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Mesh-LLM before/after Buzz: detailed matched-weekday analysis, data and reproduction
Raw
README.md

Mesh-LLM before and after Buzz: a matched-weekday comparison

Analysis date: September 15, 2026. Data snapshot: August 29, 2026. Repository: https://github.com/Mesh-LLM/mesh-llm

Summary

Across ten complete weekdays on each side of the chosen Buzz cutover, PRs opened rose 117%, merges rose 56%, merged line churn rose 66%, and median elapsed open-to-merge time fell 45%. Both samples contain exactly two of each weekday. The observed increase therefore persists when weekday composition is held constant, but this does not establish that Buzz caused it.

Date selection and results

Interpretation of Mic's request: two workweeks (10 complete UTC weekdays) immediately either side of the August 11 cutover. Exclude all weekends and the entire transition date, August 11, to avoid partial-day assumptions. This is a narrower calendar interval than the original 18-day windows, not an extension of their outer edges.

Before dates: July 28–31; August 3–7 and 10. After dates: August 12–14, 17–21, 24–25. Each sample contains exactly two Mondays, Tuesdays, Wednesdays, Thursdays and Fridays (verified by date counts).

Select opened PRs by UTC createdAt date and merged PRs independently by UTC mergedAt date, regardless of opening date. Churn is additions + deletions for selected merged PRs. File instances sum changedFiles. Cycle time is elapsed wall-clock mergedAt minus createdAt, including intervening weekends.

Metric Before After Change
Opened 59 128 +116.95%
Merged 62 97 +56.45%
Merged churn 203,152 336,935 +65.85%
Merged file instances 1,104 2,401 +117.48%
Median open-to-merge hours 7.2553 3.9983 -44.89%

Cross-check weekday components (each row has two dates per period):

UTC weekday Opened before/after Merged before/after Churn before/after
Monday 15 / 22 16 / 12 110050 / 5121
Tuesday 17 / 18 18 / 20 37747 / 63939
Wednesday 12 / 20 14 / 14 11868 / 110676
Thursday 12 / 36 10 / 27 42521 / 43375
Friday 3 / 32 4 / 24 966 / 113824

Daily opened rate: 5.9 -> 12.8; daily merged rate: 6.2 -> 9.7. These are counts per included weekday, not calendar-day rates. This controls weekday composition but does not demonstrate causation or measure code quality; churn is not surviving code. UTC weekdays need not match contributors' local weekdays. Only two observations per weekday remain.

Metric definitions

  • Opened: PRs whose creation timestamp falls on an included UTC date, irrespective of eventual status.
  • Merged: PRs whose merge timestamp falls on an included UTC date, irrespective of creation date. Opened and merged are independent event counts, not a conversion funnel; merges can exceed openings because of inherited backlog.
  • Churn: additions plus deletions in merged PRs; not net growth, unique lines, or surviving code.
  • File instances: sum of changed-file counts per merged PR. The same path can be counted in multiple PRs.
  • Cycle time: median elapsed hours from creation to merge for the merged-event cohort. This includes nights and weekends and is not working-hours effort. It is not the median of the weekday medians.
  • Percentage change: (after / before - 1) × 100.

The entire August 11 UTC date is omitted because the original cutover was August 11 at 22:13:38 UTC. This avoids assigning a mixed transition day to either period. Dates are selected mechanically by stepping away from August 11 until ten weekdays have been collected in each direction, not by selecting days with favorable activity.

Relationship to the original 18-day analysis

The original equal-duration, half-open UTC windows were:

  • Before: July 24, 2026 21:06:01 to August 11, 2026 22:13:38.
  • After: August 11, 2026 22:13:38 to August 29, 2026 23:21:15.

Each spanned 18.047 days, but the before window contained 12.047 weekday-days and 6 weekend-days, while the after window contained 13.074 weekday-days and 4.973 weekend-days.

Metric Original before Original after Original change Seven-day standardized change Ten-weekday change
Opened PRs 127 215 +69.3% +68.4% +117.0%
Merged PRs 106 148 +39.6% +36.0% +56.5%
Merged churn 252,914 451,012 +78.3% +71.1% +65.9%

The earlier seven-day adjustment divided each weekday's activity by its exposure in days (including fractional boundary days), then averaged Monday–Sunday rates with equal weight. The ten-weekday comparison instead excludes weekends entirely and uses complete dates with no exposure weighting. These are different sensitivity checks, not interchangeable estimates. Both retain a positive aggregate change, but the magnitude depends on the window and metric.

Data provenance and reproduction

The original snapshot was collected August 29 using:

gh pr list --repo Mesh-LLM/mesh-llm --state all --limit 500 \
  --json number,title,author,createdAt,mergedAt,closedAt,state,additions,deletions,changedFiles,url,headRefName,baseRefName

This gist includes prs.json, a projection of that preserved 500-PR snapshot onto just the public fields needed for calculation and PR source links. It is not a fresh September query. The oldest creation date in the snapshot is June 18, preceding all comparison dates. Because the original query is limited to 500 PRs, a much older PR merged during a comparison window could be absent: merged totals are snapshot-derived, not an independently proven exhaustive merge-date census.

Run the included standard-library Python script:

python3 recalculate.py prs.json

It asserts exactly two of each weekday in each sample and prints the date lists, five principal metrics, percentage changes, and weekday components. The script was executed against the original snapshot and reproduced the ten-weekday results above before publication. The original-window and standardized figures are provided as context from the earlier analysis; this script reproduces the ten-weekday calculation.

Limitations and interpretation

  1. Observational, not causal. No randomized treatment or control repository; staffing, release schedules, contributor mix, scope, and other tooling may differ. The cutover is the original analysis's chosen adoption boundary, not independently established per-contributor treatment timing.
  2. Small sample. Only two observations per weekday in each period. No significance or confidence-interval claim is made.
  3. UTC, not local work schedules. Calendar matching does not establish equal hours worked or account for holidays.
  4. Volume is not quality. Generated files, lockfiles, large changes and refactors can dominate churn. PR size and splitting practices affect counts.
  5. Backlog and cohort effects. Merge-time cohorts can include work opened before adoption. The faster median is elapsed delivery time among merged PRs, not a controlled measure of individual productivity; unmerged work is absent from that median.
  6. Weekend work can feed weekday merges. Excluding weekend event timestamps does not exclude code authored on weekends.

Defensible conclusion: in this preserved dataset, higher repository throughput after the chosen Buzz cutover survives both weekday standardization and a balanced ten-weekday comparison. That weakens the specific explanation that the headline increase was merely a difference in weekday/weekend mix; it does not prove Buzz caused the increase.

Raw
prs.json
[
{
"number": 1541,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1541",
"createdAt": "2026-08-29T21:43:41Z",
"mergedAt": "2026-08-29T22:50:45Z",
"additions": 2,
"deletions": 1,
"changedFiles": 1
},
{
"number": 1540,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1540",
"createdAt": "2026-08-29T21:16:18Z",
"mergedAt": "2026-08-29T22:13:05Z",
"additions": 80,
"deletions": 129,
"changedFiles": 1
},
{
"number": 1539,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1539",
"createdAt": "2026-08-29T20:38:51Z",
"mergedAt": null,
"additions": 454,
"deletions": 27,
"changedFiles": 6
},
{
"number": 1537,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1537",
"createdAt": "2026-08-29T18:31:50Z",
"mergedAt": "2026-08-29T20:25:20Z",
"additions": 20,
"deletions": 1,
"changedFiles": 1
},
{
"number": 1536,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1536",
"createdAt": "2026-08-29T18:09:23Z",
"mergedAt": null,
"additions": 77,
"deletions": 17,
"changedFiles": 3
},
{
"number": 1535,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1535",
"createdAt": "2026-08-29T17:51:29Z",
"mergedAt": "2026-08-29T20:07:47Z",
"additions": 35,
"deletions": 3,
"changedFiles": 1
},
{
"number": 1533,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1533",
"createdAt": "2026-08-29T12:31:20Z",
"mergedAt": "2026-08-29T19:53:00Z",
"additions": 129,
"deletions": 102,
"changedFiles": 33
},
{
"number": 1532,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1532",
"createdAt": "2026-08-29T12:05:31Z",
"mergedAt": null,
"additions": 570,
"deletions": 33,
"changedFiles": 15
},
{
"number": 1531,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1531",
"createdAt": "2026-08-29T08:14:04Z",
"mergedAt": "2026-08-29T20:11:32Z",
"additions": 13,
"deletions": 6,
"changedFiles": 1
},
{
"number": 1530,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1530",
"createdAt": "2026-08-29T06:18:10Z",
"mergedAt": null,
"additions": 10,
"deletions": 8,
"changedFiles": 2
},
{
"number": 1529,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1529",
"createdAt": "2026-08-29T06:17:04Z",
"mergedAt": null,
"additions": 112,
"deletions": 22,
"changedFiles": 1
},
{
"number": 1527,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1527",
"createdAt": "2026-08-29T05:58:32Z",
"mergedAt": null,
"additions": 97,
"deletions": 6,
"changedFiles": 1
},
{
"number": 1525,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1525",
"createdAt": "2026-08-29T05:57:38Z",
"mergedAt": "2026-08-29T06:40:19Z",
"additions": 2,
"deletions": 2,
"changedFiles": 1
},
{
"number": 1524,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1524",
"createdAt": "2026-08-29T05:54:28Z",
"mergedAt": null,
"additions": 2828,
"deletions": 43,
"changedFiles": 24
},
{
"number": 1523,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1523",
"createdAt": "2026-08-29T05:53:58Z",
"mergedAt": null,
"additions": 46,
"deletions": 3,
"changedFiles": 2
},
{
"number": 1521,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1521",
"createdAt": "2026-08-29T05:33:59Z",
"mergedAt": null,
"additions": 139,
"deletions": 15,
"changedFiles": 2
},
{
"number": 1520,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1520",
"createdAt": "2026-08-29T03:58:19Z",
"mergedAt": null,
"additions": 63,
"deletions": 10,
"changedFiles": 2
},
{
"number": 1519,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1519",
"createdAt": "2026-08-29T03:49:56Z",
"mergedAt": null,
"additions": 2069,
"deletions": 67,
"changedFiles": 9
},
{
"number": 1518,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1518",
"createdAt": "2026-08-29T03:07:53Z",
"mergedAt": "2026-08-29T06:40:13Z",
"additions": 3,
"deletions": 3,
"changedFiles": 2
},
{
"number": 1517,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1517",
"createdAt": "2026-08-29T01:44:05Z",
"mergedAt": null,
"additions": 239,
"deletions": 13,
"changedFiles": 4
},
{
"number": 1516,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1516",
"createdAt": "2026-08-28T22:52:37Z",
"mergedAt": "2026-08-28T23:48:31Z",
"additions": 314,
"deletions": 32,
"changedFiles": 13
},
{
"number": 1514,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1514",
"createdAt": "2026-08-28T21:24:25Z",
"mergedAt": null,
"additions": 5676,
"deletions": 22,
"changedFiles": 29
},
{
"number": 1513,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1513",
"createdAt": "2026-08-28T21:14:25Z",
"mergedAt": "2026-08-28T22:27:15Z",
"additions": 179,
"deletions": 10,
"changedFiles": 5
},
{
"number": 1509,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1509",
"createdAt": "2026-08-28T17:36:00Z",
"mergedAt": "2026-08-28T22:27:14Z",
"additions": 1379,
"deletions": 20,
"changedFiles": 17
},
{
"number": 1508,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1508",
"createdAt": "2026-08-28T14:06:14Z",
"mergedAt": null,
"additions": 180,
"deletions": 8,
"changedFiles": 8
},
{
"number": 1507,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1507",
"createdAt": "2026-08-28T14:01:22Z",
"mergedAt": "2026-08-28T20:07:06Z",
"additions": 149,
"deletions": 12,
"changedFiles": 5
},
{
"number": 1506,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1506",
"createdAt": "2026-08-28T12:51:49Z",
"mergedAt": "2026-08-28T12:54:34Z",
"additions": 12,
"deletions": 0,
"changedFiles": 2
},
{
"number": 1505,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1505",
"createdAt": "2026-08-28T12:34:29Z",
"mergedAt": "2026-08-28T13:11:24Z",
"additions": 398,
"deletions": 494,
"changedFiles": 27
},
{
"number": 1504,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1504",
"createdAt": "2026-08-28T11:54:12Z",
"mergedAt": "2026-08-28T12:33:40Z",
"additions": 398,
"deletions": 494,
"changedFiles": 27
},
{
"number": 1502,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1502",
"createdAt": "2026-08-28T09:59:38Z",
"mergedAt": "2026-08-28T10:36:13Z",
"additions": 37,
"deletions": 2,
"changedFiles": 2
},
{
"number": 1499,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1499",
"createdAt": "2026-08-28T09:28:43Z",
"mergedAt": "2026-08-28T09:37:21Z",
"additions": 24,
"deletions": 1,
"changedFiles": 2
},
{
"number": 1496,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1496",
"createdAt": "2026-08-28T08:19:01Z",
"mergedAt": "2026-08-28T09:17:55Z",
"additions": 36,
"deletions": 12,
"changedFiles": 2
},
{
"number": 1493,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1493",
"createdAt": "2026-08-28T07:53:02Z",
"mergedAt": "2026-08-28T07:54:01Z",
"additions": 40,
"deletions": 0,
"changedFiles": 2
},
{
"number": 1490,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1490",
"createdAt": "2026-08-28T07:27:40Z",
"mergedAt": null,
"additions": 1115,
"deletions": 160,
"changedFiles": 74
},
{
"number": 1489,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1489",
"createdAt": "2026-08-28T06:35:10Z",
"mergedAt": "2026-08-28T07:26:49Z",
"additions": 83,
"deletions": 4,
"changedFiles": 2
},
{
"number": 1488,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1488",
"createdAt": "2026-08-28T05:33:32Z",
"mergedAt": null,
"additions": 6825,
"deletions": 2123,
"changedFiles": 136
},
{
"number": 1486,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1486",
"createdAt": "2026-08-28T04:07:23Z",
"mergedAt": null,
"additions": 958,
"deletions": 116,
"changedFiles": 64
},
{
"number": 1485,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1485",
"createdAt": "2026-08-28T03:00:08Z",
"mergedAt": null,
"additions": 2599,
"deletions": 354,
"changedFiles": 41
},
{
"number": 1483,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1483",
"createdAt": "2026-08-28T01:05:28Z",
"mergedAt": null,
"additions": 1478,
"deletions": 911,
"changedFiles": 21
},
{
"number": 1482,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1482",
"createdAt": "2026-08-28T00:47:26Z",
"mergedAt": "2026-08-28T01:37:06Z",
"additions": 858,
"deletions": 2915,
"changedFiles": 155
},
{
"number": 1481,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1481",
"createdAt": "2026-08-28T00:35:19Z",
"mergedAt": "2026-08-28T03:40:29Z",
"additions": 593,
"deletions": 91,
"changedFiles": 7
},
{
"number": 1480,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1480",
"createdAt": "2026-08-27T23:06:47Z",
"mergedAt": null,
"additions": 2314,
"deletions": 215,
"changedFiles": 63
},
{
"number": 1478,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1478",
"createdAt": "2026-08-27T21:30:06Z",
"mergedAt": null,
"additions": 13602,
"deletions": 796,
"changedFiles": 111
},
{
"number": 1477,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1477",
"createdAt": "2026-08-27T21:07:06Z",
"mergedAt": null,
"additions": 1819,
"deletions": 219,
"changedFiles": 71
},
{
"number": 1476,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1476",
"createdAt": "2026-08-27T19:55:05Z",
"mergedAt": null,
"additions": 1123,
"deletions": 92,
"changedFiles": 53
},
{
"number": 1475,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1475",
"createdAt": "2026-08-27T19:13:47Z",
"mergedAt": null,
"additions": 2395,
"deletions": 31,
"changedFiles": 13
},
{
"number": 1474,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1474",
"createdAt": "2026-08-27T16:35:32Z",
"mergedAt": null,
"additions": 968,
"deletions": 213,
"changedFiles": 7
},
{
"number": 1471,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1471",
"createdAt": "2026-08-27T09:06:52Z",
"mergedAt": "2026-08-27T12:42:04Z",
"additions": 157,
"deletions": 33,
"changedFiles": 12
},
{
"number": 1470,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1470",
"createdAt": "2026-08-27T08:32:12Z",
"mergedAt": "2026-08-27T08:53:36Z",
"additions": 25,
"deletions": 4,
"changedFiles": 5
},
{
"number": 1469,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1469",
"createdAt": "2026-08-27T06:52:10Z",
"mergedAt": null,
"additions": 480,
"deletions": 2,
"changedFiles": 15
},
{
"number": 1468,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1468",
"createdAt": "2026-08-27T06:38:01Z",
"mergedAt": "2026-08-27T07:09:19Z",
"additions": 630,
"deletions": 483,
"changedFiles": 7
},
{
"number": 1467,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1467",
"createdAt": "2026-08-27T06:24:44Z",
"mergedAt": null,
"additions": 573,
"deletions": 70,
"changedFiles": 16
},
{
"number": 1466,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1466",
"createdAt": "2026-08-27T06:07:39Z",
"mergedAt": "2026-08-28T16:06:18Z",
"additions": 680,
"deletions": 181,
"changedFiles": 5
},
{
"number": 1465,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1465",
"createdAt": "2026-08-27T06:06:57Z",
"mergedAt": "2026-08-28T16:02:57Z",
"additions": 711,
"deletions": 123,
"changedFiles": 13
},
{
"number": 1464,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1464",
"createdAt": "2026-08-27T03:46:22Z",
"mergedAt": "2026-08-27T04:03:31Z",
"additions": 1,
"deletions": 0,
"changedFiles": 1
},
{
"number": 1463,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1463",
"createdAt": "2026-08-27T03:00:34Z",
"mergedAt": "2026-08-27T08:29:17Z",
"additions": 1598,
"deletions": 1131,
"changedFiles": 30
},
{
"number": 1459,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1459",
"createdAt": "2026-08-26T19:21:12Z",
"mergedAt": "2026-08-26T21:03:21Z",
"additions": 233,
"deletions": 5,
"changedFiles": 2
},
{
"number": 1458,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1458",
"createdAt": "2026-08-26T12:48:20Z",
"mergedAt": "2026-08-27T05:17:16Z",
"additions": 1930,
"deletions": 791,
"changedFiles": 40
},
{
"number": 1457,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1457",
"createdAt": "2026-08-26T11:33:01Z",
"mergedAt": "2026-08-26T11:33:59Z",
"additions": 85,
"deletions": 36,
"changedFiles": 6
},
{
"number": 1456,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1456",
"createdAt": "2026-08-26T11:04:10Z",
"mergedAt": null,
"additions": 2536,
"deletions": 154,
"changedFiles": 25
},
{
"number": 1454,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/1454",
"createdAt": "2026-08-26T11:00:06Z",
"mergedAt": null,
"additions": 3437,
"deletions": 60,
"changedFiles": 45
},
{
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"deletions": 5604,
"changedFiles": 17
},
{
"number": 925,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/925",
"createdAt": "2026-06-30T02:29:01Z",
"mergedAt": "2026-06-30T04:27:02Z",
"additions": 7048,
"deletions": 5592,
"changedFiles": 18
},
{
"number": 924,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/924",
"createdAt": "2026-06-29T22:39:08Z",
"mergedAt": "2026-06-29T23:27:13Z",
"additions": 133,
"deletions": 23,
"changedFiles": 6
},
{
"number": 923,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/923",
"createdAt": "2026-06-29T22:25:09Z",
"mergedAt": "2026-06-29T22:37:39Z",
"additions": 313,
"deletions": 82,
"changedFiles": 4
},
{
"number": 922,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/922",
"createdAt": "2026-06-29T21:01:09Z",
"mergedAt": "2026-06-29T22:17:13Z",
"additions": 259,
"deletions": 4,
"changedFiles": 1
},
{
"number": 921,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/921",
"createdAt": "2026-06-29T20:21:05Z",
"mergedAt": "2026-06-29T20:25:52Z",
"additions": 4,
"deletions": 3,
"changedFiles": 1
},
{
"number": 920,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/920",
"createdAt": "2026-06-29T18:59:47Z",
"mergedAt": "2026-06-29T20:13:41Z",
"additions": 24,
"deletions": 7,
"changedFiles": 2
},
{
"number": 919,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/919",
"createdAt": "2026-06-29T17:58:18Z",
"mergedAt": "2026-06-29T19:49:10Z",
"additions": 174,
"deletions": 25,
"changedFiles": 1
},
{
"number": 918,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/918",
"createdAt": "2026-06-29T07:43:42Z",
"mergedAt": "2026-06-29T09:04:42Z",
"additions": 933,
"deletions": 62,
"changedFiles": 10
},
{
"number": 917,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/917",
"createdAt": "2026-06-29T01:51:17Z",
"mergedAt": "2026-06-29T02:01:24Z",
"additions": 190,
"deletions": 8,
"changedFiles": 3
},
{
"number": 916,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/916",
"createdAt": "2026-06-28T19:56:16Z",
"mergedAt": null,
"additions": 0,
"deletions": 0,
"changedFiles": 1
},
{
"number": 915,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/915",
"createdAt": "2026-06-28T19:48:33Z",
"mergedAt": "2026-06-28T19:53:06Z",
"additions": 33,
"deletions": 0,
"changedFiles": 1
},
{
"number": 914,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/914",
"createdAt": "2026-06-28T19:36:15Z",
"mergedAt": "2026-06-28T20:07:23Z",
"additions": 88,
"deletions": 8,
"changedFiles": 2
},
{
"number": 913,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/913",
"createdAt": "2026-06-28T11:54:57Z",
"mergedAt": null,
"additions": 17292,
"deletions": 2529,
"changedFiles": 53
},
{
"number": 912,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/912",
"createdAt": "2026-06-28T07:56:27Z",
"mergedAt": "2026-06-28T17:35:20Z",
"additions": 1185,
"deletions": 69,
"changedFiles": 20
},
{
"number": 911,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/911",
"createdAt": "2026-06-26T19:15:27Z",
"mergedAt": "2026-06-29T05:44:23Z",
"additions": 2096,
"deletions": 212,
"changedFiles": 20
},
{
"number": 909,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/909",
"createdAt": "2026-06-26T17:33:02Z",
"mergedAt": "2026-06-26T18:01:55Z",
"additions": 1,
"deletions": 1,
"changedFiles": 1
},
{
"number": 908,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/908",
"createdAt": "2026-06-26T03:56:14Z",
"mergedAt": "2026-06-26T04:33:46Z",
"additions": 15202,
"deletions": 18749,
"changedFiles": 102
},
{
"number": 906,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/906",
"createdAt": "2026-06-25T06:06:22Z",
"mergedAt": "2026-06-25T06:51:42Z",
"additions": 577,
"deletions": 608,
"changedFiles": 97
},
{
"number": 904,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/904",
"createdAt": "2026-06-24T17:35:41Z",
"mergedAt": "2026-06-26T19:20:47Z",
"additions": 27481,
"deletions": 2207,
"changedFiles": 198
},
{
"number": 903,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/903",
"createdAt": "2026-06-24T01:06:26Z",
"mergedAt": "2026-06-24T01:09:26Z",
"additions": 40,
"deletions": 10,
"changedFiles": 1
},
{
"number": 902,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/902",
"createdAt": "2026-06-23T23:54:36Z",
"mergedAt": null,
"additions": 52,
"deletions": 14,
"changedFiles": 4
},
{
"number": 901,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/901",
"createdAt": "2026-06-23T21:44:22Z",
"mergedAt": "2026-06-23T22:10:11Z",
"additions": 676,
"deletions": 115,
"changedFiles": 11
},
{
"number": 900,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/900",
"createdAt": "2026-06-23T21:04:13Z",
"mergedAt": null,
"additions": 31150,
"deletions": 3377,
"changedFiles": 150
},
{
"number": 899,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/899",
"createdAt": "2026-06-23T05:46:17Z",
"mergedAt": "2026-06-23T20:36:20Z",
"additions": 81,
"deletions": 0,
"changedFiles": 1
},
{
"number": 898,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/898",
"createdAt": "2026-06-23T02:28:51Z",
"mergedAt": "2026-06-23T02:35:28Z",
"additions": 15642,
"deletions": 1986,
"changedFiles": 72
},
{
"number": 897,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/897",
"createdAt": "2026-06-23T01:09:45Z",
"mergedAt": "2026-06-23T02:35:49Z",
"additions": 92,
"deletions": 0,
"changedFiles": 1
},
{
"number": 896,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/896",
"createdAt": "2026-06-23T00:03:52Z",
"mergedAt": null,
"additions": 14715,
"deletions": 741,
"changedFiles": 109
},
{
"number": 895,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/895",
"createdAt": "2026-06-22T03:35:03Z",
"mergedAt": "2026-06-22T04:37:34Z",
"additions": 43,
"deletions": 4,
"changedFiles": 3
},
{
"number": 894,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/894",
"createdAt": "2026-06-21T23:10:04Z",
"mergedAt": "2026-06-22T00:37:46Z",
"additions": 94,
"deletions": 103,
"changedFiles": 9
},
{
"number": 893,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/893",
"createdAt": "2026-06-21T21:32:22Z",
"mergedAt": "2026-06-21T23:05:49Z",
"additions": 134,
"deletions": 2,
"changedFiles": 6
},
{
"number": 892,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/892",
"createdAt": "2026-06-21T20:52:27Z",
"mergedAt": "2026-06-23T16:57:38Z",
"additions": 586,
"deletions": 75,
"changedFiles": 27
},
{
"number": 891,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/891",
"createdAt": "2026-06-21T12:11:13Z",
"mergedAt": "2026-06-21T20:05:47Z",
"additions": 67,
"deletions": 3,
"changedFiles": 1
},
{
"number": 890,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/890",
"createdAt": "2026-06-21T09:25:24Z",
"mergedAt": "2026-06-21T10:42:43Z",
"additions": 164,
"deletions": 166,
"changedFiles": 4
},
{
"number": 889,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/889",
"createdAt": "2026-06-21T07:59:13Z",
"mergedAt": null,
"additions": 333,
"deletions": 0,
"changedFiles": 1
},
{
"number": 888,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/888",
"createdAt": "2026-06-21T06:55:42Z",
"mergedAt": "2026-06-22T00:38:06Z",
"additions": 1280,
"deletions": 112,
"changedFiles": 50
},
{
"number": 887,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/887",
"createdAt": "2026-06-21T03:49:49Z",
"mergedAt": null,
"additions": 1170,
"deletions": 210,
"changedFiles": 27
},
{
"number": 886,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/886",
"createdAt": "2026-06-20T13:01:53Z",
"mergedAt": "2026-06-23T02:06:02Z",
"additions": 15628,
"deletions": 1960,
"changedFiles": 72
},
{
"number": 885,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/885",
"createdAt": "2026-06-20T01:32:04Z",
"mergedAt": "2026-06-20T01:33:16Z",
"additions": 7,
"deletions": 7,
"changedFiles": 3
},
{
"number": 884,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/884",
"createdAt": "2026-06-19T07:16:20Z",
"mergedAt": "2026-06-19T17:35:37Z",
"additions": 174,
"deletions": 20,
"changedFiles": 12
},
{
"number": 883,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/883",
"createdAt": "2026-06-19T04:24:05Z",
"mergedAt": "2026-06-19T17:35:59Z",
"additions": 29,
"deletions": 5,
"changedFiles": 3
},
{
"number": 881,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/881",
"createdAt": "2026-06-19T01:12:06Z",
"mergedAt": null,
"additions": 23244,
"deletions": 1967,
"changedFiles": 181
},
{
"number": 880,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/880",
"createdAt": "2026-06-19T00:55:25Z",
"mergedAt": "2026-06-19T05:50:57Z",
"additions": 1530,
"deletions": 419,
"changedFiles": 8
},
{
"number": 879,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/879",
"createdAt": "2026-06-18T21:10:17Z",
"mergedAt": "2026-06-19T21:28:13Z",
"additions": 72,
"deletions": 29,
"changedFiles": 6
},
{
"number": 878,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/878",
"createdAt": "2026-06-18T20:21:45Z",
"mergedAt": "2026-06-19T01:05:15Z",
"additions": 29,
"deletions": 0,
"changedFiles": 1
},
{
"number": 875,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/875",
"createdAt": "2026-06-18T09:22:40Z",
"mergedAt": null,
"additions": 482,
"deletions": 208,
"changedFiles": 12
},
{
"number": 873,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/873",
"createdAt": "2026-06-18T07:19:17Z",
"mergedAt": "2026-06-20T01:31:20Z",
"additions": 1146,
"deletions": 290,
"changedFiles": 21
},
{
"number": 872,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/872",
"createdAt": "2026-06-18T06:32:03Z",
"mergedAt": "2026-06-18T16:17:46Z",
"additions": 727,
"deletions": 698,
"changedFiles": 109
},
{
"number": 871,
"url": "https://github.com/Mesh-LLM/mesh-llm/pull/871",
"createdAt": "2026-06-18T05:50:46Z",
"mergedAt": "2026-06-18T05:56:24Z",
"additions": 16,
"deletions": 3,
"changedFiles": 4
}
]
Raw
recalculate.py
#!/usr/bin/env python3
"""Usage: python3 recalculate.py prs.json (original August 29 snapshot)."""
import collections
import datetime as dt
import json
import statistics
import sys
prs = json.load(open(sys.argv[1]))
cutover = dt.date(2026, 8, 11)
def weekdays(direction):
days = []
day = cutover
while len(days) < 10:
day += dt.timedelta(days=direction)
if day.weekday() < 5:
days.append(day)
assert collections.Counter(d.weekday() for d in days) == dict.fromkeys(range(5), 2)
return sorted(days)
def metrics(days):
def select(field):
return [p for p in prs if p[field] and dt.date.fromisoformat(p[field][:10]) in days]
opened, merged = select('createdAt'), select('mergedAt')
hours = [(dt.datetime.fromisoformat(p['mergedAt'].replace('Z', '+00:00')) -
dt.datetime.fromisoformat(p['createdAt'].replace('Z', '+00:00'))).total_seconds() / 3600
for p in merged]
return {
'Opened PRs': len(opened),
'Merged PRs': len(merged),
'Merged churn': sum(p['additions'] + p['deletions'] for p in merged),
'Merged file instances': sum(p['changedFiles'] for p in merged),
'Median merge hours': statistics.median(hours) if hours else None,
}
before, after = weekdays(-1), weekdays(1)
print('Before dates:', *before)
print('After dates:', *after)
a, b = metrics(before), metrics(after)
for key in a:
print(f'{key}: {a[key]} -> {b[key]} ({100 * (b[key] / a[key] - 1):+.2f}%)')
for weekday in range(5):
print(['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday'][weekday],
metrics([d for d in before if d.weekday() == weekday]),
metrics([d for d in after if d.weekday() == weekday]))
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