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AI & Machine Learning

20 of 697

loop-design-checkaffaan-m-everything-claude-code

Design a goal-oriented agent loop or review one for failure modes: spinning, Goodhart-gaming the verifier, or running a wrong answer to completion. Covers machine-decidable goals,...

AI & Machine Learning
295K
recsys-pipeline-architectaffaan-m-everything-claude-code

Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced For...

AI & Machine Learning
295K
pytorch-patternsaffaan-m-everything-claude-code

PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading. Use when writing or...

AI & Machine Learning
295K
openclaw-persona-forgeaffaan-m-everything-claude-code

为 OpenClaw AI Agent 锻造完整的龙虾灵魂方案。根据用户偏好或随机抽卡, 输出身份定位、灵魂描述(SOUL.md)、角色化底线规则、名字和头像生图提示词。 如当前环境提供已审核的生图 skill,可自动生成统一风格头像图片。 当用户需要创建、设计或定制 OpenClaw 龙虾灵魂时使用。 不适用于:微调已有 SOUL.md、非...

AI & Machine Learning
295K
mle-workflowaffaan-m-everything-claude-code

Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback. Use when building, reviewing,...

AI & Machine Learning
295K
ml-adoption-playbookaffaan-m-everything-claude-code

End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases. Covers problem framing, data readiness, architectural...

AI & Machine Learning
295K
mcp-server-patternsaffaan-m-everything-claude-code

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API. Use when...

AI & Machine Learning
295K
ito-trainingaffaan-m-everything-claude-code

Inspect the availability of ML training on a completed Itô compute booking and, when the canonical backend becomes available, hand off an explicitly confirmed training manifest....

AI & Machine Learning
295K
ito-inferenceaffaan-m-everything-claude-code

Inspect the availability of model serving on a completed Itô compute booking and, when the canonical backend becomes available, hand off an explicitly confirmed serving manifest....

AI & Machine Learning
295K
iterative-retrievalaffaan-m-everything-claude-code

Pattern for progressively refining context retrieval to solve the subagent context problem. Use when a subagent lacks the context it needs and retrieval must be refined across...

AI & Machine Learning
295K
foundation-models-on-deviceaffaan-m-everything-claude-code

Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+. Use when adding on-device...

AI & Machine Learning
295K
gan-style-harnessaffaan-m-everything-claude-code

GAN-inspired Generator-Evaluator agent harness for building high-quality applications autonomously. Based on Anthropic's March 2026 harness design paper. Use when a feature should...

AI & Machine Learning
295K
council-multi-modelaffaan-m-everything-claude-code

Add one optional external Codex critique after the existing council has produced a decision draft. Use when an ambiguous, high-consequence decision would benefit from a separate...

AI & Machine Learning
295K
cost-aware-llm-pipelineaffaan-m-everything-claude-code

Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching. Use when LLM spend needs to come down, or when...

AI & Machine Learning
295K
continuous-learningaffaan-m-everything-claude-code

[DEPRECATED - use continuous-learning-v2] Legacy v1 stop-hook skill extractor. v2 is a strict superset with instinct-based, project-scoped, hook-reliable learning. Do not invoke...

AI & Machine Learning
295K
continuous-learning-v2affaan-m-everything-claude-code

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds...

AI & Machine Learning
295K
continuous-agent-loopaffaan-m-everything-claude-code

Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls. Use when running an agent loop that must self-check, gate on evals, and recover...

AI & Machine Learning
295K
continuous-learningaffaan-m-everything-claude-code

Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.

AI & Machine Learning
295K
agent-harness-constructionaffaan-m-everything-claude-code

Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates. Use when defining or revising an agent's tool set, action...

AI & Machine Learning
295K
pytorch-patternsaffaan-m-everything-claude-code

PyTorch深度学习模式与最佳实践,用于构建稳健、高效且可复现的训练流程、模型架构和数据加载。

AI & Machine Learning
295K