Integrate multiple scRNA-seq samples/batches using Harmony, scVI, Seurat anchors, and fastMNN. Remove technical variation while preserving biological differences.
Use when monitoring, diagnosing, or managing Batch Apex, Scheduled Apex, Queueable, and Flow scheduled jobs: Setup > Apex Jobs, AsyncApexJob queries, concurrent limits, failure…
Use when implementing multiple unimplemented mechanics in batch. Creates an agent team that groups items by relevance, plans each group with review loops, then executes…
Use when apply batch normalization after dense hidden layers (but not the final embedding layer) in a deep neural network trained on MS/MS spectral data, particularly when the…
Produces a signed distribution manifest and CAS-packaged skill set by orchestrating the full community-to-Dojo pipeline: shallow-clone repos, scan for compatibility, normalize…
dart-query batch operations - execute_dartql (recommended), batch update/delete, DartQL SQL-92 syntax, CSV import, safety protocols.
Spelers batch-gewijs plaatsen in scenario-teams via CLI script of API. Gebruik voor het snel vullen van teamindelingen.
Stack per-series inputs into a GPU batch with per-series mean/std, predict in parallel, then denormalize back to each series' original scale.
Prepare accepted storyboard frames for AI-video upload batches. Use when the user needs Omni/Gemini 10-image folders, Higgsfield 9-image groups, sequential copies, overlap frames,…
Use when when you have raw mzML files and a feature table (CSV from mzMine or XCMS) with labeled peaks of unequal class sizes (e.g., fewer false positives than true positives) and…
Collect-then-batch pattern for database operations achieving 30-40% throughput improvement. Includes graceful fallback to sequential processing when batch operations fail.
Implement robust batch processing systems with job queues, schedulers, background tasks, and distributed workers.
Spark, pandas, polars, DuckDB optimization for batch data processing. Activate on: batch processing, Spark optimization, polars, DuckDB, pandas performance, data frame, shuffle,…
Parallel processing for validated assets. Input array of 3-5 assets → simultaneous IDF extraction, package generation, file operations.
Pre-flight validation and quality gates for batch LLM operations. ACTUALLY tests samples through LLM before burning tokens. Uses SPARTA contracts for DuckDB validation queries.
Use when when you have a repository containing hundreds or thousands of structured records (e.g., MassBank records in standardized format) that must be validated for correctness…
Generate post-run analysis reports for batch processing jobs. Analyzes manifests, timings, and failures to produce comprehensive markdown reports.
Batch Request Handler - Auto-activating skill for API Integration. Triggers on: batch request handler, batch request handler Part of the API Integration skill category.
Batch-triage open pull requests: list PRs with prs-awaiting-maintainer, review each with review-pr, then post-review-comments when there are merge-blocker findings, or…
Use when you have generated a peak table or feature list output file from an external peak-picking tool (MZmine, XCMS, MS-DIAL, or Compound Discoverer) in its native export format…
Use when you have a collection of N scripts (e.g., 19 gallery examples) that must run on multiple backends or configurations, and you need to produce a reproducible benchmark…
Split a large scope into independent segments and run each through the full SDP Stage 1-8 workflow in Codex, with Claude review gates and agy fallback only on infrastructure…
Choose batch size understanding its effect on gradient noise, memory, throughput, and generalisation, and adjust the learning rate with it.
Batch process books through the complete pipeline - generate cropped images for split pages, OCR all pages, then translate with context.
Choose batch or streaming from honest latency requirements and operate the complexity you actually need.
Resolve Jira board-column or GitHub repository issue targets and enqueue one child MoonMind workflow per target using a selected child preset, inherited runtime, and a shared…
Use when a loop or watchdog SSHes across many hosts to probe, enumerate, or act. Force non-interactive SSH with timeouts so one un-authable host cannot hang the loop, and check a…
Coalesce a flood of small operations into fewer larger ones with batch windows, debounce, or throttle, chosen by whether you need the last event or a steady rate.
Structured 10-stage methodology for planning bathroom layouts with focus on ergonomics, functionality, and safety.
Activate when: user says 'walk-away point', 'reservation price', 'should I take this deal', 'what's my leverage', 'they won't budge', or any salary/term-sheet/vendor/M&A…
Use when working on how games look on a Batocera cabinet: CRT and other shaders, shaderset resolution and per-game shader overrides, bezel/overlay artwork and alignment,…
Use when keeping a Batocera cabinet healthy over time: running scripts or scheduled jobs at boot and on an interval without cron, the custom_service boot-service pattern (which…
Use when connecting to or operating a Batocera arcade/retro-gaming cabinet over SSH: establishing the connection, understanding its read-only rootfs and /userdata layout, finding…
Use when working with ROMs and gamelists on a Batocera cabinet: figuring out which directory a system's ROMs go in, why a game does not appear in the menu, which file formats and…
Use when a Batocera cabinet feels slow, laggy, or stuttery, or when tuning performance: EmulationStation menu/carousel lag, a slow-since-boot frontend, CPU governor stuck in…
Context management system for solving compaction problems. Provides TLDR summaries, conversation tracking, and efficient post-compaction recovery. Triggers on "/baton".
Bead memory workflows — create, query, link, close, promote, and graph agent discoveries, decisions, and warnings.
Show the Agent Baton CLI reference. Use when you need to understand baton commands, the execution loop, action types, or troubleshoot engine errors.
Learning pipeline — analyze execution patterns, detect recurring issues, apply fixes, run improvement cycles, and review agent performance.
Prüft Batterie, Ladeinfrastruktur, Brandschutz, Transport, Lagerung, Rückruf und Versicherungsfragen bei mobilen Robotern.
Batterie-, EV- und Solarlieferketten aus China: EU-Batterie-VO 2023/1542 Sorgfaltspflichten, Carbon-Footprint-Deklaration, Recycling-Quoten, Solar-Anti-Dumping-Maßnahmen EU,…
Batterierecht: Registrierung, Geräte-/Industriebatterien, Rücknahme, Mengenmeldung, neue EU-Batterieverordnung-Schnittstelle im Berichtspflichten.
Produce structured analyses of historical battles and campaigns using the US Army Staff Ride methodology adapted for analytical learning.
Norm- und Dogmatik-Skill für Battle of Forms AGB Kollision: prüft die AGB-Kontrolle quellenstreng entlang BGB §§ 305 bis 310 und ordnet Rechtsfolge, Risiko und bessere Fa — from…
Norm- und Dogmatik-Skill für Battle of Forms AGB Kollision: prüft die AGB-Kontrolle quellenstreng entlang BGB §§ 305 bis 310 und ordnet Rechtsfolge, Risiko und bessere Fa — from…
Internationales Handelsrecht: Battle of Forms im internationalen Kaufrecht. CISG Art. 19 modifizierte Annahme, Knock-Out-Theorie (herrschende Schiedsgerichtspraxis),…
Visual competitive battlecard document rendered as interactive HTML with expandable sections and color-coded comparisons.
Template system for building, tagging, and distributing competitive battlecards.
Automate Battlenet tasks via Rube MCP (Composio). Always search tools first for current schemas. — from general/automation
Workflow Abnahme: technische Abnahme gegen rechtliche Abnahme § 640 BGB, Abnahmevoraussetzungen, Verweigerungsrechte bei wesentlichen Maengeln, fiktive Abnahme § 640 Abs. 2 BGB.
Bau- und Architektenrecht einfuehrend: Bauvertrag § 650a BGB, Verbraucherbauvertrag § 650i BGB, Architektenvertrag § 650p BGB, Ingenieurvertrag, Bautraegervertrag § 650u BGB, VOB…
HOAI in Grundzuegen: Leistungsbilder § 34 ff. HOAI, Honorarzonen, Mindest- und Hoechstsaetze nach EuGH-Spruch zu HOAI 2013, Pauschalierung, abrechenbare anrechenbare Kosten.
Spezialfall Kuendigung VOB-Bauvertrag: § 8 VOB/B aus wichtigem Grund, Kuendigung aus freier Entscheidung mit Vergueng, Abgrenzung BGB.
Spezialfall Symptomtheorie BGH zur Mangelruege: Beschreibung Symptom statt Ursache reicht, Bauherr muss nicht Ursache benennen.
Workflow Nachtragsmanagement: § 650b BGB Anordnungsrecht, Vergueng nach § 650c BGB, Soll-Ist-Abgleich, Dokumentation Stoerung.
Spezialfall Schiedsgutachten in Bauvertraegen: §§ 317 ff. BGB analog, vereinbarte Verbindlichkeit, Inhaltsbestimmung gegen Tatsachenermittlung.
Spezialfall Sicherungsmittel: § 650f BGB Bauhandwerkersicherung, Vertragserfuellungsbuergschaft, Gewaehrleistungsbuergschaft, Insolvenz Bauunternehmer.
Prüft Bau-, Inspektions- und Wartungsroboter: Baustelle, Arbeitsschutz, Drittschäden, Betreiberorganisation und Beweissicherung.
Bau- und Ladenbau-Pflichten im Franchisesystem regeln: Pflichtausstattung nach Systemhandbuch, Kostenverteilung zwischen Franchisegeber und Franchisenehmer,…
Branchen-Spezialskill für Bau VOB/B AGB: prüft typische AGB-Risiken des Vertragstyps und erzeugt Klauselarchitektur, Red Flags und bessere Bedingungen.