AI & Agents

LLMs, agent workflows, RAG, MCP, prompting, and AI app patterns

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2941 Helpers 24dafc5cA```python async with client.messages.stream( max_tokens=1024, messages=[ { "role": "user", "content": "Say hello there!", } ], model="claude-3-5-sonnet-latest", ) as stream: async for text in stream.text_stream: print(text, end="", flush=True) print() ```ai-agentspythonapiVotes: 0GitHub stars: 9
2940 V022 29369ff3AHighlights: - Centralized tool loop via `BaseLoopState`; OpenAI (Responses), Anthropic, and Gemini migrated. Gemini now always uses the shared loop. - `ask.stream_async()` returns an `AsyncIterable[str]` directly (no await at call site). - Structured outputs: providers finalize only when `auto_finalize_missing_output=True` (default on). Turn‑limit semantics and text‑only streaming preserved. - OpenAI: ignore `temperature` for reasoning models (`gpt‑5`, `o1`, `o3`); a debug log is emitted when drai-agentsapibackendVotes: 0GitHub stars: 9
2940 Claude Code Options 3b4b3a1fAAdvanced Claude Code SDK options can be passed through API requests using unofficial extension parameters. !!! warning "Unofficial Extensions" The parameters documented on this page are **not part of the official Anthropic or OpenAI APIs**. They are Claude Code SDK-specific extensions that provide additional control over Claude's behavior.ai-agentspythonbashVotes: 0GitHub stars: 9
2939 Whats New F04ff72bARelease notes and highlights. See full changelog for details. - [Changelog](https://github.com/lydakis/alloy/blob/main/CHANGELOG.md) - [Releases](https://github.com/lydakis/alloy/releases)ai-agentsgitapiVotes: 0GitHub stars: 9
2938 Tool Signature Alignment 56e5728eA**Date**: 2026-02-16 **Source**: Voice conversation between Mike and Wimo **Status**: Proposedai-agentsgoVotes: 0GitHub stars: 9
2937 9skills With The Claude Agent Sdkclaude Agent Sdk 中的技能 D245e7f7A本节课我们将脱离网页版 Claude 和命令行界面 (CLI)，深入讲解如何使用 **Claude Agent SDK** 以编程方式构建复杂的智能体应用。我们将从零开始构建一个 **通用研究智能体 (Research Agent)**。该智能体模拟了一个高效的工程团队：由一个“指挥官”利用标准流程 (Skills) 制定计划，并行调度三个“专家” (Sub-agents) 进行分工协作，最终通过 MCP 将成果交付到外部系统 (Notion)。 ---ai-agentspythonshellVotes: 0GitHub stars: 9
2933 Interactions 43283a43B| Feature | Supported | Notes | |---------|-----------|-------| | Logging | ✅ | Works across all integrations | | Streaming | ✅ | | | Loadbalancing | ✅ | Between supported models | | Supported LLM providers | **All LiteLLM supported CHAT COMPLETION providers** | `openai`, `anthropic`, `bedrock`, `vertex_ai`, `gemini`, `azure`, `azure_ai` etc. |ai-agentspythongoVotes: 0GitHub stars: 9
2931 Kaizen Data Analysis B5511fb9A**Date:** 2026-02-18 **Analyst:** kaizen-data-analyst subagent **Dataset:** `-home-ubuntulinuxqa2-repos-claude-skills` project (richest project) **Sessions sampled:** 10 sessions (tiny/small/medium/large) + corpus-wide scans ---ai-agentspythonrustVotes: 0GitHub stars: 9
2929 Vertex Realtime Fdde2fa3AUse Vertex AI's Gemini Live API (BidiGenerateContent) through LiteLLM's unified `/realtime` endpoint, which speaks the OpenAI Realtime protocol. | Feature | Supported | |---------|-----------| | Proxy (`/realtime`) | ✅ | | Voice in / Voice out | ✅ | | Text in / Text out | ✅ | | Server VAD | ✅ | | Output transcription | ✅ |ai-agentspythongoVotes: 0GitHub stars: 9
2927 Kaizen Data Analysis 762bb311A**Date:** 2026-02-18 **Analyst:** kaizen-data-analyst subagent **Dataset:** `-home-ubuntulinuxqa2-repos-claude-skills` project (richest project) **Sessions sampled:** 10 sessions (tiny/small/medium/large) + corpus-wide scans ---ai-agentspythonrustVotes: 0GitHub stars: 9
2925 Otel Span Events And Attributes 9e9bddc3AThis document describes how OpenLIT implements OpenTelemetry (OTel) semantic conventions for GenAI spans and events, and how to adopt the same structure and style when adding or updating instrumentations (e.g., OpenAI → Anthropic, LiteLLM, etc.). **Official OTel GenAI spec references:** - [Semantic conventions for Generative AI events](https://github.com/open-telemetry/semantic-conventions/blob/main/docs/gen-ai/gen-ai-events.md) — event `gen_ai.client.inference.operation.details`, attribute r...ai-agentspythongoVotes: 0GitHub stars: 9
2923 Github Copilot Hooks Doc B86e5ca7AExtend and customize GitHub Copilot agent behavior by executing custom shell commands at key points during agent execution. Hooks allow you to extend and customize the behavior of GitHub Copilot agents by executing custom shell commands at key points during agent execution. For a conceptual overview of hooks—including details of the available hook triggers—see [About hooks](/en/copilot/concepts/agents/coding-agent/about-hooks).ai-agentsshellbashVotes: 0GitHub stars: 9
2922 Api Surface 956ec1cbAThis reference is the control-plane route map used by `scripts/smr_control.py`.ai-agentssqlgitVotes: 0GitHub stars: 9
2921 Tool Mentions 45758ce3AOnly mention tools if user requests it. Default is NO tool mentions.ai-agentsgoVotes: 0GitHub stars: 9
2920 Subreddit Analysis Claude Agentsofai 9222ed4aAReference this file ONLY when user specifically requests posts for r/claude or r/AgentsOfAI. ---ai-agentsrustgoVotes: 0GitHub stars: 9
2919 Hn Claude Code Post C82110e0AI got tired of watching my Claude Code bill climb when half the prompts were things like "read this file" or "what does this variable do." Those don't need a frontier model. So I built NadirClaw, an open-source proxy that sits between Claude Code and the API. It classifies each prompt using sentence embeddings (takes about 10ms) and routes simple ones to a cheaper model like Gemini Flash. Complex prompts, refactoring, architecture questions, those still go to Claude. It's an OpenAI-compatible...ai-agentspythongoVotes: 0GitHub stars: 9
2914 Conversations Bdf4dd0aAThe Conversations API provides endpoints for viewing conversation history and replaying past interactions. This enables users to: - Resume work from a previous conversation - Review past decisions and agent interactions - Create audit trails of agent activityai-agentspythonbashVotes: 0GitHub stars: 9
2911 Helpers C4b8ba5eA```python async with client.messages.stream( max_tokens=1024, messages=[ { "role": "user", "content": "Say hello there!", } ], model="claude-3-5-sonnet-latest", ) as stream: async for text in stream.text_stream: print(text, end="", flush=True) print() ```ai-agentspythonapiVotes: 0GitHub stars: 9
2910 Langfuse Integration 39d4abe5ASimpleLLMFunc 框架已集成 Langfuse 可观测性平台，支持对 LLM 生成和工具调用进行全面追踪。ai-agentspythonbashVotes: 0GitHub stars: 9
2907 Python Api Reference Ab4581e6AComplete reference for `python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py <command>`. **Requires**: `FIRECRAWL_API_KEY` environment variable, `pip install firecrawl-py requests` ---ai-agentspythongoVotes: 0GitHub stars: 9
2907 Agents Tools 7d772865ASynalinks provides a powerful agent framework for building tool-using AI systems. The `FunctionCallingAgent` module enables autonomous or interactive tool use with structured outputs.ai-agentspythongoVotes: 0GitHub stars: 9
2906 Release Description 1163129bA**Professional AI-enhanced translation workbench** with multi-LLM support (GPT-4, Claude, Gemini, Ollama), translation memory, glossary management, and seamless CAT tool integration (memoQ, Trados, CafeTran, Phrase, Deja Vu).ai-agentspythonsqlVotes: 0GitHub stars: 9
2905 Memory Bridge 5c21c976AExecute complex project documentation updates using script coordinationai-agentsbashgitVotes: 0GitHub stars: 9
2901 Options 6bd20c61ADetails about all of aider's settings.ai-agentspythonshellVotes: 0GitHub stars: 9