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AI & Agents
LLMs, agent workflows, RAG, MCP, prompting, and AI app patterns
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- 2607 Agents Md Empirical Study 2602 11988 D28bbbea- **Question de recherche** : Les fichiers de contexte de type AGENTS.md améliorent-ils réellement les performances des coding agents ? - **Résultat principal** : Les fichiers developer-written améliorent légèrement le taux de succès (+4%), mais LLM-generated les dégradent (-3%) — dans tous les cas, le coût d'inférence augmente de 20-23% - **AGENTbench** : Nouveau benchmark introduit, 138 instances, 12 repositories avec des context files écrits par des développeurs (bug fixes + feature additionsVotes: 0GitHub stars: 9
- 2604 Ideas C05529a1> Research topics for future guide improvements. Curated and validated.Votes: 0GitHub stars: 9
- 2579 Agent Lessons 0bbcccc1Accumulated from /backdate-program runs across all contributors. Loaded by implementation agents on future runs.Votes: 0GitHub stars: 9
- 2571 Context Features 5d1bde1eComplete reference for FastMCP's advanced context features: elicitation, progress tracking, and sampling.Votes: 0GitHub stars: 9
- 2539 Debugging Guide 548dfcb6> Find the Leak Before It Finds You ---Votes: 0GitHub stars: 9
- 2538 Infinite Output A05bef43Aider can handle "infinite output" from models that support prefill.Votes: 0GitHub stars: 9
- 2538 Complex Data Types A188b95d> **"#1 source of compile errors"** - Use this table when defining action inputs/outputs in Agentforce Assets. | Data Type | `complex_data_type_name` Value | Notes | |-----------|-------------------------------|-------| | `string` | *(none needed)* | Primitive type | | `number` | *(none needed)* | Primitive type | | `boolean` | *(none needed)* | Primitive type | | `object` (SObject) | `lightning__recordInfoType` | Use for Account, Contact, etc. | | `list[string]` | `lightning__textType` | Col...Votes: 0GitHub stars: 9
- 2537 Instruction Density 02797ac2**Opus**: Tracks and satisfies 15+ simultaneous constraints reliably. Prioritizes naturally when constraints tension. **Haiku**: Reliable with 5-7 simultaneous constraints. At 10+, may drop rules — particularly those in the middle of a list, those phrased passively, or those that conflict with example patterns. **Mitigation**: Limit rules to 7. Group and prioritize. ``` BAD: 12 flat rules in a single list GOOD: CRITICAL (must never violate): 1. [rule] 2. [rule] REQUIRED (always apply): 3. [ru...Votes: 0GitHub stars: 9
- 2534 Issue Child 04 Subagents 634cb553labels: enhancement, terraform, infrastructure ---Votes: 0GitHub stars: 9
- 2513 Semantic Search 3e5098c0Pure vector similarity search using embeddings on a single collection.Votes: 0GitHub stars: 9
- 2508 Pdf Multimodal Rag 4bfa3c61This cookbook provides instructions for implementing a Multimodal Retrieval-Augmented Generation (RAG) system over PDF document collections using Weaviate Embeddings multimodal model for embeddings and Ollama with a Vision Language Model (VLM) for generation.Votes: 0GitHub stars: 9
- 2479 Prompt Caching 3811ec63--- Prompt caching is a powerful feature that optimizes your API usage by allowing resuming from specific prefixes in your prompts. This approach significantly reduces processing time and costs for repetitive tasks or prompts with consistent elements. Here's an example of how to implement prompt caching with the Messages API using a `cache_control` block: <CodeGroup> ```bash Shell curl https://api.anthropic.com/v1/messages \ -H "content-type: application/json" \ -H "x-api-key: $ANTHROPIC_API_...Votes: 0GitHub stars: 9
- 2478 Skills Standard Dea82938> **Core idea**: Make pipelines that can "guide humans / guide models"—each skill is a **semantic execution unit** that knows what to do, how to do it, when it's done, and what NOT to do. ---Votes: 0GitHub stars: 9
- 2474 Fleet Config Ee28fcecComplete YAML schema for lettactl fleet configuration.Votes: 0GitHub stars: 9
- 2317 Vertex Life Sciences Full Context Efaa9c6d- A desktop CLI tool for software development - Users can install "plugins" to extend functionality - Plugins distributed via JSON-based marketplacesVotes: 0GitHub stars: 9
- 1781 Arxiv Categories 400490c2Search specific ArXiv categories for academic papers.Votes: 0GitHub stars: 9
- 1668 2026 02 06 Fix Last30days V2 Formatting Reddit Citations Plan B4c07390Four bugs found during v2 testing across 4 queries (kanye west, howie.ai, nano banana pro prompting, open claw). The skill IS executing (the agent:Explore removal worked) but output quality has regressed from v1.Votes: 0GitHub stars: 9
- 1610 Delivery Summary 67e48df8你的**McKinsey Consultant Skill**已经成功创建!这是一个**端到端的商业问题解决系统**,融合了McKinsey咨询方法论和专业PPT生成能力。Votes: 0GitHub stars: 9
- 1499 Bias Mitigation Bf43f18eThis reference details specific techniques for mitigating known biases in LLM-as-a-Judge systems.Votes: 0GitHub stars: 9
- 1475 2025 07 03 2 Claude 34509a1eDate: 2025-07-03 Conversation Partner: GeminiVotes: 0GitHub stars: 9
- 1427 Seo Geo 1k Installs Milestone 0d6c890d*By OPC Team | February 5, 2026 | 8 min read* **TL;DR** — Our SEO-GEO skill just crossed 1,000 installs, making it the #1 most-installed skill in the OPC Skills library. Why? Because **AI search is eating traditional SEO**, and developers are adapting fast. Here's what 1,000 installs taught us about the future of search visibility, how solopreneurs are optimizing for ChatGPT/Perplexity instead of Google, and how you can install SEO-GEO in Claude Code with one command in 30 seconds. ---Votes: 0GitHub stars: 9
- 1409 Mcp Setup Guide Be1955c6> MCP (Model Context Protocol) servers enable Claude to interact with external services. ---Votes: 0GitHub stars: 9
- 1185 Arc B1410d98ARC (AI2 Reasoning Challenge) benchmark for evaluating grade-school science reasoning with multiple-choice questions.Votes: 0GitHub stars: 9
- 1185 Arc 40faaef9ARC (AI2 Reasoning Challenge) benchmark for evaluating grade-school science reasoning with multiple-choice questions.Votes: 0GitHub stars: 9