agent-skills
01Cursor rule Cursor
Cursor: rule files loaded by glob scope. Separate granular files.
Cursor rule Cursor
Cursor: rule files loaded by glob scope. Separate granular files.
Cursor rule Cursor
Cursor rule "compression" from j4flmao/agent-skills, covering compression — why use many token when few do trick, strip (always), pattern and exceptions (full prose).
Skill Claude CodeCodex
Focus: Designing autonomous AI agents capable of reasoning, planning, executing tools, and correcting their own mistakes over long-running tasks. Triggers: ai-agents, agentic-workflows, react, langgraph, autogen, multi-agent, planning.
Skill Claude CodeCodex
Focus: Designing, evaluating, and implementing Autonomous AI Agents, ReAct loops, planning, and tool use. Triggers: agent architecture, multi-agent systems, react loop, tool calling, autonomous agent.
Skill Claude CodeCodex
Fundamental principles of AI Agent cognitive loops, contrasting ReAct and Plan-and-Solve paradigms.
Skill Claude CodeCodex
Theoretical foundations of Working, Semantic, and Episodic memory systems for autonomous agents.
Skill Claude CodeCodex
First principles of AI societal structures and multi-agent interaction paradigms.
Skill Claude CodeCodex
First principles of tool/environment grounding, structured outputs, and error recovery for AI agents.
Skill Claude CodeCodex
Integrating Stable Diffusion for vision generation and Whisper for audio/multimodal tasks.
Skill Claude CodeCodex
During autoregressive generation, Transformers exhibit quadratic time and linear space complexity with respect to sequence length. To prevent recomputing the Key ($K$) and Value ($V$) tensors for preceding tokens at each generation step, the KV cache is utilized.
Skill Claude CodeCodex
Quantization reduces the precision of model weights (and sometimes activations) from 16-bit floating-point (FP16/BF16) to lower bit-widths (e.g., INT4, INT8).
Skill Claude CodeCodex
HNSW operates as a multi-layered proximity graph where each layer constitutes a skip-list-esque representation of the vector space. The construction involves stochastic insertion with an exponentially decaying probability of promotion to higher layers.
Skill Claude CodeCodex
Best practices for dataset preparation and PEFT/LoRA fine-tuning.
Skill Claude CodeCodex
PostgreSQL is an advanced, enterprise-class open-source relational database. Understanding its internals is crucial for high-performance tuning.
Skill Claude CodeCodex
As data grows beyond the capacity of a single machine, databases must scale.
Skill Claude CodeCodex
DDD is a software engineering approach that centers the design around the business domain, bridging the gap between technical and business teams.
Skill Claude CodeCodex
Designing resilient microservices requires managing distributed state, failures, and complex communication networks.
Skill Claude CodeCodex
Use when the user asks about strategic roadmapping, technology roadmapping, product roadmap creation, prioritization frameworks (RICE, WSJF, MoSCoW), OKR alignment, stakeholder alignment, timeline planning, or roadmap communication. Do NOT use for: project management task tracking, sprint planning, or technical…
Skill Claude CodeCodex
Enforce bulk data import patterns including CSV/Excel parsing, file upload handling, validation pipeline, progress tracking, batch processing, error reporting, rollback on failure, deduplication, and background processing. NOT for real-time data ingestion or streaming pipelines.
Skill Claude CodeCodex needs its repo
Use this skill when building with Bun runtime — Bun APIs, testing, package management, shell scripting, hot reload, SQLite, file I/O. This skill enforces: built-in APIs over npm equivalents, Bun test runner, bun install speed optimization, Bun.shell for scripts. Do NOT use for: Node.js-specific APIs…
Skill Claude CodeCodex
Redis caching patterns including Cache-Aside, Write-Through, and invalidation.
Skill Claude CodeCodex needs its repo
Use this skill when building with Deno — TypeScript runtime, Deno Deploy, Fresh framework, Deno std library. This skill enforces: permission-based security, URL import system, std lib usage over npm, Fresh island architecture. Do NOT use for: Node.js projects, Bun projects, browser-only TypeScript.
Skill Claude CodeCodex needs its repo
Use this skill when building Oak backend applications — Deno native HTTP framework, middleware context, composable middleware. This skill enforces: middleware composition, proper context usage, Deno permissions, type-safe routing. Do NOT use for: Node.js Express projects, Hono on Deno, traditional Node.js backends.
Skill Claude CodeCodex
Use this skill when structuring .NET applications — clean architecture, vertical slices, CQRS, MediatR, dependency injection, and project organization. This skill enforces: solution structure conventions, dependency flow direction, DI registration patterns, and architecture testing. Requires .NET SDK (dotnet new). Do…
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