Results for “extreme-scales”

50 skills

Tests approaches at extreme scales to reveal fundamental limits and strengths hidden at normal scales.

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Tests approaches at extreme scales (1000x bigger/smaller, instant/year-long) to expose fundamental truths hidden at normal scales.

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures.

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures.

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures.

nimoqup046-collab

Provides expert guidance on enterprise-grade Scala development, covering functional programming, distributed systems, and big data processing with frameworks like Pekko, Akka, Spark, ZIO, and Cats Effect.

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures.

Language-specific super-code guidelines for scala.

Image Upscaling

Upscale and enhance images using Real-ESRGAN, Thera, FLUX Upscaler, and Topaz via the inference.sh CLI.

Nocaps Novel Object Captioning At Scale Arxiv 1812 08658v2

Nocaps: Novel Object Captioning at Scale

Scaling Vision With Sparse Mixture Of Experts Arxiv 2106 059

Scaling Vision with Sparse Mixture of Experts

Upscale and enhance image and video resolution using AI

Cognitive Flip Pattern

当观察到或经历某种极端转化现象，或试图主动促成根本性观念转变时

Generate heightmaps, map reference images, and water feature splines (rivers, lakes, oceans) from real-world geographic data (terrain_data tool). Use when the user asks to build terrain from a real location/coordinates, download a real-world heightmap, or add rivers/lakes/oceans from map data. Downloads Mapbox tiles server-side and produces UE5-compatible heightmaps + landscape splines.

Apache Spark, Hadoop, distributed computing, and large-scale data processing for petabyte-scale workloads

Alterlab Pufferlib

Scales reinforcement learning with PufferLib — high-throughput parallel training (PuffeRL), vectorized environments, and native multi-agent systems achieving 2-10x speedups over standard implementations. Use when scaling RL to millions of steps per second, running vectorized or multi-agent setups, building custom PufferEnv tasks, or integrating game environments (Atari, Procgen, NetHack, PettingZoo). For standard single-agent algorithm implementations (PPO/SAC/DQN) or quick prototyping prefer alterlab-stable-baselines3. Part of the AlterLab Academic Skills suite.

Write, optimize, and debug Apache Spark jobs for high-performance distributed data processing, ETL pipelines, and big data workloads.

10.4k · bundle

Training Compute Optimal Large Language Models Arxiv 2203 15

Training Compute-Optimal Large Language Models

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures. Use PROACTIVELY for Scala system design, performance optimization, or enterprise integration.

Expert guidance for architecting, developing, and operating SurrealDB 3, covering SurrealQL, multi-model data modeling, vector search, security, deployment, performance tuning, SDK integration, and ecosystem tools.

Postgresql Expert

Expert-level PostgreSQL database administration, advanced queries, performance tuning, and production operations

Upscale and enhance image and video resolution using AI

Build cinematic, scroll-driven 2.5D websites with parallax depth, text animations, and premium effects using CSS and JavaScript.

20.4k · bundle

Pixtral 12b A Frontier Multimodal Model Arxiv Pixtral 2024

Pixtral 12B: A Frontier Multimodal Model

Generates award-level UI with GSAP motion, bento grids, and Python-driven randomization for layout variety.

Upscale and enhance image and video resolution using AI

Eva Clip Improved Training Techniques For Clip At Scale Arxi

EVA-CLIP: Improved Training Techniques for CLIP at Scale

Scaling Data Constrained Language Models Arxiv 2305 16264v3

Scaling Data-Constrained Language Models

Use when implementing scala functionality with production-grade patterns and safeguards.

Advanced Big Data Design

Advanced Big Data Design Skill

Convert Elixir Scala

Bidirectional conversion between Elixir and Scala. Use when migrating projects between these languages in either direction. Extends meta-convert-dev with Elixir↔Scala specific patterns. Use when migrating Elixir/Phoenix applications to Scala, translating BEAM OTP patterns to Akka actors, or refactoring dynamic concurrency to statically-typed JVM patterns. Extends meta-convert-dev with Elixir-to-Scala specific patterns.

Grit General Robust Image Task Benchmark Arxiv 2306 14818v2

Grit: General Robust Image Task Benchmark

Scaling Laws For Neural Language Models Arxiv 2001 08361v1

Scaling Laws for Neural Language Models

Language-specific super-code guidelines for scala.

Trak Attributing Model Behavior At Scale Arxiv 2303 14186v2

TRAK: Attributing Model Behavior at Scale

Prisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema issues, migration problems, query performance, relation design, or database connection issues.