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[1465.82 --> 1466.20] this fit
[1466.20 --> 1466.46] in my
[1466.46 --> 1466.82] pipeline
[1466.82 --> 1467.20] that's my
[1467.20 --> 1467.58] pipeline
[1467.58 --> 1468.02] depend on
[1468.02 --> 1468.42] this other
[1468.42 --> 1468.84] thing
[1468.84 --> 1469.28] what is
[1469.28 --> 1469.62] this other
[1469.62 --> 1469.96] thing
[1469.96 --> 1471.16] and does
[1471.16 --> 1471.34] it just
[1471.34 --> 1471.88] affect my
[1471.88 --> 1472.36] pipeline
[1472.36 --> 1472.68] did I
[1472.68 --> 1473.38] mess up
[1473.38 --> 1473.78] something
[1473.78 --> 1474.10] in the
[1474.10 --> 1474.40] caching
[1474.40 --> 1474.88] maybe I
[1474.88 --> 1475.18] running
[1475.18 --> 1475.72] the wrong
[1475.72 --> 1476.16] digest
[1476.16 --> 1476.76] or maybe
[1476.76 --> 1477.32] something
[1477.32 --> 1478.10] just doesn't
[1478.10 --> 1478.58] interact with
[1478.58 --> 1478.86] the caching
[1478.86 --> 1479.54] system properly
[1479.54 --> 1480.86] that was so
[1480.86 --> 1481.36] frustrating
[1481.36 --> 1482.00] and you're
[1482.00 --> 1482.16] right
[1482.16 --> 1482.52] there's like
[1482.52 --> 1483.30] all these
[1483.30 --> 1484.16] changes that
[1484.16 --> 1484.60] happen in
[1484.60 --> 1485.08] pipelines
[1485.08 --> 1486.20] and we don't
[1486.20 --> 1486.64] know why
[1486.64 --> 1487.08] they're broken
[1487.08 --> 1487.62] we just know
[1487.62 --> 1487.94] it doesn't
[1487.94 --> 1488.24] work
[1488.24 --> 1489.32] that doesn't
[1489.32 --> 1489.64] tell me
[1489.64 --> 1489.94] much
[1489.94 --> 1490.68] and good
[1490.68 --> 1490.84] luck
[1490.84 --> 1491.30] debugging
[1491.30 --> 1492.32] systems that
[1492.32 --> 1492.62] you don't
[1492.62 --> 1492.96] even know
[1492.96 --> 1493.34] exist
[1493.34 --> 1493.76] that's an
[1493.76 --> 1494.06] interesting
[1494.06 --> 1494.84] proposition
[1494.84 --> 1495.48] right
[1495.48 --> 1496.76] but you
[1496.76 --> 1497.14] have to
[1497.14 --> 1497.54] introduce
[1497.54 --> 1498.26] these systems
[1498.26 --> 1499.10] because caching
[1499.10 --> 1500.16] is one of
[1500.16 --> 1500.52] the most
[1500.52 --> 1501.26] effective ways
[1501.26 --> 1501.76] to reduce
[1501.76 --> 1502.22] costs of
[1502.22 --> 1502.78] your pipeline
[1502.78 --> 1503.76] even if
[1503.76 --> 1504.06] we talk
[1504.06 --> 1504.62] about things
[1504.62 --> 1505.16] like single
[1505.16 --> 1505.96] short agents
[1505.96 --> 1506.94] clean bills
[1506.94 --> 1507.42] etc
[1507.42 --> 1508.32] when it
[1508.32 --> 1508.78] comes to
[1508.78 --> 1509.42] real massive
[1509.42 --> 1509.96] production
[1509.96 --> 1510.54] pipelines
[1510.54 --> 1511.14] we tend
[1511.14 --> 1512.14] to actually
[1512.14 --> 1513.26] simplify the
[1513.26 --> 1513.70] things
[1513.70 --> 1514.60] to application
[1514.60 --> 1515.38] so that
[1515.38 --> 1516.08] get better
[1516.08 --> 1516.58] throughput
[1516.58 --> 1517.20] because it's
[1517.20 --> 1517.82] more important
[1517.82 --> 1518.66] something
[1518.66 --> 1518.94] something that
[1518.94 --> 1519.54] identified
[1519.54 --> 1520.38] also working
[1520.38 --> 1520.88] on this
[1520.88 --> 1521.58] visibility
[1521.58 --> 1522.32] of cicd
[1522.32 --> 1522.66] pipeline