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Context Optimization Techniques

context-optimization

sickn33/antigravity-awesome-skills

Guides how to stretch limited LLM context windows by compressing, masking, caching, and partitioning information so agents process longer conversations or documents without enlarging models; includes when to trigger optimizations and concrete patterns for summaries, masking, KV-cache reuse, and budget tracking.

Technical Docs Architect

sickn33/antigravity-awesome-skills

Analyzes codebases to map architecture, distill design decisions, and produce structured long-form manuals, diagrams, and workflows that guide engineers and stakeholders.

Lambda Labs GPU Cloud

lambda-labs-gpu-cloud

Orchestra-Research/AI-Research-SKILLs

Lambda Labs GPU cloud offers reserved and on-demand instances with SSH access, persistent filesystems, and 1-Click multi-node clusters, making it ideal for long-running training and inference workloads that need high-performance GPUs.

Long Context Extensions

Orchestra-Research/AI-Research-SKILLs

Extends transformer models’ context windows using RoPE, YaRN, ALiBi, and interpolation so LLMs can process documents of 32k–128k+ tokens, extrapolate to longer lengths, and deploy efficient positional encodings and bias strategies for fine-tuning or inference.

Mamba Selective State Models

mamba-architecture

Orchestra-Research/AI-Research-SKILLs

Mamba provides selective state-space models with O(n) inference complexity, letting you handle million-token sequences faster than transformers while skipping KV caches and benefiting from a hardware-aware design. Use it for long-context language modeling, streaming applications, and scalable low-memory sequence learners.

Flash Attention Optimization

optimizing-attention-flash

Orchestra-Research/AI-Research-SKILLs

Speeds up transformer attention with Flash Attention techniques, offering 2-4× throughput gains and 10-20× memory reduction. Ideal for long-context models on PyTorch (native or flash-attn lib), H100 FP8, and sliding window scenarios to resolve GPU memory bottlenecks and improve inference.

Security Audit Assistant

performing-security-audits

jeremylongshore/claude-code-plugins-plus-skills

Conducts in-depth security audits across code, infrastructure, and configurations using the security-pro-pack toolkit to surface vulnerabilities, compliance gaps, and cryptographic weaknesses along with actionable remediation guidance.

Perplexity Performance Tuning

perplexity-performance-tuning

jeremylongshore/claude-code-plugins-plus-skills

Optimize Perplexity Sonar API calls by selecting appropriate models, caching query hashes, streaming long research, and batching deduplicated requests for faster, cost-effective research or fact-checking workflows.

RWKV Hybrid Architecture

rwkv-architecture

Orchestra-Research/AI-Research-SKILLs

RWKV hybrid architecture merges parallel Transformer training with sequential RNN inference to deliver linear-time, infinite-context generation without KV caches, enabling streaming text production and long-document processing on constrained hardware.

Soak Test Planner

soak-test-planner

jeremylongshore/claude-code-plugins-plus-skills

Soak Test Planner automates guidance for long-duration performance testing; it triggers when soak test patterns are mentioned, helps configure load, stress, and benchmark scenarios, generates ready-to-run code and configs, and validates outputs against industry standards.

MuAPI Platform Utilities

SamurAIGPT/Generative-Media-Skills

Shell utilities for muapi.ai that configure API keys, validate connectivity, and poll async generation results, letting developers manage credentials and monitor long-running requests from the command line.

Narrative Brand Article Writing

article-writing

affaan-m/everything-claude-code

Draft long-form pieces—articles, guides, and newsletters—that follow a provided voice or brand tone, open with concrete evidence, and keep sentences concise so notes or transcripts become credible, human-sounding stories.

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