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Review code changes and pull requests for correctness, security, performance, and test quality. The skill helps prioritize issues, write specific and constructive feedback, and create shared review checklists and standards for a development team.

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• Reviewing code changes and pull requests
• Writing review comments with clear priorities and fixes
• Creating shared review checklists for a team

Review whether a proposal, specification, or design decision addresses the right problem and follows from its goals and constraints. Receive prioritized findings with supporting evidence, confidence, and concrete alternatives or questions that would resolve each concern.

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• Checking whether a proposal addresses the real problem
• Testing a specification against its goals and constraints
• Comparing alternatives and long-term maintenance costs

Build, improve, or review SwiftUI interfaces using Liquid Glass on iOS 26 and later. It guides native glass effects, grouped elements, interactive controls, animated transitions, and fallback interfaces for earlier iOS versions.

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• Adding Liquid Glass to new SwiftUI screens
• Updating existing buttons and cards with glass effects
• Reviewing glass effects and interactive behavior

Audit multilingual and regional websites for hreflang errors, the tags that identify language alternatives. Check reciprocal links, language codes, canonical URL conflicts, and targeting signals when search results show the wrong language or country version.

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• Investigate the wrong language version appearing in search
• Check hreflang tags and language or region codes
• Review conflicting signals across country versions

Add or update Pallas/Mosaic kernels, specialized computation routines for JAX. The skill covers reference implementations, output and gradient checks, public wrappers, fallback behavior, performance benchmarks, and hardware-specific tuning when requested.

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• Adding a Pallas kernel for a JAX computation
• Checking outputs and gradients against a reference
• Maintaining backend selection and fallback behavior

Review a specified Marin pull request for newly introduced defects, repository instruction violations, and concrete maintenance problems. Receive findings backed by code evidence, with optional posting of review comments to GitHub.

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• Check a pull request for newly introduced defects
• Verify compliance with repository instructions
• Review test quality and consistency across call sites

Review PipesHub code changes for bugs, scaling risks, missing-value handling, reuse, design, and tests. Get specific findings tied to files and lines, with the most serious problems addressed first and a concise review verdict.

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• Reviewing a PipesHub pull request
• Checking a branch or commit for bugs
• Assessing query load and failure handling

Review code or pull requests for likely bugs, readability, maintainability, and risks to existing behavior. Supporting scripts and reference checklists help analyze code quality, identify missing tests, and organize findings into a review report.

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• Reviewing a pull request for bugs and risks to existing behavior
• Checking code readability and maintainability
• Finding test coverage gaps and preparing a review report

Study the mathematics behind computer science through a structured learning path and practice problems. Covers logic, proofs, sets, functions, counting, and number theory, connecting these foundations to algorithm correctness and computational thinking.

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• Learning the mathematics behind computer science
• Practicing induction and proof by contradiction
• Reviewing sets, functions, and counting

Test changed screens or explore an entire app in a real browser. Check interactions, accessibility, and mobile layouts, then document failures with screenshots, reproduction steps, expected results, and suggested fixes.

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• Checking UI changes in a pull request
• Finding bugs through exploratory testing
• Checking keyboard access and mobile layouts

Diagnose NVSHMEM launch failures, crashes, hangs, and communication problems using exact commands and complete logs. Separates observations from likely causes, checks version-specific documentation, and prepares a Markdown bug report for the user to submit.

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• Investigate launch failures, crashes, and hangs
• Distinguish NVSHMEM defects from application or environment issues
• Check whether a known issue applies to the installed version

Diagnose GPU bugs in CUDA applications with NVIDIA Compute Sanitizer. Select the appropriate tool for memory access errors, shared-memory races, uninitialized reads, or synchronization faults, then build for source locations and interpret the diagnostic report.

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• Locate illegal or out-of-bounds GPU memory access
• Investigate inconsistent results caused by shared-memory races
• Find reads of uninitialized GPU memory

Integrate PhysicsNeMo domain parallelism, splitting one input across GPUs, into training or inference scripts. Guides DDP or FSDP2 integration, adds support for new operations, and checks distributed outputs and gradients against single-GPU results.

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• Process inputs too large for one GPU
• Combine domain parallelism with DDP or FSDP2
• Add ShardTensor support for new operations

Tune adaptive behavior in an instrumented NeMo Relay application using runtime data. Configure tool parallelism, prompt caching, and state storage, then compare changes against a baseline to check latency, correctness, and failure rates.

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• Evaluate adaptive behavior using runtime telemetry
• Tune tool parallelism against a baseline
• Evaluate prompt-cache planning

Audit openai-go during scheduled or repeated maintainer runs for correctness bugs, security weaknesses, performance problems, rough edges, non-idiomatic Go, test gaps, code organization, and architecture, then report one prioritized recommendation with evidence. Use for recurring proactive repository maintenance and rotating whole-codebase review; do not use for feature work, code changes, autonomous publishing, or pull-request stewardship.

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Exhaustively review committed openai-go pull requests, branches, and commit ranges, or provide best-effort review of uncommitted local changes, for Go correctness, SDK compatibility, generated-code ownership, provider security, and repository-specific gotchas.

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Comprehensive security and correctness audit of a branch's changes. Use for thermo nuclear, thermonuclear, or deep review requests, or branch/PR diff audits focused on bugs, breaking changes, security issues, devex regressions, and feature-gate leaks.

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Manually review the implementation diff for the current Comet change. Report correctness, security, and edge-case issues without advancing the workflow.

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Trigger a pre-merge release readiness review on a GitHub PR, GitLab MR, or local branch. Use when the user wants to analyze code changes for risk, correctness, and potential rollback issues before merging. Trigger words include release readiness, analyze PR, analyze MR, review PR, risk analysis, pre-merge, safe to ship, ready to merge, ready to commit, any risks, before merging, validate changes, release management.

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Drive a change through a red-green-refactor loop - failing test first, minimal code to pass, then clean up. Use when implementing a feature or fixing a bug where correctness matters and a test can pin the behavior. Says "TDD", "test first", "red green refactor", "write the test first".

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Audit a target's CORS posture — Access-Control-Allow-Origin handling, reflected-origin bypass, credentials+wildcard mismatch, preflight OPTIONS behavior, Vary header correctness. Use when: a third-party integration is failing CORS preflight and someone proposes "just set Allow-Origin to *" as the fix, OR your bug-bounty inbox has a credential-reuse exploit chain. Threshold: any reflection of arbitrary Origin into Allow-Origin, Allow-Credentials:true with wildcard origin (browser-rejected combo but server config wrong), missing Vary:Origin on per-origin responses, preflight cached over 86400s, OR Allow-Origin trust of attacker- controlled subdomain pattern. Trigger with: "audit cors", "check cors policy", "cors bypass", "preflight check".

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Analyze and improve Attio integration latency and throughput from measured query shape, pagination, concurrency, retry, and cache evidence while preserving correctness. Use when Attio requests are slow or queues are backing up. Trigger with "Attio performance", "speed up Attio sync", or "Attio query tuning".

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Derive a safe Adobe workload envelope from synthetic load, queue/backpressure behavior, current service constraints, spend, and output correctness. Use when the task requires adobe capacity and load envelope. Trigger with "load test Adobe", "scale Firefly jobs", or "Adobe capacity plan".

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Improve Adobe integration latency and throughput from measurements while preserving correctness, policy, and spend boundaries. Use when the task requires adobe measured performance tuning. Trigger with "tune Adobe performance", "reduce Firefly latency", or "optimize PDF jobs".

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