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Investigate captured network traffic and connection records with Wireshark, Zeek, and NetFlow analysis. Identify communications with attacker infrastructure, trace movement between internal systems, estimate data transfers, and produce findings linked to packet evidence and timestamps.

中文简介正在准备中。当前显示英语简介。

• Investigating suspicious periodic connections
• Measuring the volume and destination of data transfers
• Tracing attacker movement between internal systems

Prepare text for language models using HuggingFace Tokenizers, which splits text into model-readable units. Train custom vocabularies, process batches, track original text positions, and configure input lengths for use with transformers.

中文简介正在准备中。当前显示英语简介。

• Preparing large text collections for language models
• Training a tokenizer on domain-specific text
• Mapping model outputs back to original text

Operate apps and websites by inspecting screenshots, clicking controls, typing, and dragging. Use it to fill forms, check layouts, and test complete user flows, with recorded actions available for replay and review.

中文简介正在准备中。当前显示英语简介。

• Fill forms and use file upload dialogs
• Test buttons and complete user flows
• Check layouts and capture screenshots

Reproduce Mastra Code bugs with a real model and compare timestamped logs across network, streaming, execution, and terminal interface layers. Use the evidence to locate timing problems, incorrect token rates, flicker, or stuck status displays.

中文简介正在准备中。当前显示英语简介。

• Investigating incorrect token rate displays
• Reproducing intermittent bugs with a real model
• Tracing flicker or stuck status displays

Guides development across the Kilo JetBrains plugin’s shared, frontend, and backend modules. Explains remote calls between modules, UI thread rules, dependency packaging, and testing practices, including serialization failures that require checks in a running IDE.

中文简介正在准备中。当前显示英语简介。

• Placing new code in the appropriate plugin module
• Defining frontend and backend communication
• Reviewing UI threading and coroutine usage

Deploy n8n on a Linux server using Docker Compose and Caddy for automatic HTTPS. Covers single-instance setups, workers for parallel execution, secret management, deployment checks, updates, backups, and restoration.

中文简介正在准备中。当前显示英语简介。

• Installing n8n on a VPS
• Running workflows in parallel with workers
• Publishing n8n with automatic HTTPS

Test an idea, strategy, or investment against 11 future time horizons, from six months to 50 years. Compare scenarios with probability ranges, identify structural risks, and review or update the underlying world models.

中文简介正在准备中。当前显示英语简介。

• Testing an investment thesis across time horizons
• Reviewing long-term risks to a business model
• Updating future scenarios after major events

Inspect Mac performance to find processes using excessive CPU, GPU, memory, or energy. Combine measurements with explanations of known system processes to diagnose slowness, heat, and startup load, then recommend actions without changing system settings.

中文简介正在准备中。当前显示英语简介。

• Find the cause of a slow Mac
• Investigate loud fans and overheating
• Check memory pressure and swap activity

Design web interfaces, build prototypes, and integrate changes into existing apps while respecting their visual rules and components. Choose direct code generation or Claude Code design commands, with an experimental browser canvas option for visual review.

中文简介正在准备中。当前显示英语简介。

• Improve a landing page within an existing app
• Design a dashboard using existing visual rules
• Sync a codebase with Claude Design

Find concrete LifeOS improvements in Anthropic updates, practitioner examples, and internal reflections. Check each candidate against the current setup, previous decisions, and compatibility, then present actionable recommendations tied to specific files or components.

中文简介正在准备中。当前显示英语简介。

• Checking Anthropic updates for LifeOS improvements
• Finding improvements in internal reflections
• Researching a candidate feature in more detail

Collect and update 68 US economic and social indicators, then summarize trends over ten, five, two, and one years. Produce a report covering relationships between indicators, unusual patterns, and topics that warrant further research.

中文简介正在准备中。当前显示英语简介。

• Refreshing US economic and social indicators
• Comparing short- and long-term economic trends
• Examining relationships across prices, jobs, and housing

Reduce oversized LifeOS instruction files while preserving distinct rules. Remove obsolete entries first, then propose approved merges, shorter wording, or relocation to reference files, with size measurements and reversible commits documenting the changes.

中文简介正在准备中。当前显示英语简介。

• Reducing an oversized CLAUDE.md
• Consolidating overlapping operational rules
• Cleaning up accumulated proposal entries

Develop fiction from existing ideas, notes, or partial drafts. Organize themes, character changes, plot, setting, relationships, reader knowledge, and prose, then use writer-approved plans to guide drafting and revision from short stories to book series.

中文简介正在准备中。当前显示英语简介。

• Turning scattered novel notes into a story plan
• Exploring character changes and themes
• Drafting scenes from an approved story bible

Collect social posts, business listings, and product reviews through Apify actors, ready-made data collection tools. Filter results by date, rating, or engagement in code before sending relevant records to the AI for research or lead generation.

中文简介正在准备中。当前显示英语简介。

• Find competitors' most popular social posts
• Build a contact list of local businesses
• Extract recent negative Amazon reviews

Use cmux on macOS to organize visible teams of AI agents, send prompts, inspect terminal output, and monitor completion. Set up role-based teams or have several agents investigate the same problem; live operation remains unproven in the supplied material.

中文简介正在准备中。当前显示英语简介。

• Launch a team to investigate an intermittent test failure
• Have multiple agents investigate the same bug
• Send follow-up prompts to a running agent

Map sensitive data across the systems you manage, explore what a compromised asset could expose, and maintain a risk register. Record likelihood, impact, owners, mitigations, and review dates to support ongoing security planning.

中文简介正在准备中。当前显示英语简介。

• Locating sensitive data across managed systems
• Assessing the impact of a compromised server or worker
• Recording risk owners, mitigations, and review dates

Create explainer clips, short videos, and animated overlays with React code. Define scenes and motion by frame number, then render an MP4 that can be regenerated after changes to the content, timing, or visual design.

中文简介正在准备中。当前显示英语简介。

• Turn a process explanation into an animated video
• Create a short video from supplied content
• Build animated overlays for video

Examine writing for familiar AI patterns, statistical features, Pangram detection scores, and hidden character signatures. Compare drafts against known human writing to interpret the evidence, with explanations and limitations rather than a definitive authorship claim.

中文简介正在准备中。当前显示英语简介。

• Check a post for common AI writing patterns
• Compare AI detection scores across drafts
• Compare a revision with known human writing

Investigate incidents and recurring defects with structured methods such as Five Whys and Fishbone cause maps. Identify multiple contributing conditions, build a blame-free account of what happened, and propose practical changes to prevent similar failures.

中文简介正在准备中。当前显示英语简介。

• Review a production outage
• Investigate recurring defects
• Compare failing and working environments

Find arXiv papers by topic, research category, or paper ID. Retrieve titles, authors, abstracts, and links, check new submissions, and add AlphaXiv's AI-generated overviews when available to help decide which papers to read.

中文简介正在准备中。当前显示英语简介。

• Checking new AI and machine learning papers
• Finding papers on a specific research topic
• Looking up a paper by its ID or arXiv URL

Improve writing, prompts, or skills through repeated review cycles that carry forward lessons and rejected approaches. Human feedback guides each pass by default, while saved history supports resuming work and tracking progress.

中文简介正在准备中。当前显示英语简介。

• Refining a prompt over several passes
• Improving a skill's output quality
• Making diagram instructions more consistent

Explore one problem through several distinct perspectives to uncover hidden requirements and edge cases. Turn the findings into testable success criteria, refinements, and failure conditions, stopping when additional perspectives no longer produce new requirements.

中文简介正在准备中。当前显示英语简介。

• Finding overlooked requirements before starting work
• Reviewing a problem from stakeholders' perspectives
• Exploring failure modes and changes over time

Extract web page content as Markdown from a single URL or a site crawl. When access is blocked, progressively switch from basic fetching to Chrome and Bright Data proxy services, which route requests through other IP addresses.

中文简介正在准备中。当前显示英语简介。

• Converting a single web page to Markdown
• Extracting content from JavaScript-rendered pages
• Retrieving pages blocked by bot detection

Build and maintain a public profile from LifeOS goals, projects, ideas, and work themes. Rule-based filters remove sensitive details, while preview and approval workflows let you review changes before deploying the profile site.

中文简介正在准备中。当前显示英语简介。

• Refresh a public profile from LifeOS activity
• Review profile changes before publishing
• Check the current profile section by section