Orchestrate gummy-agents across distributed network using 'd' command for load-balanced, multi-host AI development
Concurrency safety patterns for distributed pueue + mise + systemd-run job pipelines. TRIGGERS - queue pueue jobs, deploy to remote host, concurrent job collisions, checkpoint…
Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP).
Prevent race conditions across multiple instances. Only one instance can hold a lock at a time. Automatic expiration prevents deadlocks.
Use leases with fencing tokens for mutual exclusion across machines, or restructure to need no lock at all.
Coordinate distributed processing with parallel execution, forked skills, and isolated work units. Use when you need distributed processing or isolated work units.
Implements CRDT (Conflict-Free Replicated Data Types) for distributed state management with automatic conflict resolution
Distributed storage systems design and operation for cloud platforms. Covers the GFS/HDFS block-and-master pattern, object storage (Swift/S3) with consistent hashing and eventual…
Instrument a service (or a chain of services) with OpenTelemetry so a single request can be followed end-to-end — context propagated across every hop including async/queue…
Implementing distributed tracing with W3C Trace Context — the byte-precise `traceparent` and `tracestate` header formats, OpenTelemetry's W3CTraceContextPropagator as the modern…
Use when training models across multiple GPUs or nodes, handling large models that don't fit in memory, or optimizing training throughput - covers DDP, FSDP, DeepSpeed ZeRO,…
Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP.
Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention — from Orchestra Research
Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies.
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 — from Orchestra Research
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes.
Scale training from one GPU to many by moving through data parallel and sharded FSDP modes, overlapping communication with compute, and reading the efficiency curve to find the…
Distributed Training Setup - Auto-activating skill for ML Training. Triggers on: distributed training setup, distributed training setup Part of the ML Training skill category.
Saga patterns, compensating actions, and two-phase commit for distributed transactions. Activate on: distributed transaction, saga, compensating action, two-phase commit, eventual…
Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged.
Use when working on worker implementation, ServiceOrchestrator patterns, WorkerAPIBase, operation dispatch, progress tracking, cancellation, backend-to-worker communication, or…
Guides the user through distributing Tauri applications for Android, including Google Play Store submission, APK and AAB generation, build configuration, signing setup, and…
Distribute Tauri apps to the iOS App Store: Apple Developer enrollment, Xcode config, provisioning profiles, code signing, TestFlight, and App Store submission.
When the user wants to plan product distribution via marketplaces, app stores, or third-party platforms.
Wenn es um Distribution Right und First Sale in US Copyright Act und Registrierung für deutsche Verlage geht: ordnet Sachverhalt, Norm, Beweislast, Gegenargumente und nächsten…
Discoverability guarantor + skill router. Injects all registered skill descriptions into context at session start (prevents model from forgetting installed skills), then routes…
Distrobox container management for Bazzite. Create containers from manifests, custom containers, app-specific containers (brew), and DaVinci Resolve installation.
Maßnahmebemessung im Disziplinarrecht: § 13 BDG, Schwere des Dienstvergehens, Vertrauensverlust, Persönlichkeitsbild, Entlastung, Milderung, Zeitablauf und Stufenfolge im…
Disziplinarbuße, Gehaltskürzung, Besoldungsfolgen: prüft WDO §§ 22–30, Bemessung, Vollstreckung und Rechtsbehelfe. Norm-/Quellenanker: WDO, BBesG im Bundeswehrrecht Wehrrecht.
Skill zur Bemessung der Disziplinarmassnahme nach § 13 BDG und den Landesdisziplinargesetzen. Klaert die Stufen Verweis Geldbusse Kuerzung der Dienstbezuege Zuruecksstufung…
Bundesdisziplinarrecht nach der BDG-Novelle 2024: Vollzugsmodell, Disziplinarverfügung, Entfernung, Rechtsschutz, fehlende automatische Suspensivwirkung, Verfassungstreue und…
Bundesdisziplinarrecht nach BDG: Dienstvergehen, Ermittlungsverfahren, Disziplinarverfügung, Klage und Maßnahmebemessung im Beamtenrecht.
Länderdisziplinarrecht: landesspezifische Verfahren, Maßnahmen und Rechtsschutz im Beamtenrecht.
Warnt vor Disziplinar- und Strafrisiken bei eigenmächtigem Verhalten im Kriegsdienstverweigerung Wehrdienst.
Behördliches Disziplinarverfahren gegen Beamtinnen und Beamte – Dienstvergehen § 47 BeamtStG / § 77 BBG, Einleitung § 17 BDG, Unterrichtung und Belehrung § 20 BDG, Beweiserhebung…
Workflow zur strukturierten Aufnahme, Priorisierung und Ausgabe im Thema Disziplinarverfahren Intake.
Notare: disziplinarverfahren notar - Kaltstart mit Faktenmatrix, Risikoampel und fehlenden Unterlagen; mit Live-Normencheck, Kammerlogik, Verhältnismäßigkeit, Belegplan und…
Notare: disziplinarverfahren notar - Kammerantwort mit Verfahrensstrategie, Tonlage und Belegplan; mit Live-Normencheck, Kammerlogik, Verhältnismäßigkeit, Belegplan und nächstem…
Notare: disziplinarverfahren notar - Organisationspflichten, Prävention, Team-Anweisung und Fristenkontrolle; mit Live-Normencheck, Kammerlogik, Verhältnismäßigkeit, Belegplan und…
Erklärt Stellungnahme der Disziplinarvorgesetzten bei Berufs- und Zeitsoldaten im Kriegsdienstverweigerung Wehrdienst.
Create a dark premium design system that combines near-black surfaces, subtle ordered-dither texture, and a thin accent-colored laser atmosphere.
Dot-pattern rendering technique that simulates shades with a limited palette for nostalgic, retro, high-contrast visuals. — from bergside/awesome-design-skills
Use when the user explicitly asks to run, set up, update, re-mine, or deepen Ditto from real local AI coding-session history and native ditto:mine is not available.
Rewrite, edit, tighten, punch up, or diagnose user-provided prose while preserving the user's voice, intent, facts, stance, rhythm, humor, and formality.
Spawn multiple perspectives to evaluate a problem before converging on a solution.
Generate high-quality analysis, plans, or designs by running a structured bakeoff. N agents independently produce solutions in isolated worktrees, M critics review each from…
Uses verbalized sampling to diverge from generic frontend UI directions before implementation. Use when creating or redesigning frontend pages, components, dashboards, tools,…
Berliner Start-up-HR: Diversity & Inclusion ohne Datensammelwut: Ziele, freiwillige Angaben, Anonymisierung, AGG und Maßnahmen.
Interactive tuning of Verbalized Sampling diversity parameters with preset management and A/B comparison
Use when you have normalized peak-abundance matrices with sample metadata containing categorical treatment variables (e.
A dívida ativa do Estado da inscrição até a decisão de cobrar: o que a LEF define como dívida ativa e o efeito da inscrição como ato de controle da legalidade que suspende a…
Track the dividend premium (dividend yield minus 10-year bond yield) for CSI Dividend Low Volatility Index.
Prüft Ausschüttungen, Refinanzierung, Kapitalerhaltung, Covenants, Solvency und Gläubigerschutz im Private Equity Praxis.
Prüft Insiderinformations-Entstehung bei Dividendenaenderungen: Vorstandsvorschlag, AR-Billigung, Kapitalmarktkonsensus-Abweichung und Ad-hoc-Pflicht im Insiderrecht Compliance.
Hauptversammlung AG und SE: Dividendenstreit; konkretisierter Spezialmodul mit Prüfachsen, Red Flags, Varianten, Quellenhygiene und verwertbarem Output im Aktienrecht (HV AG/SE):…
Element Plus Divider component (el-divider) API documentation. Triggers when user wants to use, implement, or asks about el-divider or Divider component.
Whole-division starter rules for CSI Division 03 - Concrete. Use when starting, triaging, validating, or packaging a commercial concrete bid.
Whole-division starter rules for CSI Division 04 - Masonry. Use when starting, triaging, validating, or packaging a commercial masonry bid.
Whole-division starter rules for CSI Division 05 - Metals. Use when starting, triaging, validating, or packaging a commercial metals bid.
Whole-division starter rules for CSI Division 06 - Wood, Plastics, and Composites. Use when starting, triaging, validating, or packaging a commercial carpentry or millwork bid.