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Performance

Performance capstone: free-recall synthesis

Crux Free-recall prompts spanning the whole track — the measurement loop, Amdahl's cap, the five cost shapes, fixing at the right layer, and verify-then-enforce.
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◷ 14 min

Retrieval beats re-reading. For each prompt, reconstruct a full answer from memory across the whole track before you open the model answer — the effort of pulling the connections together is what turns seven units into one discipline.

Goal

Reconstruct the track’s spine without looking back: the measurement loop, why Amdahl caps every speedup, the cost shapes you classify into, how to fix at the right layer, and why verify-then-enforce is what makes performance durable.

Recall before you leave
  1. 01
    State the five-step loop the whole track reduces to, and what each step prevents you from doing wrong.
  2. 02
    Why does Amdahl's law make 'profile first' non-negotiable, with a concrete number?
  3. 03
    Name the cost 'shapes' a hot path can take and the matching first move for each.
  4. 04
    A profile shows time in GC. Why is the fix usually not in the collector, and how does this generalise across the track?
  5. 05
    Explain the core tradeoff of batching and how the same per-op-cost reasoning shows up elsewhere in the track.
  6. 06
    What does it mean to verify and enforce a performance fix, and why is shipping a green local benchmark not enough?
Recap

If you could reconstruct each answer from memory, you hold the track’s spine: one loop — profile, classify, fix, verify, enforce — backed by Amdahl’s cap on optimising the wrong thing, a small vocabulary of cost shapes that map symptom to fix, the discipline of fixing at the cost’s own layer rather than a downstream knob, and the habit of proving the gain under real load and locking it in CI. Performance is the loop, not any one fix.

Continue the climb ↑Performance capstone: reading profiles, traces, and stats
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