fork COW RSS vs spawn: Python Multiprocessing Lab
Hands-on fork COW vs multiprocessing spawn lab: PSS/Private_Dirty after fork and page dirtying, plus spawn start latency. Real numbers on the lab box.
Hands-on fork COW vs multiprocessing spawn lab: PSS/Private_Dirty after fork and page dirtying, plus spawn start latency. Real numbers on the lab box.
Hands-on Python json vs orjson vs msgpack lab: encode/decode MB/s on records, nested, and unicode payloads. Real p50 numbers measured on localhost box.
Hands-on nice/ionice lab: victim nice19 under 6 hogs ~5.7× slower (p95 ~7.4s); ionice idle O_DIRECT read ~6.1× under writers. Real numbers, no Docker.
Hands-on TCP_QUICKACK lab: default QA=1 on loopback; WWR set-once ~18 µs; reassert QA=1 under Nagle p95 ~48 ms, OutSegs ~13×. Real numbers, no Docker.
Hands-on mmap vs buffered read lab: 256 MiB p50 11.5 vs 5.4 GB/s; O_DIRECT ~0.9 GB/s warm-cache bypass. Fake endpoint-only GB/s disclosed. No Docker.
Hands-on nginx 1.26 limit_req on localhost: 5r/s burst=10 nodelay yields 11/200 OK then 429s; return bypasses limiting; paced 5r/s stays green. Real numbers, no Docker.
Hands-on Lily (ASE 2026) on an owned C toy: rosa/lily 0.6.0 pin, directed catch of a localhost-bind trigger, clean refactor with zero flags, discovery miss, and CI cost math.
One CI shape: build an image by digest, Syft SBOM, Cosign sign + SBOM attest, verify success, and prove wrong-key/unsigned failure — the operational follow-on to after-xz.
Turn the xz-utils backdoor lesson into action: tarball vs git diffs, SBOM, Sigstore Cosign, SLSA provenance, and a solo/small-team release gate you can run this week.
A first OTel Collector, Prometheus, and Grafana lab: OTLP in, Prometheus scrape out, and a break-one-signal drill with measured PromQL.