Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, Related Work, Method, Experiments, or Conclusion; polishing figures/tables; checking claim-support alignment; or performing self-review before submission.

Work with GitHub Actions CI/CD workflows - read live syntax, monitor runs, and debug failures. Use when writing, running, or debugging GitHub Actions workflows.

Run a deterministic, read-only health check on an Obsidian wiki. Use for lint, vault health check, audit wiki health, find orphans, find dead links, frontmatter audit, provenance audit, or wiki audit. Reports graph, link, frontmatter, provenance-ledger, empty-section, and stale-index findings; it does not reason broadly or repair files.

Fine-tunes and evaluates OpenVLA-OFT and OpenVLA-OFT+ policies for robot action generation with continuous action heads, LoRA adaptation, and FiLM conditioning on LIBERO simulation and ALOHA real-world setups. Use when reproducing OpenVLA-OFT paper results, training custom VLA action heads (L1 or diffusion), deploying server-client inference for ALOHA, or debugging normalization, LoRA merge, and cross-GPU issues.

Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

Process video subtitles — transcribe speech, optimize/translate text, burn styled subtitles into video. Use when you need to add subtitles to a video, transcribe audio, translate subtitles, or customize subtitle styles.

This skill should be considered when you need to repair an infeasible or non-optimal flexible job scheduling planning schedule into a downtime-feasible, precedence-feasible one while keep no worse policy budget.

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.

Automatically repair code violations of temporal properties using model-checking counterexamples as guidance. Use when working with formal verification results, temporal logic property violations (LTL, CTL), model checking counterexamples, or when asked to repair property violations, fix counterexamples, repair temporal properties, fix model checking violations, or repair code based on counterexamples. Applicable to concurrent systems, state machines, synchronization issues, safety/liveness properties, and resource management violations.

Analyze differences in program intervals between two versions of a program (old and new) to identify added, removed, or modified intervals. Use when comparing program versions, analyzing variable ranges, detecting behavioral changes in numeric computations, validating refactorings, or assessing migration impacts. Supports optional test suite integration to validate interval changes. Generates comprehensive reports highlighting intervals requiring further testing or verification.

Take raw user interview notes or feedback and extract themes and insights. Use when synthesizing qualitative data from interviews, surveys, support tickets, or feedback.

Craft launch tweets, announcement threads, and social posts for product launches across X/Twitter, LinkedIn, BlueSky, and Threads. Use this skill whenever someone asks to write a launch tweet, draft an announcement thread, create social copy for a product release, or repurpose launch messaging for different platforms. Also trigger for "write the tweet for this launch," "help me announce this on Twitter/X," "draft a LinkedIn post for our new feature," or any request to write social media content tied to a product ship. Handles single tweets, multi-tweet threads, and cross-platform adaptation.

Builds comprehensive Amplitude dashboards from requirements or goals, organizing charts into logical sections with appropriate layouts. Use when creating a complete dashboard from scratch or assembling existing charts into a cohesive view.

Terminal Spotify playback/search via spogo (preferred) or spotify_player.

Local text-to-speech via sherpa-onnx (offline, no cloud)

Capture frames or clips from RTSP/ONVIF cameras.

Evaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and skill packages. Provides multi-dimensional scoring and actionable improvement suggestions.

This skill should be used when the user says "refresh infra references", "update tool versions", "check for new MCPs", "update infra patterns", "refresh registries", "arn infra refresh", "infra refresh", "update references", "check for updates", "refresh infrastructure tools", "update MCP servers", "refresh CLI versions", "update base images", "arn-infra-refresh", or wants to update the version-sensitive infrastructure reference files (tool versions, MCP packages, CLI commands, base image tags, IaC patterns) using online research.

This skill should be used when the user says "document infra change", "infrastructure documentation", "generate runbook", "infra docs", "arn infra document", "create infra changelog", "document infrastructure", "generate infrastructure docs", "infra documentation", "create runbook", "generate changelog", "arn-infra-document-change", or wants to generate operational documentation (runbooks, architecture updates, changelogs, environment docs) from completed infrastructure changes.

This skill should be used when the user says "plan infra change", "arn-infra-change-plan", "infra change plan", "plan this infrastructure change", "create infra plan", "arn infra plan", "plan the infra spec", "infrastructure implementation plan", "infra plan from spec", "generate infra plan", "plan infrastructure", or wants to generate a phased implementation plan from an infrastructure change specification, structured by provisioning order, blast radius, rollback checkpoints, and environment promotion gates.