'consistency' 검색 결과

World-class character and art style consistency for AI-generated images and videos - ensures visual coherence across series, maintains character identity, and provides rigorous QA before deliveryUse when "character consistency, art style, same character, consistent character, visual continuity, series, turnaround sheet, character sheet, reference image, character bible, style guide, anime character, consistent look, face consistency, outfit consistency, lora training, ip-adapter, flux kontext, visual qa, art quality, generation review, style drift, character drift, character-consistency, art-style, visual-qa, ai-art, image-generation, video-generation, anime, illustration, lora, ip-adapter, flux, midjourney, stable-diffusion" mentioned.

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Check game design documents against a shared registry of entities, items, formulas, and constants. Get a report of conflicting values, outdated registry entries, and references that lack enough detail to verify, with guidance on which documents need changes.

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• Checking consistency after adding a game design document
• Finding conflicting item prices or attributes
• Reviewing documents changed since the last review

Flagship intra-paper self-consistency forensics: does the paper contradict ITSELF across abstract/intro/tables/body/appendix, and does the method DESCRIBED match the method EVALUATED? Needs no external ground truth — works PDF-only (L0). Runs a deterministic arithmetic pass + a fresh cross-model semantic pass, every finding span-anchored to the evidence ledger (claims.json), reviewer≠adjudicator. Emits consistency-audit.findings.json; NEVER computes the verdict. Triggers: "consistency audit", "check the paper against itself", "self-consistency", "内部自洽".

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変更が波及する全モジュール・全フローを特定し、集計ルール、状態遷移、符号反転、 コピペ差分、表示/帳票/APIの整合性を監査するスキル。Impact Mapで変更核から 影響範囲を可視化し、Consistency Matrixで横断整合を検証し、Copy Propagation Review戦略でコピペ実装を効率的にレビューする。 Use when one change affects multiple modules, reports, flows, or copied implementations. Audits aggregation totals, state transitions, sign inversion, and cross-module consistency.

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Turn existing interface code into shared design rules for colors, type, and spacing, with documented decisions and an interactive preview. Audit visual consistency across ten areas and identify specific places to improve.

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• Creating shared design rules from existing code
• Auditing visual consistency before a redesign
• Reviewing pull requests that change styling

Design data systems by understanding storage engines, replication, partitioning, transactions, and consistency models. Use when the user mentions "database choice", "which database should I use", "SQL or NoSQL", "replication lag", "partitioning strategy", "consistency vs availability", "stream processing", "ACID transactions", "eventual consistency", "my queries are slow at scale", or "data is inconsistent across replicas". Also trigger when choosing a datastore, designing data pipelines, or debugging distributed-system consistency issues. Covers data models, batch/stream processing, and distributed consensus. For system design, see system-design. For resilience, see release-it.

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Check behavioral consistency between high-level hardware specifications and RTL implementations. Use when asked to check RTL consistency, verify RTL against spec, check hardware specification compliance, validate RTL implementation, find spec violations in RTL, check behavioral consistency, or when working with hardware designs that need verification against protocol specifications, timing requirements, or functional specifications in Verilog, VHDL, or SystemVerilog.

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Define a brand’s tone, visual standards, and messaging, then review content and assets for consistency. Includes tools to check asset names and formats, compare colors, and convert brand guidelines into reusable design settings.

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• Define a consistent brand tone
• Create guidelines for colors and typography
• Review marketing assets for brand consistency

Draft and revise scientific manuscripts while linking claims to verified evidence. The skill organizes source records, checks consistency across text and results, tracks reporting requirements, and reviews references and disclosures, with human verification and final approval.

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• Drafting manuscript sections from verified evidence
• Checking consistency across text, tables, and results
• Reviewing references and reporting checklist coverage

Prepare a specified software version for release by checking version consistency and changelog readiness, building packages, and testing basic behavior. Produce checksums, release notes, and a readiness report; public release actions require separate authorization.

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• Check version consistency and changelog readiness
• Build release packages and test basic behavior
• Prepare checksums and release notes

Establish consistent typography, colors, spacing, and icons for interface design. Define design tokens, reusable values for visual styles, and apply guidance on contrast, responsive text, and dark mode to improve readability and visual consistency.

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• Define design tokens for a new project
• Create typography and spacing guidelines
• Review color contrast and visual consistency

Build and debug sglang tests comparing token probabilities during prompt processing and step-by-step generation. Separate numerical differences from reused-state bugs, choose test thresholds, and locate the first operation that diverges.

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• Adding probability consistency tests for a model
• Choosing or justifying a kl_div threshold
• Separating numerical differences from cache state bugs

Create and apply brand guidelines for colors, fonts, logos, imagery, and writing tone. Review materials for consistency and produce practical references, including palette tables, typography specifications, tone examples, and a concise guide for collaborators.

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• Create a concise brand guide for contractors
• Check slides and social graphics for brand consistency
• Define writing tone for different situations

Pre-publish QA framework for content. Brief adherence, voice consistency, fact accuracy, structure and clarity, AI-content audit, SEO and AEO compliance, internal linking and schema validation, QA at scale via sampling, the QA workflow, and the discipline that distinguishes catch-problems QA from checkbox QA. Triggers on editorial QA, content review, pre-publish review, content audit, content QA process, AI-content audit, hallucination check, content sampling, programmatic QA, voice consistency check, brief adherence check. Also triggers when a content team is shipping sloppy work, when AI-co-authored content is reaching publish unaudited, when a QA process burns reviewers out, or when a programmatic SEO set needs sampling discipline. On a voice consistency check, this skill owns checking a draft against an existing voice system at the publish gate; use `brand-voice` when the voice system itself needs defining or documenting.

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Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible

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软件架构 (含 应用架构 / 系统架构 / 分布式 后端架构 / 前后端 数据流 与 数据模型 设计 / API 边界 / 可扩展性 / 演进式架构 — 不含 硬件架构 / 纯企业架构 / 纯 DevOps / 纯安全架构) (software architecture — application & system architecture for web / mobile / distributed back-ends; designing services + data models + data flow + integration boundaries; making explicit trade-offs about scalability / coupling / consistency / evolvability; not hardware / chip architecture, not pure enterprise-architecture (TOGAF/Zachman), not pure DevOps / SRE, not pure security architecture (those are adjacent disciplines).) Master OS — automated mastery of software architecture — application & system architecture for web / mobile / distributed back-ends; designing services + data models + data flow + integration boundaries; making explicit trade-offs about scalability / coupling / consistency / evolvability; not hardware / chip architecture, not pure enterprise-architecture (TOGAF/Zachman), not pure DevOps / SRE, not pure security architecture (those are adjacent disciplines).: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on software architecture — application & system architecture for web / mobile / distributed back-ends; designing services + data models + data flow + integration boundaries; making explicit trade-offs about scalability / coupling / consistency / evolvability; not hardware / chip architecture, not pure enterprise-architecture (TOGAF/Zachman), not pure DevOps / SRE, not pure security architecture (those are adjacent disciplines). problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「软件架构」「系统设计」「system design」「应用架构」「service design」

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Detect undefined or inconsistent cache strategies (layers, consistency, invalidation, TTL, failure handling) in design documents.

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Audit and maintain design system consistency, UX/UI patterns, color palettes, and design best practices across frontend applications

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Audits database schemas for naming conventions, type consistency, nullability patterns, and missing constraints. Provides violations report with recommended fixes. Use for "schema validation", "database linting", "schema standards", or "consistency checks".

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기술 문서와 에이전트·기여자용 지침 파일을 작성하고 검토합니다. 설명과 운영 절차, 다국어 버전의 일관성을 확인하고 근거가 충분한 문제를 수정합니다.

• 기술 문서 작성 및 갱신
• README와 문서 변경 사항 검토
• 에이전트 지침과 기여 절차 정리

Compare coding agents on tasks from your own codebase. Define success checks, run agents in separate Git working directories, and report pass rates, available API costs, completion time, and consistency across repeated trials.

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• Comparing coding agents on real development tasks
• Evaluating a new tool or model before adoption
• Checking performance after agent updates

Create financial Excel workbooks with Python, using formulas, color-coded inputs, source comments, and consistency checks. Build models that reviewers can trace and users can adjust by changing assumptions.

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• Build a financial model with traceable inputs
• Compare valuations under different assumptions
• Prepare a workbook for another person's review

Review Spec Kit code changes against relevant design documents, tests for expected and unwanted behavior, evidence that bug fixes prevent recurrence, and repository terminology. Findings identify the document sections behind design mismatches.

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• Reviewing a Spec Kit pull request
• Checking test coverage for expected and unwanted behavior
• Checking regression evidence for a bug fix

Review a screen, user flow, or component against the user's task. Assess visual hierarchy, interaction cues, error handling, accessibility, and consistency, then provide prioritized fixes with reasons and identify strengths worth preserving.

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• Getting feedback on a screen or mockup
• Checking usability before a feature launches
• Reviewing a flow where users may drop off