vanilla-rails-jobs
Use when writing background jobs or async operations - enforces thin job wrappers (3-5 lines) that delegate to models using _later/_now naming pattern
What this skill does
# Vanilla Rails Jobs
**Jobs are thin wrappers (3-5 lines). ALL business logic lives in models.**
## The Pattern
```ruby
# Model concern - WHERE THE LOGIC LIVES
module Card::ClosureNotifications
extend ActiveSupport::Concern
included do
after_update :notify_watchers_later, if: :just_closed?
end
def notify_watchers_later
Card::ClosureNotificationJob.perform_later(self)
end
def notify_watchers_now
watchers.each do |watcher|
CardMailer.closure_notification(watcher, self).deliver_now
Notification.create!(user: watcher, card: self, action: 'closed')
end
end
end
# Job - ONLY delegates (3 lines)
class Card::ClosureNotificationJob < ApplicationJob
def perform(card)
card.notify_watchers_now
end
end
```
**Flow:** Callback → `_later` → enqueue job → job calls `_now` → logic executes
## Why Thin Jobs
- **Test `_now` synchronously** — no job infrastructure needed
- **Reusable** — call `_now` in console, tests, anywhere
- **Debuggable** — stack traces point to model, not job framework
## Edge Cases
**Multi-model** — primary model orchestrates:
```ruby
class User::DigestJob < ApplicationJob
def perform(user); user.send_digest_now; end
end
```
**Utility/cleanup** — use class methods:
```ruby
class Session::CleanupJob < ApplicationJob
def perform; Session.cleanup_expired_now; end
end
```
**Error handling** — ActiveJob retries + model errors:
```ruby
class Card::SyncJob < ApplicationJob
retry_on ExternalAPI::Error, wait: 5.minutes
def perform(card); card.sync_to_external_system_now; end
end
```
## Red Flags
| Red flag | Fix |
|----------|-----|
| Job > 5 lines (excluding `retry_on`) | Move logic to model |
| Business logic in job | Move to `_now` method on model |
| `perform(card_id)` then `Card.find` | `perform(card)` — let ActiveJob serialize |
| No `_later`/`_now` naming | Add suffixes |
| Missing `_now` method | Always create — needed for testing |
| Job sends emails directly | Model orchestrates, mailer delivers |
| Job has conditionals/loops | Domain logic goes in model |
## Quick Check
- [ ] Job is 3-5 lines, calls one model method
- [ ] Receives model instance (not ID)
- [ ] No queries, conditionals, or loops in job
- [ ] Model has `_later` method (enqueues)
- [ ] Model has `_now` method (logic)
Related in Writing & Docs
jax-development
IncludedUse this skill when the user is writing, debugging, profiling, refactoring, reviewing, benchmarking, parallelising, exporting, or explaining JAX code, or when they mention JAX, jax.numpy, jit, grad, value_and_grad, vmap, scan, lax, random keys, pytrees, jax.Array, sharding, Mesh, PartitionSpec, NamedSharding, pmap, shard_map, Pallas, XLA, StableHLO, checkify, profiler, or the JAX repo. It helps turn NumPy or PyTorch-style code into pure functional JAX, fix tracer/control-flow/shape/PRNG bugs, remove recompiles and host-device syncs, choose transforms and sharding strategies, inspect jaxpr/lowering/IR, and benchmark compiled code correctly.
nature-article-writer
IncludedDrafts, rewrites, diagnostically critiques, and style-calibrates primary research manuscripts for Nature and Nature Portfolio journals. Use when the user wants a Nature-style title, summary paragraph or abstract, introduction, results, discussion, methods, figure legends, presubmission enquiry, cover letter, reviewer response, or when a scientific draft sounds generic, jargon-heavy, structurally weak, or AI-ish and needs precise, broad-reader-friendly prose without inventing data, analyses, or references. Best for primary research articles and letters rather than reviews or press releases unless explicitly adapting one.
deckrd
IncludedDocument-driven framework that derives requirements, specifications, implementation plans, and executable tasks from goals through structured AI dialogue. Use when user says "write requirements", "create spec", "plan implementation", "derive tasks", "structure this feature", "break down into tasks", or "document this module". Also use for reverse engineering existing code into docs (/deckrd rev). Do NOT use for direct code writing — use /deckrd-coder after tasks are generated. Do NOT use when the user only wants to run or fix existing code without planning.
clinical-decision-support
IncludedGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
handling-sf-data
IncludedSalesforce data operations with 130-point scoring. Use this skill to create, update, delete, bulk import/export, generate test data, and clean up org records using sf CLI and anonymous Apex. TRIGGER when: user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory patterns for Apex tests, or needs to seed/clean records in a Salesforce org. DO NOT TRIGGER when: SOQL query writing only (use querying-soql), Apex test execution (use running-apex-tests), or metadata deployment (use deploying-metadata).
accelint-ac-to-playwright
IncludedConvert and validate acceptance criteria for Playwright test automation. Use when user asks to (1) review/evaluate/check if AC are ready for automation, (2) assess if AC can be converted as-is, (3) validate AC quality for Playwright, (4) turn AC into tests, (5) generate tests from acceptance criteria, (6) convert .md bullets or .feature Gherkin files to Playwright specs, (7) create test automation from requirements. Handles both bullet-style markdown and Gherkin syntax with JSON test plan generation and validation.