'mining' 검색 결과

Design employee access management across multiple systems using HR records. This skill covers account changes when people join, move roles, or leave, along with role definitions, approval workflows, periodic access reviews, and cleanup of accounts left behind.

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• Automating account changes for hires, transfers, and departures
• Finding accounts that remain after employees leave
• Reviewing overlapping roles and unnecessary permissions

Assess cybersecurity risks using NIST SP 800-30 Rev 1 by examining threats, weaknesses, likelihood, and business impact. Produce a ranked risk register, a structured record of risks and recommended responses, with a summary for leadership.

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• Preparing documented risk analysis for compliance frameworks
• Assessing a new system before launch
• Reporting the highest risks to leadership

Reconstruct Windows folder browsing activity from Shellbag registry records using SBECmd and ShellBags Explorer. Investigate traces of deleted directories, disconnected USB drives, and network shares while accounting for limits in what the records and timestamps show.

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• Reconstructing a user's folder browsing history
• Investigating browsing traces on disconnected USB drives
• Checking access traces for deleted folders

Analyze how ransomware encrypts files and manages keys to assess whether decryption is feasible. Examine implementation weaknesses, check existing decryptors, and document recovery options with technical reasons for the assessment.

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• Assessing whether ransomware-encrypted files can be decrypted
• Examining encryption routines and key management
• Investigating key recovery from memory dumps

Analyze disk images with Autopsy and The Sleuth Kit to recover deleted files, search content, and examine recorded activity. Build investigation timelines and visual reports that help stakeholders understand evidence from one or multiple disk images.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Recovering deleted files from a disk image
• Searching evidence for confidential files and keywords
• Reconstructing activity around a malware infection

Examine suspicious Word, Excel, and PowerPoint documents by extracting macros and untangling code designed to hide its purpose. Identify download addresses, execution triggers, and attack steps, then document findings and indicators for detecting related threats.

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• Investigating suspicious email attachments
• Finding download addresses hidden in VBA code
• Examining legacy Excel 4.0 macros

Analyze NTFS file records and change journals to investigate deleted files on Windows disks. Recover surviving metadata and content where possible, reconstruct file activity timelines, and compare timestamps for signs of deliberate manipulation.

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• Recovering names and paths of deleted files
• Assessing whether deleted file content can be recovered
• Reconstructing file creation, modification, and deletion timelines

Investigate malware hidden in boot records, UEFI firmware, or the operating system’s core. The skill guides evidence collection, boot integrity checks, firmware and memory analysis, and reporting of persistence mechanisms and remediation steps when compromise survives an OS reinstall.

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• Investigating infections that survive an OS reinstall
• Examining unexplained Secure Boot integrity violations
• Finding hidden processes and suspicious kernel drivers

Analyze access logs from AWS API Gateway, Kong, and Nginx with pandas, a Python data analysis library. Examine resource access patterns, authentication failures, and suspicious requests to investigate API abuse and inform detection rules.

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• Investigating sequential access to resource IDs
• Examining spikes in authentication failures
• Checking for rate limit bypass and injection attempts

Assess exposure of Windows secrets protected by DPAPI, the operating system’s data protection service, during authorized security tests. Guide examination and decryption of saved credentials and browser data using available user sessions, credentials, or backup keys.

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• Assessing saved credential exposure in authorized tests
• Examining collected DPAPI files offline
• Reviewing protected browser and RDP credentials

Use TensorBoard to visualize training loss and accuracy, compare experiments, and inspect model structure. Includes PyTorch and TensorFlow logging examples for examining weight distributions, predictions, and performance bottlenecks during machine learning training.

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• Comparing loss and accuracy across training runs
• Inspecting weight and gradient distributions
• Exploring embeddings in two or three dimensions

Estimate the distribution of stockholders' purchase costs for Chinese A-share stocks using price and volume data. A triangular model produces cost concentration metrics, the estimated share below the current price, and visualization charts.

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• Examining estimated purchase cost distributions for Chinese A-share stocks
• Checking the estimated share of holdings below the current price
• Identifying price ranges with concentrated holdings

Assess legal risks in contracts and business matters by rating impact and likelihood. Organize risk levels, mitigation options, documentation, and criteria for involving senior legal staff or outside counsel.

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• Assessing legal risks in a contract
• Prioritizing risks across business matters
• Preparing risk assessment memos and registers

Create or improve a company-specific data analysis skill by gathering analysts’ knowledge and examining database structures. Document business terms, metric formulas, table relationships, and common query patterns in reusable reference files.

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• Create a data analysis skill for a company
• Document metric formulas and standard exclusions
• Add knowledge about a new business domain

Review FastGPT pull requests or local branch changes by examining actual code differences. Explain behavior changes and affected areas, identify unrelated changes, and report concrete concerns about code quality, consistency with nearby implementations, and missing test coverage.

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• Understanding the behavior changes in a FastGPT pull request
• Comparing a local branch with upstream/main
• Identifying unrelated changes or excessive refactoring

Examine business assumptions behind revenue forecasts, market estimates, or hiring plans. Identify counter-evidence, model worse outcomes, assess how changes affect results, and propose validation steps, backup plans, and early warning indicators.

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• Testing the assumptions behind a revenue forecast
• Checking market size estimates against target customer counts
• Assessing how hiring delays would affect a plan

Examine a plan by imagining it has failed twelve months later. Identify weak assumptions, linked dependencies, and commitments that are hard to reverse, then outline validation steps and criteria for continuing, changing direction, or stopping.

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• Reviewing a plan before committing major resources
• Checking assumptions before a board or investor presentation
• Examining plans that receive only positive feedback

Diagnose failing or intermittent Playwright tests by reproducing errors and examining execution traces. Classify the cause, apply a targeted fix, and run the test ten times to check stability, with recommendations to prevent recurrence.

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• Fixing a Playwright test that fails consistently
• Investigating tests that pass only sometimes
• Debugging failures limited to CI

Analyze failed launches, missed targets, or unsuccessful hires through a blameless review. Use five successive why questions to identify root causes, then record concrete changes with owners, deadlines, and ways to verify results.

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• Investigating why a release was delayed
• Reviewing a missed sales or revenue target
• Examining a hiring decision that did not work out

Work through founder decisions with 13 executive-role agents and 21 slash commands. Use focused questions or multi-role discussions to clarify tradeoffs, record decisions, and turn the outcome into a 90-day action plan.

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• Reviewing a hiring decision from several executive perspectives
• Examining pricing changes in a multi-role discussion
• Identifying priorities under cash runway pressure

Review board memos and strategy briefs with available Claude, Codex, and Gemini models. Compare concerns, supporting arguments, and votes, then turn disagreements into questions to resolve before committing to a major business decision.

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• Reviewing fundraising terms before signing
• Checking the reasoning behind a major strategic pivot
• Examining an acquisition memo before a decision

Review an executed business decision against its original success and stopping criteria. Compare actual results, revisit assumptions and dissenting views, and create a retrospective record with lessons and follow-up actions.

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• Reviewing a decision at its 90-day checkpoint
• Assessing a decision when stopping criteria are triggered
• Examining why a major decision was reversed

Review agent-written code changes before merge, focusing on concrete correctness defects. Uses independent subagent reviews, targeted verification, and fresh checks after substantial repairs, with a deeper evidence-based process for security, concurrency, persistence, or data-loss risks.

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• Reviewing agent-written changes before merge
• Rechecking a substantial bug fix
• Examining security, concurrency, or data-loss risks

Create a Business Model Canvas, a nine-part overview of how a business creates value and earns revenue. Connect customers, offerings, channels, operations, costs, and income to examine the business model and identify assumptions and risks.

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• Outlining a new business model
• Reviewing how an existing business works
• Explaining a business model to investors