "start": "2023-12-27T00:00:00Z",
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        "precision": "day",
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      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
      ],
      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7004-adb4-3458bd050af0",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2023-12-28T00:00:00Z",
        "end": "2023-12-28T23:59:59Z",
        "precision": "day",
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      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
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      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7005-a4fb-5fe175665f74",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
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      "time": {
        "start": "2023-12-29T00:00:00Z",
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        "precision": "day",
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      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
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      "public_attribution": null
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    {
      "id": "01a10e61-0a45-7006-8019-06d0232111ff",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
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      "time": {
        "start": "2023-12-30T00:00:00Z",
        "end": "2023-12-30T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
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      ],
      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7007-ab3a-0011595f2621",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2023-12-31T00:00:00Z",
        "end": "2023-12-31T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
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      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7008-93e0-db660b2d51c3",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2024-01-01T00:00:00Z",
        "end": "2024-01-01T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
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      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-7009-81c4-2c342329b8d4",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 2.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2024-01-02T00:00:00Z",
        "end": "2024-01-02T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
      ],
      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-700a-875b-15baf8833f7d",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 10.0,
      "value_text": null,
      "unit": "count",
      "currency": null,
      "time": {
        "start": "2024-01-03T00:00:00Z",
        "end": "2024-01-03T23:59:59Z",
        "precision": "day",
        "label": null
      },
      "repository_id": "01a10e61-0563-704f-8f38-21e9594bb4cc",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc"
      ],
      "review_state": "machine_extracted",
      "public_attribution": null
    },
    {
      "id": "01a10e61-0a45-700b-8acd-3062526811b9",
      "metric_key": "github_stars",
      "label": "GitHub stars",
      "value_numeric": 66.0,
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        "01a10e62-9c69-7145-8a83-ab096c3339d5",
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        "precision": "unknown",
        "label": "recent months per company"
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      "strength": "company states it is driving growth",
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        "01a10e62-9c6b-743b-b313-5328b6bc2a53",
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    {
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      "summary": "Hatchet says its cloud platform revenue grew 9x in 2025.",
      "event_id": null,
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [],
      "causal_attribution": "unknown",
      "claim_ids": [
        "01a10e62-9c69-714b-bc07-ad727eca1ff4"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfc-7076-bcc1-3d137aab470c",
      "summary": "Largest star spike (+915 on Mar 8, 2024) coincided with the Show HN post.",
      "event_id": "01a10e61-226c-73c1-827a-0595d098ac65",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-226c-73bf-9dc7-ae20f08cb001"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72a7-88c1-9ba03ea2839b",
      "summary": "Star spike starting Apr 3, 2025 coincided with the v1 Show HN.",
      "event_id": "01a10e61-226c-73d5-ac5c-03a136f77c08",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-226c-73d3-a641-e716946699ba"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72a9-aa0a-043b8cd569ac",
      "summary": "After the Show HN, fanout workflows were the top request and Hatchet launched child workflows.",
      "event_id": "01a10e61-226c-73c1-827a-0595d098ac65",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e62-9c6b-7421-90e8-2bab3c6bfee9"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72ab-925d-74bbafed8a11",
      "summary": "Tested-snippet docs system led to no support tickets about broken examples, per Hatchet.",
      "event_id": null,
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e62-9c6a-70c3-be93-5888899b78a9"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d00-706a-8db9-ad21d0cc6e61",
      "summary": "Stars went from 2 the day before to 2,504 (+24h: +8, +48h: +64, +7d: +80, +30d: +165, +90d: +2,502). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-1c69-72b3-9732-e5a9c20c2a9e",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d00-7064-bfdd-c933991cf4b6",
        "01a10e63-8d00-7065-bb0c-dca1e1937124",
        "01a10e63-8d00-7066-8369-2e252ded89d9",
        "01a10e63-8d00-7067-a891-c184640e7d67",
        "01a10e63-8d00-7068-a665-9b95e4242a79",
        "01a10e63-8d00-7069-b244-2d9862b5a399"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-1c69-72b1-9cbc-02d0a37bd7b3"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d00-7072-99a8-9ea455f89611",
      "summary": "Stars went from 264 the day before to 3,242 (+24h: +1,349, +48h: +1,659, +7d: +2,045, +30d: +2,282, +90d: +2,978). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226c-73c1-827a-0595d098ac65",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d00-706c-a308-21510c53b0bf",
        "01a10e63-8d00-706d-9eec-6088b4847620",
        "01a10e63-8d00-706e-8c0f-e8ee35e39dc3",
        "01a10e63-8d00-706f-967e-12c3b453515c",
        "01a10e63-8d00-7070-aa87-a28e1972b265",
        "01a10e63-8d00-7071-b7d8-2adcab4dd1ba"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226c-73bf-9dc7-ae20f08cb001"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71b2-ac34-f7f4f2d54f79",
      "summary": "Stars went from 2,579 the day before to 3,689 (+24h: +231, +48h: +266, +7d: +394, +30d: +594, +90d: +1,110). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226d-72bd-805d-98d06191d06f",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d00-7074-87f8-d296d7b7d9ec",
        "01a10e63-8d00-7075-aa70-9d4865c62a8c",
        "01a10e63-8d00-7076-976e-1fe9f46b74ac",
        "01a10e63-8d00-7077-8fac-d92031512b08",
        "01a10e63-8d00-7078-b505-53d1ae7948dd",
        "01a10e63-8d01-71b1-966a-dd59a4b217e2"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226d-72bb-8580-688fb7a591d6"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71ba-bdc3-d3fac105affc",
      "summary": "Stars went from 3,330 the day before to 3,953 (+24h: +240, +48h: +246, +7d: +292, +30d: +399, +90d: +623). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226c-73d0-8e93-3ecd1e5e9c18",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d01-71b4-9579-29d472931036",
        "01a10e63-8d01-71b5-80b6-674686e75a5a",
        "01a10e63-8d01-71b6-87b0-8749cf52ff2d",
        "01a10e63-8d01-71b7-ac2d-a5ff5d400015",
        "01a10e63-8d01-71b8-8cb0-8f7573b4ef49",
        "01a10e63-8d01-71b9-8154-b7140c7b1d58"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226c-73ce-9df5-1f5688815a57"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71c2-9e24-0fb3fd2e627a",
      "summary": "Stars went from 4,561 the day before to 5,689 (+24h: +482, +48h: +553, +7d: +675, +30d: +873, +90d: +1,128). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226c-73d5-ac5c-03a136f77c08",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d01-71bc-98e4-a6700174e32d",
        "01a10e63-8d01-71bd-9a76-c2530dd27305",
        "01a10e63-8d01-71be-a186-05b326a8c216",
        "01a10e63-8d01-71bf-9842-8791e205b87d",
        "01a10e63-8d01-71c0-b0da-5e84cad1d7bd",
        "01a10e63-8d01-71c1-b363-8a75d41911b0"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226c-73d3-a641-e716946699ba"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d01-71ca-a273-58779c240e43",
      "summary": "Stars went from 5,528 the day before to 5,884 (+24h: +10, +48h: +16, +7d: +55, +30d: +166, +90d: +356). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226d-72b8-8fd5-a76739f76179",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d01-71c4-aa9a-39a01d5c7380",
        "01a10e63-8d01-71c5-ad61-69984e42bdb0",
        "01a10e63-8d01-71c6-a700-f361eceb7d31",
        "01a10e63-8d01-71c7-9366-ee35b91abf65",
        "01a10e63-8d01-71c8-9ad4-53b4f9a22723",
        "01a10e63-8d01-71c9-8c42-b1f48562e8ab"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226d-72b6-a467-650640e728d4"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d02-72dc-890a-49f3bf4b8b89",
      "summary": "Stars went from 6,453 the day before to 7,120 (+24h: +54, +48h: +73, +7d: +112, +30d: +226, +90d: +667). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226c-73cb-ac0f-9b9bdcbc6b99",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d01-71cc-b4ff-5e9d4104182d",
        "01a10e63-8d01-71cd-9f61-8ca85c8aa0c5",
        "01a10e63-8d01-71ce-bbd6-aaf728c1d416",
        "01a10e63-8d02-72d9-b833-e1497f950992",
        "01a10e63-8d02-72da-99e9-1962da95a439",
        "01a10e63-8d02-72db-a42c-0c4e9cfa6e11"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226c-73c9-8f34-bc7a1f5803f6"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8d02-72e3-95db-1f60cbb5ca39",
      "summary": "Stars went from 7,521 the day before to 7,758 (+24h: +34, +48h: +43, +7d: +87, +30d: +237). Observed after the launch; not proof that the launch caused the change.",
      "event_id": "01a10e61-226c-73c6-9605-b4a50a30870e",
      "tactic_occurrence_id": null,
      "metric_snapshot_ids": [
        "01a10e63-8d02-72de-b096-ac2435bfe8e2",
        "01a10e63-8d02-72df-94a2-81e91d43da6e",
        "01a10e63-8d02-72e0-9ecc-8e2bcf64677c",
        "01a10e63-8d02-72e1-b385-b330b0382649",
        "01a10e63-8d02-72e2-b16c-c3f3e08c2ca1"
      ],
      "causal_attribution": "weakly_associated",
      "claim_ids": [
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-226c-73c4-8771-4e7969734e44"
      ],
      "review_state": "machine_inferred"
    }
  ],
  "prerequisites": [],
  "constraints": [
    {
      "id": "01a10e63-8cfd-72ad-a794-90d5b63efbb0",
      "name": "Postgres scaling limits",
      "description": "Hatchet's engineering blog describes the Postgres limits it hit while scaling: its single runs table bloated at about 200 million rows; it saw CPU spikes and lock contention; jsonb payloads took 50% to 90% of database storage; and after the v1 rollout, a production incident made queries on partitioned tables up to 10x slower.",
      "applies_to_refs": [],
      "claim_ids": [
        "01a10e62-9c6a-70af-8032-6ecdc925058d",
        "01a10e62-9c6a-70e5-b4f5-a126e6d00739",
        "01a10e62-9c6a-7095-92bc-84dc49fde063",
        "01a10e62-9c6a-70b5-967c-7dfc4a1a0c8f"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72ae-b4db-d5c3544ce83c",
      "name": "Open-source portability requirements",
      "description": "Must run on any Postgres provider and cannot assume poolers, so built own partitioning and in-memory pooling.",
      "applies_to_refs": [],
      "claim_ids": [
        "01a10e62-9c6a-70b1-b9bc-31283f021b7c",
        "01a10e62-9c69-7167-865f-b52af92450a0"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72af-b11c-688d1b4c817a",
      "name": "Documentation and support burden",
      "description": "Hatchet wrote that its documentation was poor around the start of 2025, with SDK examples drifting out of sync, and that it tried maintaining the docs with LLMs but stopped because the generated code was unreliable. It also says blocked event loops are the most common problem it sees when supporting users.",
      "applies_to_refs": [],
      "claim_ids": [
        "01a10e62-9c6a-70bd-bed1-1aef0a7aba98",
        "01a10e62-9c6a-70bf-a1ef-650f10ae3904",
        "01a10e62-9c6a-70d7-ada6-75d800fc6677"
      ],
      "review_state": "machine_inferred"
    },
    {
      "id": "01a10e63-8cfd-72b0-afc1-3e2cc8033cb8",
      "name": "Shipping and reliability bottlenecks",
      "description": "In its “andon cord” post, Hatchet described pausing work for a week to rewrite its deployment process after releases piled up, and for two weeks to instrument critical-path endpoints after customers alerted it to unexpected latency “before we were aware of it”. Hatchet also wrote that it did not ship a new latest version in fall 2025 while cleaning up after removing v0.",
      "applies_to_refs": [],
      "claim_ids": [
        "01a10e62-9c69-7193-87ff-dd67e88d1b85",
        "01a10e62-9c69-7195-844a-132cefbb26ac",
        "01a10e62-9c69-7149-994c-7d0b603330f3",
        "01a10e62-9c69-7191-95b2-3ba3de47a14c"
      ],
      "review_state": "machine_inferred"
    }
  ],
  "conflicts": [
    {
      "id": "01a10e63-8cfd-72b3-ab65-5ef32eaafc96",
      "summary": "Founding year: YC lists 2023 founding while Hatchet says it started in the W24 batch with just an idea.",
      "claim_ids": [
        "01a10e62-9c6b-7429-bca0-d1e2e7328477",
        "01a10e62-9c69-7139-9386-4cfd3cf1ae7b"
      ],
      "related_refs": [
        {
          "type": "claim",
          "id": "01a10e62-9c6b-7429-bca0-d1e2e7328477"
        },
        {
          "type": "claim",
          "id": "01a10e62-9c69-7139-9386-4cfd3cf1ae7b"
        }
      ],
      "status": "unresolved"
    }
  ],
  "gaps": [
    {
      "id": "01a10e63-8cfd-72b4-981e-43c439ef6747",
      "gap_type": "open_question",
      "summary": "What absolute revenue does Hatchet's cloud generate (company-reported)?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cfd-72b5-a817-654060fff340",
      "gap_type": "open_question",
      "summary": "How many paying cloud customers or active users does Hatchet have?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cfd-72b6-a0a3-f202d4323c40",
      "gap_type": "open_question",
      "summary": "When exactly did the head of growth join and what did they change?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cfd-72b7-9d65-cc3fd9597598",
      "gap_type": "open_question",
      "summary": "What were the terms and investors of Hatchet's funding beyond YC?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cfd-72b8-9f18-d1096581714d",
      "gap_type": "open_question",
      "summary": "When did Hatchet add Ruby SDK support?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cfd-72b9-9a27-49420fe0d86a",
      "gap_type": "open_question",
      "summary": "What did the earlier pricing look like before the September 2026 pay-as-you-go change?",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cff-729f-b9ca-84d476d868cd",
      "gap_type": "unexplained_growth_episode",
      "summary": "No high-confidence public event found for the star growth of Dec 21, 2025 (+49 stars).",
      "severity": "material",
      "related_refs": [
        {
          "type": "growth_episode",
          "id": "01a10e61-0a55-73ba-b425-ad1fcd8503c2"
        }
      ],
      "surface_key": null
    },
    {
      "id": "01a10e63-8cff-72a2-9115-6cbb63d93872",
      "gap_type": "unexplained_growth_episode",
      "summary": "No high-confidence public event found for the star growth of Apr 23, 2026 (+158 stars).",
      "severity": "material",
      "related_refs": [
        {
          "type": "growth_episode",
          "id": "01a10e61-0a55-73c0-98c7-de91f1c9dc36"
        }
      ],
      "surface_key": null
    },
    {
      "id": "01a10e63-d22f-7246-9327-8cba585cdba5",
      "gap_type": "surface_not_covered",
      "summary": "No Product Hunt launch was found in permitted sources. Pigtail does not query Product Hunt directly (see source policy), so a launch may exist without being shown.",
      "severity": "minor",
      "related_refs": [],
      "surface_key": "product_hunt"
    },
    {
      "id": "01a10e63-d22f-7247-b40f-541d0b71f7de",
      "gap_type": "link_only_surface",
      "summary": "2 X/Twitter link(s) were found but not read (link-only policy).",
      "severity": "minor",
      "related_refs": [],
      "surface_key": "x"
    },
    {
      "id": "01a10e63-d22f-7248-9187-8a489d5e0e3f",
      "gap_type": "unsupported_causality",
      "summary": "Several outcomes are shown only as observed after an event; no source measured their cause.",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    },
    {
      "id": "01a10e63-d22f-7249-8b8e-3779a258378b",
      "gap_type": "source_inaccessible",
      "summary": "6 source(s) could not be fetched or parsed (blocked, missing or unreadable); their content is not used.",
      "severity": "minor",
      "related_refs": [],
      "surface_key": null
    }
  ],
  "narrative": {
    "thirty_second": {
      "text": "Hatchet is an MIT-licensed orchestration engine built on Postgres, with a paid hosted version called Hatchet Cloud. It started in Y Combinator's Winter 2024 batch, and its repository has grown to about 8,000 stars. The biggest jumps in stars came around the same time as the founder's Hacker News posts. Those included Show HN and Launch HN posts and deep technical posts about Postgres. The open-source README points new users to the cloud product, and the company reports that its cloud revenue grew 9x in 2025.",
      "claim_ids": [
        "01a10e61-0563-7053-969c-41bbd5976911",
        "01a10e61-0a44-7226-8ef2-53967c04eebc",
        "01a10e61-0a55-73ac-923a-03ede950b895",
        "01a10e61-226c-73bf-9dc7-ae20f08cb001",
        "01a10e61-226c-73ce-9df5-1f5688815a57",
        "01a10e61-226c-73d3-a641-e716946699ba",
        "01a10e61-226d-72bb-8580-688fb7a591d6",
        "01a10e62-9c69-7139-9386-4cfd3cf1ae7b",
        "01a10e62-9c69-7143-bc8b-876a5b996b67",
        "01a10e62-9c69-714b-bc07-ad727eca1ff4",
        "01a10e62-9c6a-70e1-99a1-a4b00e9b2bd0",
        "01a10e62-9c6c-7281-9539-2fce85f23679"
      ],
      "inference_strength": "strong_inference"
    },
    "origin": {
      "text": "Alexander Belanger was previously CTO at Porter. There he spent several years building an in-house orchestration system and wrote three versions of its provisioner. He later researched durable execution platforms and built a Terraform automation project on Temporal, which he abandoned. He then introduced Temporal at another company before starting Hatchet. Hatchet was co-founded with Gabe Ruttner, the former CTO of Clearmix. The founders describe it as built out of frustration with existing tools and a belief that Postgres is the right base for a task queue. It entered YC W24 with just an idea, and the repository was created on December 15, 2023.",
      "claim_ids": [
        "01a10e61-0563-7050-b617-de0febd195f9",
        "01a10e62-9c69-7139-9386-4cfd3cf1ae7b",
        "01a10e62-9c69-7173-b1dd-d05ee27e7597",
        "01a10e62-9c69-7175-8e64-00a68edb6fb9",
        "01a10e62-9c69-7177-82e0-841e97904d66",
        "01a10e62-9c6b-741d-8174-065bd7cbf148",
        "01a10e62-9c6b-7435-8e64-1fa11116ac54"
      ],
      "inference_strength": "explicit"
    },
    "first_users": {
      "text": "The first users appear to have been developers reached through Hacker News during the YC batch. A January 2024 Show HN got little response (7 points). A March 8, 2024 Show HN for an 'open-source distributed task queue' drew 578 points. That same day the repository gained 915 stars, within a 21-day run of 2,076 stars. At that point the focus was on open source, and the cloud was invite-only. Hatchet pitched itself as an alternative to Celery, BullMQ and Sidekiq, and the founders say they migrated a number of Celery users. The sources do not identify specific early customers by name.",
      "claim_ids": [
        "01a10e61-0a55-73ac-923a-03ede950b895",
        "01a10e61-226c-73bf-9dc7-ae20f08cb001",
        "01a10e61-226d-72e3-a6e5-069f592ac79b",
        "01a10e62-9c6b-7419-a4ae-38b64dbad19e",
        "01a10e62-9c6b-742f-b7a3-ae9e65d68046",
        "01a10e62-9c6b-7433-ad69-3edb0d369f19",
        "01a10e62-9c6b-73ed-967b-34991b5083db"
      ],
      "inference_strength": "moderate_inference"
    },
    "flywheel": {
      "text": "A plausible loop shows up in the evidence. Hatchet co-founder Alexander Belanger's technical posts and launches on Hacker News bring developers to the open-source repo. The README sends even would-be self-hosters to Hatchet Cloud, where the company reports significant revenue. Feedback from Discord and shared Slack channels shapes what gets built next. For example, fanout workflows were the most common request after the Show HN, so Hatchet launched child workflows. Each new feature or engineering lesson becomes another post, and star spikes followed several of these posts. The data shows timing only, so whether the posts caused the growth is not established.",
      "claim_ids": [
        "01a10e61-0a55-73a9-a2a1-9afac7f9252c",
        "01a10e61-0a55-73ac-923a-03ede950b895",
        "01a10e61-0a55-73af-bbf2-b8440184fc3f",
        "01a10e61-0a55-73b2-a28c-b949ccf9c829",
        "01a10e61-0a55-73b5-8020-52f53d281735",
        "01a10e62-9c69-7145-8a83-ab096c3339d5",
        "01a10e62-9c69-719b-8f96-5f0ab3a13ab8",
        "01a10e62-9c6b-73f7-8ca9-aaea9910dfe5",
        "01a10e62-9c6b-7421-90e8-2bab3c6bfee9",
        "01a10e62-9c6c-7281-9539-2fce85f23679"
      ],
      "inference_strength": "moderate_inference"
    },
    "did_differently": {
      "text": "Hatchet chose Postgres as its only required dependency, so it can run on any Postgres provider. It built its own partitioning instead of relying on extensions. It also shipped a full platform with observability, alerting, replays and logging, rather than a library. The whole product is MIT licensed with no enterprise edition, and revenue comes from the hosted cloud. Its marketing leaned on detailed engineering writing about running Postgres at scale more than on product announcements. This reading is interpretive.",
      "claim_ids": [
        "01a10e62-9c69-7141-8047-37f9dfe75f99",
        "01a10e62-9c69-7143-bc8b-876a5b996b67",
        "01a10e62-9c6a-70b1-b9bc-31283f021b7c",
        "01a10e62-9c6b-73db-84e0-4ad0bfbad68e",
        "01a10e62-9c6c-7277-b8f5-85f8ad0bc979",
        "01a10e61-226d-72bb-8580-688fb7a591d6",
        "01a10e61-226c-73c4-8771-4e7969734e44",
        "01a10e61-226d-72c5-a383-fe5bf4797106"
      ],
      "inference_strength": "moderate_inference"
    },
    "key_takeaways": [
      {
        "text": "Repeated Hacker News launches at milestones each lined up with a star spike. These came in March 2024 (Show HN), June 2024 (self-serve cloud), and April 2025 (v1 rewrite). The first launch attempt in January 2024 drew little response.",
        "claim_ids": [
          "01a10e61-0a55-73ac-923a-03ede950b895",
          "01a10e61-0a55-73b2-a28c-b949ccf9c829",
          "01a10e61-0a55-73b5-8020-52f53d281735",
          "01a10e61-226c-73bf-9dc7-ae20f08cb001",
          "01a10e61-226c-73ce-9df5-1f5688815a57",
          "01a10e61-226c-73d3-a641-e716946699ba",
          "01a10e61-226d-72e3-a6e5-069f592ac79b"
        ],
        "inference_strength": "strong_inference"
      },
      {
        "text": "Technical posts about Postgres internals drew large Hacker News audiences, sometimes more than the product launches did. Examples include posts on multi-tenant queues and a Postgres survival guide.",
        "claim_ids": [
          "01a10e61-226c-73c4-8771-4e7969734e44",
          "01a10e61-226d-72bb-8580-688fb7a591d6",
          "01a10e61-0a55-73af-bbf2-b8440184fc3f",
          "01a10e62-9c68-71d1-8b10-80293fb59ee1"
        ],
        "inference_strength": "explicit"
      },
      {
        "text": "Positioning narrowed against named incumbents and then widened. Early content targeted Celery and FastAPI users. Later Hatchet described itself as orchestration for AI agents and durable execution, and it says agent adoption has driven recent growth.",
        "claim_ids": [
          "01a10e62-9c68-71d3-b30c-8fb1627e78f9",
          "01a10e62-9c69-7135-9298-0878414fafe7",
          "01a10e62-9c6a-70eb-b768-3fde19caa308",
          "01a10e62-9c6a-70cd-8d1b-e693d2e2a400",
          "01a10e62-9c6b-743b-b313-5328b6bc2a53",
          "01a10e62-9c6c-727b-aa3c-df7832a7e6ef"
        ],
        "inference_strength": "strong_inference"
      },
      {
        "text": "A fully open-source core sits alongside a hosted cloud that the README recommends first. Hatchet says this setup produced significant cloud revenue, including 9x growth in 2025.",
        "claim_ids": [
          "01a10e62-9c69-7143-bc8b-876a5b996b67",
          "01a10e62-9c69-7145-8a83-ab096c3339d5",
          "01a10e62-9c69-714b-bc07-ad727eca1ff4",
          "01a10e62-9c6c-7281-9539-2fce85f23679"
        ],
        "inference_strength": "explicit"
      },
      {
        "text": "Developer experience was treated as a growth input. Hatchet moved documentation examples into tested SDK code and reports no broken-example support tickets since. It also rebuilt its Python SDK to feel familiar to FastAPI and Celery developers.",
        "claim_ids": [
          "01a10e62-9c6a-70a1-a68a-412801a4f00c",
          "01a10e62-9c6a-70a3-903b-1ea893952733",
          "01a10e62-9c6a-70a5-8823-a0f51148de2d",
          "01a10e62-9c6a-70c1-b552-7c3ef82cfdcd",
          "01a10e62-9c6a-70c3-be93-5888899b78a9"
        ],
        "inference_strength": "moderate_inference"
      }
    ]
  }
}
