'preservation' 검색 결과

Compress large language model weights to four bits with AWQ, a method that uses model activation patterns to limit quality loss. Follow workflows for quantization, loading compressed models, and serving them with vLLM using less GPU memory.

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• Running large language models with limited GPU memory
• Quantizing a model with domain-specific text
• Serving an AWQ model with vLLM

Preserve essential information during long agent tasks by extracting URLs, IDs, relevant fields, and conclusions into working notes. It also specifies where to record task handoff details before older tool results leave the agent’s context.

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• Keep source URLs and key excerpts during research
• Preserve API fields and IDs needed later
• Record analysis conclusions before context pruning

Draft Word notices for legal holds, instructions to preserve records for litigation or investigations. Track issuance, refreshes, releases, and upcoming review dates in the matter log, and report overdue or missing holds across matters.

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• Drafting a notice to preserve litigation records
• Updating preservation scope and custodian lists
• Preparing a release notice when a matter ends

Prepare for a demand letter by gathering the parties, facts, legal basis, deadlines, and desired outcome. Record negotiation options and information to exclude in a structured intake.md file for the separate drafting skill.

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• Preparing the facts for a payment demand
• Organizing a breach notice or cease-and-desist request
• Reviewing negotiation options and disclosure limits

Review an incoming demand letter, extract its requests and deadlines, and check for related disputes. Produce an initial assessment with response options and a recommendation, then prepare a handoff for case intake or response preparation.

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• Extract requests, allegations, and deadlines from a demand letter
• Check whether an incoming demand relates to an existing matter
• Compare substantive, holding, settlement, and preservation options

Summarize litigation matters from a shared log, including risk levels, upcoming deadlines, stale records, and estimated financial exposure. Flag overdue tasks, incomplete conflict checks, and other gaps that need a legal team's attention.

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• Review the status of all active litigation matters
• Check deadlines across the next 14, 30, and 60 days
• Find stale matters and overdue deadlines

Guides adding metadata, extra information attached to data elements, to Apache Beam's WindowedValue. Maps the changes needed across serialization, storage, processing, and runner interfaces so new fields remain available during pipeline execution.

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• Adding trace context or drain flags to WindowedValue
• Checking metadata preservation through Windmill storage
• Reviewing propagation through grouping and timers

Convert legal documents in PDF, DOCX, or TXT format into structured Markdown. The workflow organizes legal headings, checks text preservation and formatting, and produces a review report alongside the final document when checks pass.

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• Convert legal PDFs or Word documents to Markdown
• Organize chapter and article headings
• Check whether formatting changes preserved the text

Recover from file-writing errors involving emoji or special symbols by switching to shell-based writing. Guides character preservation or replacement, literal text handling, directory preparation, and checks of the saved content.

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• Recovering from Unicode-related file-writing errors
• Saving source files containing emoji or symbols
• Replacing special characters with ASCII alternatives

Extract PDF text when read_file returns unreadable binary content or little usable output. Try pdftotext with layout preservation, then use pdfplumber as an alternative when the command is unavailable or produces insufficient text.

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• Extracting text after read_file returns binary content
• Retrying PDF extraction with empty or very short output
• Extracting text while preserving the PDF layout

Validate security patches by comparing vulnerable and patched code against exploit tests, related attack variants, and normal behavior. Produce reproducible logs showing remaining flaws, regressions, newly introduced security failures, and gaps that still need testing.

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• Validate an AI-generated security patch before review
• Check related attack variants for incomplete fixes
• Check whether a fix breaks normal behavior

Create and edit Google Docs while preserving requested structure, formatting, tabs, and tables. Adapt templates using current source information, update links and smart chips, and check that the finished document covers the requested content.

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• Create a document from a Google Docs template
• Update text and tables while preserving formatting
• Adapt a past project document for new work

Generate and edit transparent PNG ornaments, game sprites, emblems, and interface graphics with built-in Codex image generation. Includes transparency checks, saved prompts, and optional integration into an existing project with verified asset copies.

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• Create transparent PNG decorations for game interfaces
• Generate standalone sprites and emblems
• Check PNG transparency and gaps within artwork

Create, edit, and analyze Word documents while preserving formatting. Work with tracked changes and comments, extract document text, and convert pages to images for visual review, with workflows tailored to new documents and existing files.

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• Create a new Word document
• Revise business documents with tracked changes
• Add review comments to a document

Guide AI agent development from requirements and project setup through implementation, behavior evaluation, deployment, and monitoring. Provides coding rules, debugging steps, and links to specialized skills so each phase follows a defined process.

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• Planning an agent's requirements and architecture
• Running and debugging an agent locally
• Evaluating responses and tool use before deployment

Build Vue 3 components with TypeScript and Composition API, a way to organize component logic. Define inputs, events, and two-way bindings, manage reactive data, and use built-in components for transitions and state preservation.

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• Build Vue components with TypeScript
• Define component inputs, events, and two-way bindings
• Update displays and react to data changes

Assess whether tests detect the wrong behavior relevant to a specific change, PR, or commit. Link findings to exact revisions, compare faulty and correct behavior when execution is authorized, and distinguish observed results from predictions.

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• Check whether a regression test detects the original bug
• Assess tests for a new feature
• Review behavior preservation during a refactor

Make specific C# behavior testable by adding a minimal way to replace time, randomness, or other external dependencies. Preserve public APIs and production behavior, then run repeatable tests without real file access or waiting.

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• Testing deadlines and delays with controlled time
• Testing file operations without touching real files
• Testing random or environment-dependent behavior

Plan initialization, state saving, restoration, and cleanup around .NET MAUI app lifecycle events. Understand how Window events map to each platform, distinguish lost focus from backgrounding, and account for multiple windows.

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• Saving drafts and form inputs when an app enters the background
• Restoring state and refreshing data when an app resumes
• Choosing lifecycle events for initialization and cleanup

Implement and test Go codemods, automated migration routines used by gh aw fix. The guide covers targeted configuration changes, preserving comments and document content, safe repeated execution, and checks for registration and execution order.

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• Add a migration for deprecated configuration
• Update an existing migration routine
• Test preservation of comments and formatting

Guide authorized red-team exercises that simulate attackers seeking access and demonstrating impact. The skill organizes test priorities, evidence preservation, related application checks, and minimal data collection, with checklists for planning, ongoing work, and final validation.

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• Preparing an authorized red-team exercise
• Reassessing findings after reproduction fails
• Checking related apps for a shared weakness

Revise text to remove formulaic AI phrasing while keeping the writer’s voice, facts, intent, and structure. It targets justified changes, preserves protected passages, and reports editing limits and any unresolved issues.

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• Removing formulaic AI phrasing from a draft
• Polishing text while keeping the writer’s voice
• Preserving technical details during a rewrite

Edit a specified local file to remove justified AI writing patterns through focused changes. It preserves voice, facts, protected content, and document structure, then rereads edits and reports file changes and verification status.

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• Cleaning up formulaic phrasing in a local draft
• Editing only a specified section of a long document
• Preserving quotes and metadata while polishing prose

Compare original and revised text to check whether protected content survived editing. It combines a bundled validator for structural checks with a separate meaning review, then reports errors, warnings, and specific repair targets.

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• Checking quotes and code after a rewrite
• Comparing links, numbers, and headings before and after editing
• Reviewing changes to meaning, conditions, and uncertainty