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Pre-scan decision types, collect downstream references, classify contradictions, and write propagation scan report

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Nonlinear curve fitting for physics data with proper error propagation, chi-squared analysis, residual diagnostics, confidence intervals, and model comparison (AIC/BIC). Use for any parameter extraction from experimental or simulation data.

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Cascade merge changes through a chain of dependent branches. Use when updating stacked/chained PRs, propagating changes from a parent branch to all downstream branches, or when the user mentions "cascade merge", "propagate changes", "update dependent branches", or "merge to downstream branches".

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Implementing distributed tracing with W3C Trace Context — the byte-precise `traceparent` and `tracestate` header formats, OpenTelemetry's W3CTraceContextPropagator as the modern default (replacing X-B3-* and X-Datadog-*), head vs tail sampling, and HTTP→SQL trace propagation via sqlcommenter. Grounded in the W3C REC and OpenTelemetry specs. NOT for OTel metrics/logs pipelines, vendor backend setup (Datadog/Honeycomb/Jaeger/Tempo), or browser RUM tracing.

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Audit or design server-side indexes, directories, reputations, or aggregates that are DERIVED from traffic a platform witnesses (chain heads, run verdicts, heartbeats, publish activity) so that consent gates the derivation, not merely the read: no shadow index over non-consenting principals, post-consent-only evidence windows, retention bounds and delete-propagation into derived rows, activity-oracle threat modeling, and audit-logged ranking discretion. Use when building a capability directory / whois from witnessed activity, a reputation ledger from settled outcomes, vitals aggregation across tenants, or any "the yellow pages can't lie because they index signatures" feature. Keywords: shadow index, derived index, consent gates derivation, activity oracle, phone book not a log, delist propagation, ranking weight audit, k-anonymous aggregate, subpoena surface. NOT for the consent-screen UX and scope-ladder mechanics themselves (use local-first-tenancy-boundary), reputation scoring math and Sybil economics (use agent-identity-continuity-reputation), or discovery-layer architecture L1/L2/L3 (use agent-discovery-directories-guilds).

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连接不同机器上的ruflo智能体，通过签名消息共享状态、任务和成果。利用已登记的公钥验证发送方，并在节点间同步任务认领、释放与交接信息，协调工作归属。

• 在机器间共享状态与成果
• 协调共享任务的负责权
• 将工作交接给其他节点

Organize repeated experiments to improve models, prompts, or agent systems against measurable goals. The skill records hypotheses and lessons in a persistent tree, isolates trials, and compares promising candidates using evaluation data kept separate from development.

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• Compare repeated experiments to improve model training
• Improve an agent system's measured success rate
• Test prompt changes against a fixed evaluator

Prepare the next Prisma 8 release by updating workspace versions, assembling upgrade guides, and drafting release notes. Open release and documentation pull requests for maintainer review; merging the release request triggers automated publication.

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• Preparing the next Prisma 8 release candidate
• Updating versions across workspace packages
• Assembling upgrade guides and release notes

Set up distributed tracing with Jaeger and Tempo to follow requests across services. Examine delays, service dependencies, and error propagation, with guidance on sampling, linking logs to traces, and troubleshooting missing trace data.

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• Investigating slow requests across services
• Understanding service dependencies
• Tracing how errors spread

Design application and API behavior when operations fail. Choose between exceptions and Result types, which explicitly represent success or failure, and improve retries, error messages, logging, and resource cleanup so failures are easier to handle and investigate.

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• Add error handling to a new feature
• Design API behavior for failures
• Improve error messages and logs for production debugging

Manage LinkedIn connection requests and follows with the Curviate CLI. Review pending invitations, preview actions, withdraw requests, and list connections or followers, with guidance on duplicate requests and delays before invitations appear.

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• Sending connection requests with a personal note
• Reviewing received invitations
• Withdrawing pending connection requests

Answer questions from saved gbrain knowledge using keyword, meaning-based, and relationship searches. The skill combines relevant evidence with page citations and highlights missing information, conflicting sources, or potentially outdated results.

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• Find saved notes on a topic
• Look up connections between people and companies
• Trace events and changes through timelines

Turn meeting transcripts into structured GBrain pages with decisions, assigned tasks, and verified quotes. Resolve speakers using evidence, split recordings containing separate meetings, and update related people and companies with links and dated meeting context.

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• Organizing decisions and assigned tasks from a transcript
• Updating people and company records after a meeting
• Splitting a continuous recording into separate meetings

Turn videos, audio, PDFs, books, screenshots, and GitHub repositories into knowledge pages with summaries and highlights. Preserve original files, extract people and companies, and connect the material to their pages and timelines for later reference.

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• Saving key points from YouTube videos or podcasts
• Organizing PDF and book summaries by subject
• Extracting text and entities from screenshots

Prepare for a GDPR audit with six structured questions covering processing records, lawful grounds, privacy risks, individual rights requests, international transfers, and breaches. Organize findings with article references and identify the next three actions.

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• Preparing for an annual internal GDPR audit
• Reviewing privacy controls after a data breach
• Preparing for a data protection authority investigation

Develop and modify the Handsontable wrapper for Vue 3 with guidance on component structure, settings updates, column configuration, and shared data references. It also explains the build order and tests used to check wrapper changes.

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• Fix settings updates in the Vue 3 wrapper
• Modify per-column configuration
• Investigate how array changes reach the grid

Compare code structure across two commits, tags, or directories to identify security-relevant changes. Produces a report on new attack paths, privilege boundaries, complexity, and how widely a change could affect other functions.

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• Compare code structure before a release
• Investigate new attack paths after code changes
• Track untrusted data flows across a refactor

Check whether a single tool outage, invalid input, or repeated retry can disrupt an entire agent workflow. Use dialogue tests to identify spreading errors, missing fallbacks, and uncontrolled retries, then document confirmed findings.

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• Checking workflow behavior when a required API is unavailable
• Testing whether invalid data spreads between processing steps
• Reviewing retry limits and fallback behavior

Add OpenTelemetry tracing to frontend and backend flows. Connect execution records across services and background jobs, record phase durations and entity IDs, and mark failures so developers can investigate slow or broken operations.

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• Tracing a user action across multiple services
• Investigating slow queues and background jobs
• Connecting missing or disconnected traces

Distribute shared skills across Codex, Claude Code, Pi, Hermes, and Cursor on a Mac. Use copies and symbolic links, which reference the original folder, to manage placement and updates.

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• Distribute a new shared skill to five agents
• Propagate updates to an existing shared skill
• Check skill locations and symbolic links

Organize dependent code changes into a chain of branches and pull requests, so reviewers can examine one layer at a time. The skill guides stack creation, edits, synchronization, rebasing, and merging with gh-stack.

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• Split dependent changes into reviewable pull requests
• Update a lower branch and propagate changes upward
• Synchronize local branches with GitHub

Keep NeMo Relay event histories separate for concurrent requests, tasks, and agents. The skill guides independent scope stacks, which track nested operations, and preserves parent-child relationships when execution crosses asynchronous tasks, threads, or workers.

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• Separate event histories for concurrent requests
• Preserve parent-child links across async tasks and threads
• Prevent request-specific middleware from leaking

Reactive streams and event-driven programming in Golang using samber/ro — ReactiveX implementation with 150+ type-safe operators, cold/hot observables, 5 subject types (Publish, Behavior, Replay, Async, Unicast), declarative pipelines via Pipe, 40+ plugins (HTTP, cron, fsnotify, JSON, logging), automatic backpressure, error propagation, and Go context integration. Apply when using or adopting samber/ro, when the codebase imports github.com/samber/ro, or when building asynchronous event-driven pipelines, real-time data processing, streams, or reactive architectures in Go. Not for finite slice transforms (→ See `samber/cc-skills-golang@golang-samber-lo` skill).

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Comprehensive guide for Go database access — parameterized queries, struct scanning, NULLable columns, transactions, isolation levels, SELECT FOR UPDATE, connection pool, batch processing, context propagation, and migration tooling. Use when writing, reviewing, or debugging Golang code that interacts with PostgreSQL, MariaDB, MySQL, or SQLite; for database testing; or for questions about database/sql, sqlx, or pgx. Does NOT generate database schemas or migration SQL.

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