Assembly Scenario-Based Questions 2025

This article concerns real-time and knowledgeable Assembly Scenario-Based Questions 2025. It is drafted with the interview theme in mind to provide maximum support for your interview. Go through these Assembly Scenario-Based Questions 2025 to the end, as all scenarios have their importance and learning potential.

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1) Your service crashes only on AVX2-enabled servers—how do you isolate if an AVX instruction is the trigger?

  • I’d reproduce with AVX2 toggled off via CPU feature flags to see if the crash disappears.
  • I’d add a quick CPUID check and log the exact path enabling AVX2 at startup.
  • I’d validate OS XSAVE/XRESTORE support and the XCR0 mask for AVX state.
  • I’d verify 32-byte stack alignment before any YMM usage in prologue.
  • I’d run objdump or disassembler to confirm VEX encoding on hot paths.
  • I’d test fallback scalar/SSE codepath to compare stability and perf.

2) A security review flags “uncontrolled stack writes” in your hand-written prologues—what’s your fix strategy?

  • I’d switch to compiler-generated prologue/epilogue where possible for safety.
  • I’d enforce ABI stack alignment and reserve space using the standard frame.
  • I’d move large locals to .bss or heap to shrink stack footprint risk.
  • I’d add stack canary support if platform toolchain provides it.
  • I’d audit every push/pop pair and callee-saved register convention.
  • I’d add fuzz tests hitting deep recursion and large input frames.

3) Your embedded ISR intermittently corrupts data—how do you prove it’s a register-save issue?

  • I’d review the interrupt ABI: which registers must be saved by ISR.
  • I’d instrument ISR entry/exit to hash register states for mismatch.
  • I’d expand the save set (push/popc or stmfd/ldmfd) for a trial run.
  • I’d isolate nested-interrupt cases and mask priorities during repro.
  • I’d check compiler-inserted veneer code around ISR boundaries.
  • I’d run static analysis to catch clobbers crossing inline asm.

4) A hot loop on ARM64 regresses after switching to “-Os”—what trade-off do you explain?

  • “-Os” favors size: fewer and sometimes slower instructions.
  • Smaller code may improve I-cache but hurt instruction selection.
  • The scheduler may choose less optimal forms without unrolling.
  • I’d compare -O2 vs -Os perf counters (cycles, I-miss).
  • I’d hand-tune only the hot loop; keep the rest -Os.
  • I’d document the size vs speed decision for product goals.

5) Your Linux service shows rare SIGILL on old Xeons—how do you ensure instruction-set safety?

  • I’d gate advanced paths behind CPUID feature checks at startup.
  • I’d compile multiple ISA slices (baseline/SSE2/AVX2) and dispatch.
  • I’d use IFUNC or CPU dispatcher tables to pick at runtime.
  • I’d enable CI on oldest supported micro-arch to catch issues.
  • I’d verify container host actually exposes those CPU flags.
  • I’d add telemetry for ISA path chosen in production.

6) A bootloader works on QEMU but not on hardware—what low-level checks do you run first?

  • I’d verify segment descriptors, real vs protected/long mode steps.
  • I’d confirm identity mapping, page tables, and cache/MTRR basics.
  • I’d check alignment of GDT/IDT and proper LGDT/LIDT timing.
  • I’d slow down init with delay loops to watch device ready bits.
  • I’d validate stack pointer location and non-zero BSS init.
  • I’d use POST codes/UART print to binary-search the failing stage.

7) After enabling LTO, your hand-written asm symbol isn’t linked—how do you fix visibility?

  • I’d mark the symbol global and ensure exact name mangling.
  • I’d add .type and .size for ELF correctness.
  • I’d reference it from C with extern and __attribute__((used)).
  • I’d disable LTO for that object or add proper LTO plugin config.
  • I’d check dead-strip flags removing “unreferenced” symbols.
  • I’d ensure section placement isn’t pruned by the linker script.

8) A SIMD routine is fast in microbenchmarks but slower end-to-end—what’s your diagnosis flow?

  • I’d profile surrounding code for misaligned loads/stores.
  • I’d check for extra moves to satisfy calling conventions.
  • I’d confirm cache line behavior and prefetch distance.
  • I’d measure branch mispredictions at call boundaries.
  • I’d validate data layout (SoA vs AoS) for SIMD efficiency.
  • I’d consider fusing adjacent kernels to cut traffic.

9) Your Windows x64 asm calls into C and crashes on return—what calling convention traps do you check?

  • I’d confirm 32-byte shadow space reserved by the caller.
  • I’d maintain 16-byte stack alignment at call boundaries.
  • I’d preserve the correct nonvolatile registers (RBX, RBP, RDI, RSI, R12–R15).
  • I’d pass first four args in RCX, RDX, R8, R9 as per ABI.
  • I’d ensure XMM callee-saved usage is respected if used.
  • I’d validate unwind info if exceptions are possible.

10) A JIT emits code into RWX memory—security blocks it. How do you redesign the pipeline?

  • I’d adopt W^X: write in RW, then change to RX with flush.
  • I’d use platform APIs to allocate dual-mapped pages safely.
  • I’d insert instruction cache invalidation barriers after writes.
  • I’d sandbox and sign regions if policy requires it.
  • I’d log page protections for incident response.
  • I’d add tests that forbid RWX in CI to prevent regressions.

11) Porting x86 asm to ARM64, performance tanks—what architectural gaps do you highlight?

  • ARM64 lacks some x86 micro-fusion and specific addressing modes.
  • Different load/store model needs data layout reconsideration.
  • Branch predictor and return stack behavior differ.
  • NEON widths/throughput differ from AVX/AVX2 lanes.
  • I’d retune unrolling, prefetch, and register pressure.
  • I’d re-measure with ARM perf counters, not x86 assumptions.

12) A tiny firmware must fit a strict size limit—how do you approach size-first assembly?

  • I’d pick the smallest baseline ISA and avoid optional extensions.
  • I’d favor shorter encodings, reuse registers aggressively.
  • I’d share prologue/epilogue stubs across leaf functions.
  • I’d compress error paths and consolidate message tables.
  • I’d replace generic memcpy with minimal inlined copies.
  • I’d strip symbols/relocs and tune linker script for size.

13) Your function ignores the SysV AMD64 “red zone” and gets clobbered—what’s the fix?

  • I’d either avoid using the red zone or disable its clobbering context.
  • I’d ensure signal handlers, ISRs, and stack probes don’t smash it.
  • On Windows x64, I’d remember there is no red zone.
  • I’d adjust leaf functions to reserve explicit stack space.
  • I’d re-audit inline asm that assumes red zone safety.
  • I’d add tests that force interrupts to expose misuse.

14) The team debates inline asm vs intrinsics—how do you decide?

  • Intrinsics keep type safety and let the compiler schedule.
  • Inline asm is for exact encodings or special registers.
  • I’d pick intrinsics first for portability and maintenance.
  • If ABI/CSR control is needed, I’d isolate inline asm stubs.
  • I’d measure codegen equivalence before committing.
  • I’d document the reason so future devs don’t mix styles blindly.

15) Your hand-rolled memcpy beats libc on large blocks but loses on small—what’s your rollout plan?

  • I’d add a size threshold: small uses libc, large uses ours.
  • I’d ensure alignment handling doesn’t bloat tiny copies.
  • I’d test across CPUs; vendor libc may already be tuned per micro-arch.
  • I’d keep a kill switch to revert quickly if regressions appear.
  • I’d monitor perf counters in production to verify wins.
  • I’d upstream improvements if we maintain a fork.

16) A function randomly faults under ASLR—what relocation/PIE issues do you check?

  • I’d verify RIP-relative addressing is used correctly (x86-64).
  • I’d avoid absolute addresses in inline asm.
  • I’d confirm GOT/PLT usage for external symbols.
  • I’d ensure the code is compiled as PIE/PIC as needed.
  • I’d test with high-entropy ASLR to shake out assumptions.
  • I’d scan the binary for text relocations and forbid them.

17) Your DSP kernel glitches audio after enabling denormals flushing—what’s the balancing act?

  • Flushing denormals boosts speed but changes tiny-value math.
  • I’d test with FTZ/DAZ on/off and compare artifacts.
  • I’d clamp inputs near zero to stabilize results.
  • I’d document acceptable noise floor for product decisions.
  • I’d measure CPU time saved vs audio quality impact.
  • I’d pick per-pipeline settings, not global, if possible.

18) An ARM Thumb build saves space but breaks a debug hook—what’s your explanation?

  • Thumb changes instruction size and some encodings.
  • Breakpoints/trampolines must honor T-bit and alignment.
  • Mixed ARM/Thumb calls need proper interworking veneers.
  • I’d rebuild the hook with correct state-aware branch.
  • I’d review vector table entries in Thumb mode.
  • I’d re-test exception unwinding data under Thumb.

19) Your kernel module deadlocks after adding a lock in an asm fast path—how do you react?

  • I’d check interrupt context: locks may not be legal there.
  • I’d replace with lockless atomics or per-CPU data if possible.
  • I’d verify memory barriers match the kernel’s model.
  • I’d map out lock order to avoid inversion with C paths.
  • I’d add lockdep instrumentation and stress tests.
  • I’d re-evaluate if the “fast path” should touch shared state.

20) The profiler shows front-end stalls—what assembly-level fixes do you try?

  • I’d shrink instruction footprint to ease I-cache pressure.
  • I’d reduce taken branches and enable fall-through design.
  • I’d align hot loops and avoid crossing cache-line boundaries.
  • I’d pick encodings that micro-fuse on target CPUs.
  • I’d hoist invariant loads to cut fetch pressure.
  • I’d validate decoder throughput limits for that uarch.

21) Your startup code misreads CPUID leaves—what’s the safe discovery pattern?

  • I’d check maximum supported leaf/ subleaf before querying.
  • I’d guard vendor-specific leaves by vendor ID.
  • I’d store the results once and centralize feature dispatch.
  • I’d treat uncertain features as disabled by default.
  • I’d log chosen ISA path for ops visibility.
  • I’d unit test parsing on fixture dumps from many CPUs.

22) A bare-metal bring-up fails right after enabling caches—what’s your troubleshooting order?

  • I’d double-check memory attributes and cacheability bits.
  • I’d invalidate/clean caches and TLBs with correct sequence.
  • I’d ensure page table attributes match device vs normal memory.
  • I’d test write-through vs write-back policies.
  • I’d confirm that MMIO regions are strongly ordered.
  • I’d instrument with GPIO toggles to locate the exact stall.

23) Your inline asm breaks across compilers—how do you stabilize portability?

  • I’d prefer intrinsics or separate .S/.asm files per toolchain.
  • I’d use constraints and clobbers precisely in GCC/Clang.
  • I’d avoid undocumented directives or pseudo-ops.
  • I’d keep one canonical implementation and per-compiler shims.
  • I’d lock CI to specific compiler versions for releases.
  • I’d maintain a compatibility matrix in docs.

24) A crypto routine is “fast” but triggers power spikes on mobile—what do you propose?

  • I’d evaluate constant-time variants to smooth power draw.
  • I’d reduce micro-architectural jitter that leaks power patterns.
  • I’d adopt NEON/crypto extensions tuned for energy per op.
  • I’d batch operations to align with DVFS behavior.
  • I’d expose a “battery saver” mode selecting gentler kernels.
  • I’d validate on device farm, not just simulators.

25) A tight loop thrashes L1D—how do you restructure assembly for cache locality?

  • I’d tile the data to fit working sets into L1.
  • I’d change AoS to SoA to enable streaming loads.
  • I’d prefetch next tiles a few iterations ahead.
  • I’d minimize store-forwarding stalls with aligned stores.
  • I’d fuse adjacent loops to reuse hot data.
  • I’d measure misses and bandwidth before/after.

26) Your exception unwinding fails for an asm leaf—what metadata do you add?

  • I’d add proper CFI directives for prologue/epilogue.
  • I’d mark frame pointer setup so debuggers can walk stacks.
  • I’d present saved registers in the unwind tables.
  • I’d test with forced exceptions in that region.
  • I’d align with platform’s DWARF or PDATA rules.
  • I’d avoid custom prologues unless necessary.

27) A real-time control loop jitters after enabling branch prediction hints—why?

  • Hints may help average speed but add variance.
  • Mispredict penalties hurt determinism in RT loops.
  • I’d freeze layout to reduce dynamic path changes.
  • I’d prefer straight-line code with conditional moves.
  • I’d pin frequency and disable turbo for latency stability.
  • I’d measure p99 latency, not average cycles.

28) Your AVX-512 build downclocks the CPU—how do you respond?

  • AVX-512 can trigger frequency drops on some CPUs.
  • I’d confine AVX-512 to short bursts or background phases.
  • I’d keep hot interactive paths on AVX2/SSE.
  • I’d add runtime detection and multi-versioned kernels.
  • I’d verify OS saves the extended state properly.
  • I’d confirm perf wins justify the frequency trade-off.

29) An ELF section you place for trampolines gets stripped—how do you preserve it?

  • I’d mark the section with ALLOC and KEEP in the linker script.
  • I’d add __attribute__((used, section(...))) on refs.
  • I’d prevent dead-strip by referencing from a live symbol.
  • I’d verify relocation entries exist so linker keeps it.
  • I’d add a CI check on the final map file.
  • I’d document the section purpose for future maintainers.

30) A vendor library uses a different calling convention—how do you bridge safely?

  • I’d write a tiny shim that follows vendor ABI on one side.
  • I’d convert argument passing and stack alignment correctly.
  • I’d preserve the right callee/caller-saved regs.
  • I’d handle varargs if needed with a separate entry point.
  • I’d add tests across large/small structs and FP args.
  • I’d mark the shim noinline and add unwind info.

31) Your hand-tuned unroll increases I-cache misses—what’s your rollback plan?

  • I’d dial down unroll until miss rate stabilizes.
  • I’d try partial unroll plus software pipelining.
  • I’d group hot code contiguously to reduce fetch distance.
  • I’d measure with perf: I-miss, cycles, IPC.
  • I’d choose the best balance for target workloads.
  • I’d leave a config knob for runtime selection.

32) An ARM64 atomics path is slower than expected—what ordering rules do you revisit?

  • I’d check that I didn’t overuse full barriers where release/acquire suffice.
  • I’d prefer LL/SC loops tuned for contention levels.
  • I’d align atomics to cache lines to prevent false sharing.
  • I’d separate hot writer/reader data to different lines.
  • I’d profile with perf to see barrier costs.
  • I’d document memory model assumptions for reviewers.

33) Your position-independent asm breaks on large binaries—what addressing fix helps?

  • I’d move to GOT-relative loads for external data.
  • I’d use RIP-relative addressing wherever possible.
  • I’d avoid absolute relocations that overflow.
  • I’d apply long branches or veneers as needed.
  • I’d check linker relaxations and max branch ranges.
  • I’d run a big-binary stress link in CI.

34) An inline asm block clobbers flags unexpectedly—how do you make it safe?

  • I’d declare "cc" clobber so the compiler knows.
  • I’d snapshot/restore flags if needed for surrounding code.
  • I’d reduce the block to the minimal instruction set.
  • I’d move it to a standalone function if constraints get complex.
  • I’d verify generated code to ensure no dead assumptions.
  • I’d add a unit test that checks result under different optimizations.

35) Your fast path fails only under heavy SMT—what core-sharing issues do you consider?

  • Increased resource contention alters latency.
  • Cache and TLB pressure rise with siblings active.
  • I’d pin threads or reduce shared-core conflicts.
  • I’d revisit prefetch and unroll tuned for solo cores.
  • I’d watch port utilization and uop cache pressure.
  • I’d provide a “high isolation” mode for critical flows.

36) A customer demands deterministic latency over throughput—how do you reshape your asm?

  • I’d minimize branches and speculative work.
  • I’d avoid long dependency chains and deep pipelines.
  • I’d cap unroll and prefer predictable access patterns.
  • I’d disable turbo or frequency swings if allowed.
  • I’d pre-touch data to avoid first-touch stalls.
  • I’d monitor p95/p99 latency and document SLA.

37) Your firmware fails during early FP use—what platform rules do you check?

  • Some platforms forbid FP/SIMD in early boot/ISR.
  • I’d ensure FP context save/restore is enabled.
  • I’d avoid lazy save until OS config is ready.
  • I’d gate FP use behind a verified capability flag.
  • I’d keep early code strictly integer-only if required.
  • I’d test with traps on FP to catch illegal uses.

38) A reverse-engineered routine mixes signed/unsigned shifts—how do you validate intent?

  • I’d compare outputs against a black-box reference.
  • I’d review carry/overflow expectations through the path.
  • I’d replace magic shifts with named helpers to document intent.
  • I’d add comments about arithmetic vs logical shift needs.
  • I’d fuzz boundary inputs to catch UB-like behavior.
  • I’d get stakeholder sign-off before locking behavior.

39) Your branchless trick regresses on a newer CPU—why might that be?

  • New uarch may favor predicted branches over cmov blends.
  • Port pressure or data dependencies changed.
  • Instruction fusion rules differ by generation.
  • I’d profile both versions and keep per-CPU variants.
  • I’d allow the compiler to choose under PGO.
  • I’d ship a dispatcher to pick best path at runtime.

40) A linker relaxation breaks a carefully timed loop—what’s your safeguard?

  • I’d pin critical code with volatile/no-relax sections if supported.
  • I’d use exact encodings in standalone .S with KEEP.
  • I’d validate final binary with signature checks.
  • I’d disable specific relaxations via linker flags for that object.
  • I’d add a CI step diffing opcodes across builds.
  • I’d document the reason for future maintainers.

41) Your Windows SEH unwinding fails through asm—what do you add?

  • I’d provide proper .pdata and .xdata unwind info.
  • I’d align prologue/epilogue to SEH rules.
  • I’d avoid custom stack games in functions handling exceptions.
  • I’d test throwing across the boundary under debugger.
  • I’d keep leaf functions leaf, or add the metadata.
  • I’d consult the platform ABI guide and verify with tools.

42) A micro-optimized table lookup creates BTB aliasing—how do you respond?

  • I’d pad or randomize table layout to reduce aliasing.
  • I’d consolidate branches or use computed gotos if safe.
  • I’d add NOP alignments to separate hot targets.
  • I’d measure BTB misses before and after changes.
  • I’d consider indirect-branch throttling mitigations.
  • I’d keep a simpler layout if it’s more stable overall.

43) Your inline asm fails under PGO/LTO but not in debug—why?

  • Aggressive inlining changes register pressure.
  • Assumed clobbers/constraints become invalid with new scheduling.
  • Dead-code removal strips helper symbols.
  • I’d tighten constraints and mark outputs/inputs precisely.
  • I’d fence the block with __attribute__((noinline)) if needed.
  • I’d run PGO/LTO builds in CI to catch early.

44) A platform’s strict W^X policy breaks a self-modifying routine—what’s the alternative?

  • I’d replace SMC with a small JIT honoring W^X.
  • I’d move variability to data tables and keep code static.
  • I’d use jump tables or predicates to emulate specialization.
  • I’d pre-generate variants offline and select at runtime.
  • I’d request exceptions only if policy allows and is audited.
  • I’d keep audit logs for any page permission changes.

45) Your boot path relies on undefined flag states—how do you bulletproof it?

  • I’d explicitly set/clear flags before using them.
  • I’d avoid relying on power-on defaults across silicon.
  • I’d add self-tests at boot to validate status registers.
  • I’d isolate critical decisions from volatile flags.
  • I’d document flag lifecycle in bring-up notes.
  • I’d add assertions that trap bad states early.

46) A cross-DSO call corrupts XMM registers—what ABI principle did you miss?

  • Some XMM regs are caller-saved and must be preserved by the caller.
  • I’d verify the callee’s clobber list matches the ABI.
  • I’d insert save/restore around foreign calls.
  • I’d test with randomized register contents in CI.
  • I’d recheck inline asm that assumes callee preservation.
  • I’d add ABI checks in code review templates.

47) Your small-code build removes a needed veneer—how do you fix long-branch reach?

  • I’d force long-branch stubs with linker options.
  • I’d split sections so branches remain in range.
  • I’d add trampolines manually for critical targets.
  • I’d verify final displacement sizes in the map.
  • I’d test with max binary size to stress ranges.
  • I’d document constraints for future growth.

48) An ISR uses stack dynamically and sometimes overflows—what’s your mitigation?

  • I’d minimize stack in interrupts; use static buffers.
  • I’d pre-size ISR stacks with headroom from worst-case tests.
  • I’d avoid calling deep helpers inside ISR.
  • I’d detect overflow with guard pages or canaries.
  • I’d offload heavy work to bottom halves/threads.
  • I’d log high-water marks and alert ops on risk.

49) Your code breaks when compiled PIC on x86-32—what’s the fix?

  • I’d adopt GOT-relative addressing for globals.
  • I’d avoid absolute moves into segment selectors.
  • I’d use PLT for external functions.
  • I’d ensure EBX is preserved if used for GOT base.
  • I’d keep inline asm compliant with PIC constraints.
  • I’d test both PIC and non-PIC in CI.

50) A kernel fast path reads device registers without barriers—how do you correct ordering?

  • I’d insert the right mb/rmb/wmb primitives for the platform.
  • I’d mark MMIO pointers volatile and avoid reordering.
  • I’d respect device datasheet sequencing on read/modify/write.
  • I’d test under high concurrency and stress.
  • I’d review with kernel memory model guidelines.
  • I’d add comments explaining each barrier’s intent.

51) Your SIMD path misbehaves on unaligned data—how do you safely support both?

  • I’d add alignment checks and choose aligned vs unaligned ops.
  • I’d realign via small prologue copies when needed.
  • I’d arrange allocations to 32-byte (AVX) boundaries.
  • I’d benchmark penalties for unaligned access per CPU.
  • I’d provide API contracts about expected alignment.
  • I’d add asserts in debug to catch misuse early.

52) A rare crash appears only with tail calls enabled—what do you suspect?

  • Tail calls can skip normal epilogues and unwind data usage.
  • Saved registers might not be restored as expected.
  • Probes relying on return addresses may fail.
  • I’d disable tail calls for that function and retest.
  • I’d review unwind tables for correctness.
  • I’d ensure sanitizers still see proper frames.

53) Your hand-coded CRC routine is slower than compiler-builtins—what now?

  • I’d compare generated asm for builtins vs my code.
  • I’d use hardware CRC instructions if available.
  • I’d consider table-driven vs slice-by-N trade-offs.
  • I’d let PGO tune layout and unroll automatically.
  • I’d keep my version only if it wins broadly.
  • I’d document arch requirements for chosen method.

54) A patch replaced rep movsb with vector copies and regressed—why might that be?

  • Newer CPUs accelerate rep movsb via ERMS.
  • Vector copies add overhead for small/medium sizes.
  • I’d keep a size threshold and hybrid approach.
  • I’d re-measure on our actual target CPUs.
  • I’d cache align destinations for big copies.
  • I’d pick the simplest fast path that wins most.

55) Your startup code misses FPU enable on certain SoCs—what’s your checklist?

  • I’d confirm CPACR/CP11-10 bits (ARM) or CR0/CR4 (x86) setup.
  • I’d ensure context save/restore is configured.
  • I’d avoid early FP in boot before OS readiness.
  • I’d add feature detection and fallback scalar paths.
  • I’d test trap-on-FP to catch accidental usage.
  • I’d document per-SoC FP policy for future ports.

56) A data race appears in a lock-free queue—what assembly-level safeguards matter?

  • I’d verify atomic width matches cache line granularity.
  • I’d add release/acquire semantics at handoff points.
  • I’d prevent ABA with tagged pointers or counters.
  • I’d pad head/tail to avoid false sharing.
  • I’d stress under high contention and NUMA.
  • I’d confirm compiler doesn’t fold required barriers.

57) A microbenchmark improves but user-perceived latency worsens—how do you explain?

  • Bench isolated a kernel; app adds cache/BP context.
  • Real traffic has different sizes and access patterns.
  • Over-specialization can starve neighbors or misalign caches.
  • I’d gather end-to-end traces and p99 metrics.
  • I’d tune for holistic scenarios, not just tight loops.
  • I’d keep a fallback if the micro-win hurts UX.

58) Your asm depends on undefined overflow behavior—how to make it robust?

  • I’d switch to defined saturating or widened arithmetic.
  • I’d add comments and tests for boundary conditions.
  • I’d prefer intrinsics offering well-defined ops.
  • I’d validate outputs against a high-precision model.
  • I’d gate fast paths behind input range checks.
  • I’d fail safe when inputs exceed spec.

59) A thin wrapper around syscalls crashes on new kernels—what stability steps help?

  • I’d use the libc ABI instead of raw numbers where possible.
  • I’d feature-detect via uname/auxv/getauxval if relevant.
  • I’d validate struct sizes and reserved fields per version.
  • I’d add robust errno checks and retries for EAGAIN cases.
  • I’d keep a compatibility layer for older/newer kernels.
  • I’d test in containers with varied kernel versions.

60) A client asks if assembly is worth it—how do you frame the business decision?

  • I’d use assembly only for proven hotspots with measurable ROI.
  • Gains should justify maintenance, portability, and risk.
  • I’d prototype with intrinsics and PGO first.
  • I’d keep the asm minimal, documented, and unit-tested.
  • I’d define clear perf targets and rollback criteria.
  • I’d commit only if it moves product metrics meaningfully.

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