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Page 27 of 52
Keeps input and direct feedback urgent while rendering expensive navigation or result updates as interruptible work.
Uses a more precise second-stage ranker on a bounded candidate set while accounting for latency, cost, and authorization.
Covers large exports, uploads, and API responses where bounded memory matters more than convenience.
Chooses Django view style by clarity, reuse, and lifecycle needs rather than hierarchy preference.
Chooses structural or nominal contracts based on ownership, runtime identity, shared behavior, and third-party integration.
Chooses between UI-coupled mutations and explicit HTTP contracts without treating either as a hidden trust boundary.
Chooses task synchronization by protected state, notification predicates, and limited capacity.
Matches exact checks, model judgment, and human expertise to the behavior being measured instead of treating graders as interchangeable.
Chooses Django relationship loading from relationship shape, result cardinality, and measured query behavior.
Chooses synchronous or asynchronous FastAPI test clients from the boundary exercised and resources involved.
Uses pairwise judgments for relative change and absolute criteria for release obligations while controlling order and verbosity bias.
Chooses retrieval for ambiguous knowledge search while keeping authoritative structured operations behind deterministic services.
Chooses a SQLAlchemy abstraction from the work's shape instead of performance slogans.
Adds dependency health only when it supports a specific operational decision and can be checked cheaply and safely.
Places exception handling at boundaries that can recover, add meaningful context, or translate abstraction levels while preserving the cause.
Places exception handling at meaningful boundaries and preserves causes, tracebacks, client contracts, and retry safety.
Places a short transaction around one application use case while keeping remote calls, user interaction, and bulk work outside.
Balances task quality, safety, reliability, latency, tokens, cost, refusals, repairs, and fallbacks by route and slice.
Finds missing render notifications that forced test change detection can hide and uses production-like stability checks.
Diagnoses server fallback rules, deployment base paths, asset URLs, and cache behavior rather than changing Angular routes blindly.
Separates structural validity from factual accuracy, evidence, authorization, and domain invariants.
Explains nested ASGI middleware ordering, reverse response flow, exception boundaries, CORS, and streaming-safe design.
Defines a coherent subscription and snapshot contract for state owned outside React, including server rendering.
Explains cache memory growth, eviction, size limits, stale data, and why cache design needs explicit bounds.