Dadmin88/hermes-agency - 第 4 页

experiment-design-science

Design controlled experiments with valid assignment, power, estimands, guardrails, analysis plans, and stopping rules.

原文语言：英语

forecasting-model

Build and evaluate a forecast with time-aware validation, baselines, uncertainty intervals, covariates, and scenario sensitivity.

原文语言：英语

predictive-modeling

Build an interpretable predictive model from a decision need through features, validation, calibration, error analysis, and deployment handoff.

原文语言：英语

statistical-analysis

Perform decision-oriented statistical analysis with explicit population, sampling, assumptions, uncertainty, effect size, and sensitivity.

原文语言：英语

backup-recovery

Design and prove database backup recovery around consistency, recovery point/time objectives, encryption, retention, corruption/deletion scenarios, point-in-time recovery, and tested restoration.

原文语言：英语

concurrency-consistency

Design and diagnose database concurrency using explicit invariants, transaction boundaries, isolation, locking or optimistic control, retries, deadlock handling, and consistency guarantees.

原文语言：英语

indexing

Design and validate database indexes from real query predicates, joins, ordering, selectivity, data distribution, write cost, storage, maintenance, and engine-specific planner behavior.

原文语言：英语

query-optimization

Optimize database queries by reproducing the workload, measuring latency and resource cost, reading the actual execution plan, fixing access strategy or data shape, and proving improvement without semantic regression.

原文语言：英语

schema-design

Design transactional database schemas around domain invariants, access patterns, keys, constraints, relationships, lifecycle, engine semantics, and safe evolution without cargo-cult rules.

原文语言：英语

schema-migration

Design and execute a database schema migration with compatibility, locking, data backfill, validation, rollback or forward recovery, and deployment sequencing.

原文语言：英语

accessibility-design-check

Check design artifacts for accessibility requirements and implementation-ready semantics across hierarchy, controls, focus, keyboard, errors, contrast, motion, responsive adaptation, and non-text content.

原文语言：英语

design-handoff-review

Review a design handoff for implementation readiness by checking source artifacts, flows, states, responsive behavior, components, tokens, content, accessibility, assets, interaction details, and unresolved decisions.

原文语言：英语

design-review

Review product or visual design work for coherence, usability, consistency, accessibility, completeness, and implementation readiness.

原文语言：英语

interaction-consistency

Review interaction patterns across a product for consistent control behavior, navigation, input, feedback, terminology, selection, destructive actions, loading, and recovery without forcing visual sameness where context differs.

原文语言：英语

state-completeness

Review a design for complete user-visible states, transitions, permissions, loading, empty data, validation, failure, interruption, concurrency, success, and recovery so implementation does not invent missing product behavior.

原文语言：英语

visual-verify

Prove a visual or interaction change on the rendered product by capturing the real surface, comparing it with the intended reference and neighboring system, checking relevant states, and recording visible discrepancies before sign-off.

原文语言：英语

accessibility-patterns

Codify reusable accessible interaction patterns with semantic intent, keyboard and focus behavior, state communication, content guidance, and implementation notes for recurring UI needs.

原文语言：英语

contribution-governance

Govern additions and changes to a design system through evidence of recurring need, ownership, review, compatibility, documentation, release, adoption, and deprecation.

原文语言：英语

design-system-component

Define or evolve a design-system component by reusing existing primitives and tokens first, then specifying semantics, variants, states, accessibility, responsive behavior, and implementation guidance only where a recurring gap truly exists.

原文语言：英语

design-tokens

Design and govern semantic design tokens for color, typography, spacing, size, motion, elevation, and other reusable decisions with clear naming, themes, aliases, and implementation contracts.

原文语言：英语

pattern-library

Define reusable interaction and composition patterns with anatomy, behavior, states, accessibility, variants, content guidance, and selection criteria beyond individual components.

原文语言：英语

desktop-app-architecture

Design desktop application boundaries across shell, renderer/UI, background services, local state, privileged capabilities, IPC, and crash/restart lifecycle.

原文语言：英语

desktop-ipc-security

Design and implement desktop IPC with narrow message schemas, capability boundaries, validation, authentication/context, error semantics, cancellation, and observability.

原文语言：英语

desktop-packaging-signing

Build reproducible desktop packages with correct assets, native dependencies, permissions, signing/notarization inputs, architecture targets, and install/uninstall behavior.

原文语言：英语

desktop-update-runtime-debugging

Design update/rollback behavior and diagnose failures that occur only in installed/packaged desktop builds.

原文语言：英语

native-os-integration

Implement native desktop integrations such as tray/menu, notifications, clipboard, file associations, deep links, startup behavior, file pickers, and platform permissions.

原文语言：英语

developer-adoption-program

Plan and measure a developer adoption initiative using target personas, activation behavior, enablement assets, channels, feedback, and downstream usage.

原文语言：英语

developer-feedback-loop

Turn developer conversations, support patterns, sample failures, and community questions into prioritized product and documentation feedback.

原文语言：英语

developer-quickstart-demo

Create an executable developer quickstart or demo that reaches first value quickly while remaining technically honest and reproducible.

原文语言：英语

sample-app-production

Build and maintain a small sample application that demonstrates recommended integration patterns without becoming an unofficial framework or stale toy.

原文语言：英语

technical-talk-workshop

Design a developer talk or workshop around one learnable technical outcome with executable exercises, timing, checkpoints, and recovery paths.

原文语言：英语

build-reproducibility

Make builds traceable and reproducible by controlling inputs, dependency resolution, toolchains, generated state, environment influence, artifact identity, and verification across clean builders.

原文语言：英语

ci-cd-pipeline

Design or improve CI/CD so changes are reproducibly built, tested, secured, promoted, deployed, observed, and recoverable.

原文语言：英语

deployment-automation

Automate deployment from an immutable release artifact through environment targeting, concurrency control, health validation, progressive rollout, failure handling, and auditable completion.

原文语言：英语

environment-management

Manage delivery environments through explicit configuration, controlled secrets, reproducible differences, drift detection, lifecycle policy, and parity focused on behavior rather than identical infrastructure.

原文语言：英语

release-observability

Observe software delivery from commit through build, artifact, promotion, deployment, health, rollback, and post-release behavior so release state and failures are traceable to exact revisions.

原文语言：英语

rollback-strategy

Design rollback and forward-recovery for releases by identifying reversible surfaces, data/schema constraints, compatibility windows, triggers, decision authority, and post-recovery validation.

原文语言：英语

branching-dialogue

Design branching dialogue around player intent, character goals, state conditions, choice meaning, convergence, consequences, memory, and implementation identifiers without creating combinatorial branches that add no meaningful agency.

原文语言：英语

character-voice

Define and preserve a character's dialogue voice through worldview, goals, status, vocabulary, rhythm, syntax, humor, avoidance patterns, relationships, and situational variation without reducing voice to catchphrases.

原文语言：英语

dialogue-edit

Edit dialogue for character voice, intention, subtext, rhythm, redundancy, exposition, continuity, speakability, pacing, and scene function while preserving the writer's dramatic intent.

原文语言：英语