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.
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.
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).
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.
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…
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.
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…
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.
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.
Use this skill when implementing .NET patterns — MediatR pipelines, CQRS, Result pattern, EF Core patterns, pipeline behaviors, and event sourcing. This skill enforces: MediatR for CQRS, FluentValidation for validation, Result type for error handling, EF Core conventions. Requires .NET SDK (dotnet new). Do NOT use…
Use this skill when building with Elixir — Phoenix framework, OTP, BEAM, LiveView, Ecto, supervision trees. This skill enforces: OTP design principles, Phoenix context boundaries, LiveView state management, Ecto schema conventions, supervision tree structure. Do NOT use for: non-Elixir projects, frontend JavaScript…
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: