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    <title>camel-ai — The AI Toolchain</title>
    <link>https://aitoolchain.io/tools/camel-ai</link>
    <description>New releases and features in camel-ai, tracked by The AI Toolchain.</description>
    <language>en</language>
    <lastBuildDate>Sun, 22 Mar 2026 08:37:36 GMT</lastBuildDate>
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    <item>
      <title>camel-ai v0.2.90</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.90</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.90</guid>
      <pubDate>Sun, 22 Mar 2026 08:37:36 GMT</pubDate>
      <description>camel-ai v0.2.90 adds new LLM providers, headless browser toolkit, response API support, and expanded prompt caching.
• Adds `request_level_token_callback` support via `feat:add_request_level_token_callback`, enabling per-request token usage tracking callbacks.
• Adds advanced ANN query options to the OceanBase integration (bumps `pyobvector` to 0.2.22).
• Adds a headless browser search toolkit with enhanced browser stealth mode.
• Adds `TerminalToolkit` safe-mode sanitization to restrict dangerous command execution.
• Auto-coerces dict arguments to Pydantic models inside `FunctionTool`, removing manual conversion boilerplate.
• Adds unified streaming response handling and callback integration for `workforce`.
• Supports the OpenAI Responses API via `feat: support response api`.
• Extends prompt caching support to additional providers beyond Anthropic.
• Adds async support for the AWS Bedrock Converse API.
• Adds interleaved thinking for Kimi K2 and GLM models.
• Adds new models: `MiniMax-M2.5`, `MiniMax-M2.7`, `MiniMax-M2.7-highspeed`, `GLM5`, and `gemini 3.1` to the model enum list.
• Adds `gpt-5.4` to the model enum list.
• Adds Avian as a new LLM provider.
• Adds skill filter capability to workforce task routing.
Breaking changes:
• Removes the default 180-second timeout threshold that was previously applied globally.</description>
    </item>
    <item>
      <title>camel-ai v0.2.86</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.86</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.86</guid>
      <pubDate>Tue, 10 Feb 2026 13:29:23 GMT</pubDate>
      <description>camel-ai v0.2.86 adds Kimi K2.5 and Claude Opus 4.6 support, prompt caching, browser visual pixel mode, ChatAgent skills, Jina reranking, and file upload/download tooling.
• Adds support for `kimi k2.5` as a model backend.
• Adds support for `claude-opus-4-6` as a model backend.
• Adds prompt caching support for compatible model backends.
• Adds browser visual pixel mode to `hybrid_browser_toolkit`, enabling pixel-level visual interaction with web pages.
• Adds file upload and download tool for agent workflows.
• Adds `ChatAgent` skills system, including a skill creator with scripts and reference documentation.
• Adds Jina reranking integration for retrieval pipelines.
• Adds typed parameter definitions and supported format declarations to `EarthScienceToolkit`, and expands supported formats in `MarkItDownLoader`.
• Unifies cleanup handling across all runtimes for consistent teardown behavior.</description>
    </item>
    <item>
      <title>camel-ai v0.2.85</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.85</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.85</guid>
      <pubDate>Mon, 26 Jan 2026 22:13:51 GMT</pubDate>
      <description>camel-ai v0.2.85 adds Zhipu GLM 4.1V-thinking, 4.5, 4.6, and 4.7 model support
• Adds support for Zhipu&apos;s `GLM-4.1V-thinking`, `GLM-4.5`, `GLM-4.6`, and `GLM-4.7` models.</description>
    </item>
    <item>
      <title>camel-ai v0.2.83</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.83</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.83</guid>
      <pubDate>Mon, 19 Jan 2026 20:38:20 GMT</pubDate>
      <description>camel-ai v0.2.83 adds Outlook mail, Lark, IMAP, Serper.dev, AtlasCloud, and Gemma integrations plus new workforce task events
• Adds `SearchToolkit` support for Serper.dev as a search provider.
• Adds `shell_wait` and `shell_write_content_to_file` tools to `TerminalToolkit`.
• Adds `parent_task_id` field to `TaskCompletedEvent` and `TaskFailedEvent` in the workforce module.
• Adds `TaskUpdatedEvent` to the workforce module for tracking task modifications.
• Adds Microsoft Outlook mail actions toolkit for reading and sending mail.
• Adds Lark integration (`lark_send_message` and related toolkit) for messaging via Lark/Feishu.
• Adds IMAP mail integration for reading email via IMAP.
• Adds AtlasCloud model backend integration.
• Adds Gemma model integration via new function-calling support.
• Emits `TaskFailedEvent` on workforce quality-check failures.
• Improves timeout handling for `BaseToolkit` and `TerminalToolkit`.
• Skips virtual environment creation in `TerminalToolkit` if the environment already exists.
• Enhances workforce task judge and fail-handling prompts.
• Improves volcano engine reasoning handling in model backends.
• Browser toolkit switches from relative navigation to absolute coordinate positioning.
• Browser toolkit reads images into context.</description>
    </item>
    <item>
      <title>camel-ai v0.2.82</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.82</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.82</guid>
      <pubDate>Wed, 17 Dec 2025 23:06:22 GMT</pubDate>
      <description>camel-ai v0.2.82 adds SerpAPI and SQL toolkits, EarthScienceToolkit, configurable Workforce fail handling, GPT-5.2 and Gemini 3 Flash support, and custom ChatAgent in RolePlaying.
• Adds `SerpApiToolkit` for search-engine results via SerpAPI, accessible as a new toolkit integration.
• Adds `SqlToolkit` for agent-driven SQL database interaction.
• Adds `EarthScienceToolkit` with ~100 earth-science-specific tools derived from the Earth-Agent paper.
• Adds `stream_callback` parameter to task execution in `Workforce`, enabling streaming progress callbacks.
• Adds configurable failure handling to `Workforce` so callers can control behaviour when a subtask fails.
• Adds `log_message` method to `WorkforceLogger` for structured workforce logging.
• Enables shared multi-runtime instances across multiple toolkits within the same workflow.
• Supports custom `ChatAgent` instances inside `RolePlaying`, allowing callers to supply pre-configured agents for either role.
• Adds async support for `SiliconFlow` model backend.
• Renames all Gmail toolkit tool-call names to include a `gmail` prefix (e.g. `gmail_send_email`).
• Removes deprecated Gemini 1.5 models from the model registry.
• Removes deprecated Groq models from the model registry.
Breaking changes:
• Gmail toolkit tool-call names now carry a `gmail` prefix; any agent prompt, tool-routing logic, or stored conversation referencing the old bare names (e.g. `send_email`) will no longer match.
• Deprecated Gemini 1.5 models have been removed; code that instantiates those model identifiers will fail.
• Deprecated Groq models have been removed; code that instantiates those model identifiers will fail.</description>
    </item>
    <item>
      <title>camel-ai v0.2.80</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.80</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.80</guid>
      <pubDate>Wed, 26 Nov 2025 18:09:23 GMT</pubDate>
      <description>camel-ai v0.2.80 adds Gemini 3, Claude Opus 4.5, Cerebras, and ERNIE 5.0 Thinking model support alongside workforce running-mode expansion
• Adds support for Gemini 3 models, including thought signatures and streaming mode.
• Adds support for Claude Opus 4.5.
• Adds Cerebras platform models as a new provider integration.
• Adds `ERNIE_5_0_THINKING` model to the ERNIE model family.
• Extends `BaseMessage` to carry reasoning/thought fields and updates usage accounting in streaming mode.
• Terminal toolkit now automatically creates a Docker container if one does not already exist.
• Terminal toolkit gains support for installing user-specified dependency packages.
• Workforce gains support for additional running modes.
• Unifies timeout configuration across the library with a `TIMEOUT` constant.
• Workflow save folder and filename generation is now semantic (human-readable) rather than using opaque identifiers.
• Improves async tool execution support across toolkits.</description>
    </item>
    <item>
      <title>camel-ai v0.2.79</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.79</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.79</guid>
      <pubDate>Thu, 13 Nov 2025 17:14:59 GMT</pubDate>
      <description>camel-ai v0.2.79 adds workforce callbacks, smart workflow retrieval, new model providers, async summarization, and multiple system message support.
• Adds callback support for `Workforce` events and metrics logging, enabling hooks into task lifecycle and observability pipelines.
• Adds `search` tool to `FileToolkit` for searching across files managed by the toolkit.
• Supports multiple system messages in `ChatAgent` with an improved API (`Support Multiple System Messages with Better API`).
• Adds automatic summarization in `ChatAgent` when token limit is exceeded or a configurable threshold is reached.
• Adds async `summarize` support in `ChatAgent` for faster `Workforce` execution.
• Adds Smart Workflow Retrieval to `Workflow`, enabling context-aware session lookup.
• Supports better filenames and custom session IDs in `Workflow`.
• Adds async `run` support for AWS Bedrock model backend.
• Supports customized clients in model backends.
• Adds `AiHubMix` as a new model provider.
• Adds `SiliconFlow` model provider support, including Deepseek, InternLM, and Qwen model families.
• Adds Minimax M2 model support.
• Adds `gmail_toolkit` integration.
• Adds browser sheet tool with input and read capabilities.
• Adds Python 3.13 and 3.14 support.</description>
    </item>
    <item>
      <title>camel-ai v0.2.76</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.76</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.76</guid>
      <pubDate>Sat, 11 Oct 2025 17:25:31 GMT</pubDate>
      <description>camel-ai v0.2.76 adds AMD model platform, microsandbox, WeChat/DingTalk/Resend toolkits, Workforce workflows, and Claude Sonnet 4.5 support.
• Adds `ArtifactTool` to provide a Claude-style artifact experience for agents.
• Adds configurable accumulated vs. delta streaming mode with memory optimization via `feat(agents): add configurable accumulated vs delta streaming with memory optimization`.
• Adds agent.summarize() with a `directory` parameter so agents can load and write context summaries to files on disk.
• Adds tool-call caching for `ChatAgent` to avoid redundant tool invocations.
• Adds `kwargs` passthrough to `ChunkrReaderConfig` for extended configuration of the Chunkr document reader.
• Adds AMD model platform support as a new inference backend.
• Adds `MiniMax MCP` toolkit integration for MiniMax model operations.
• Integrates `microsandbox` as a local sandboxed code-execution solution.
• Integrates WeChat as a new messaging toolkit.
• Integrates Resend as an email-sending toolkit.
• Integrates DingTalk toolkit with enhanced capabilities.
• Adds Google Vertex AI Veo toolkit for video generation.
• Adds `ACI` toolkit async support.
• Adds Grok image support in model integrations.
• Adds `CometAPI` support with new model and configuration classes.
• Adds Magistral Small 1.2 and Magistral Medium 1.2 models.
• Adds Claude Sonnet 4.5 model support.
• Adds Slack `get_user_info` capability to the Slack toolkit.
• Adds Workforce Workflow feature enabling structured multi-agent pipeline execution.
• Adds independent task queue support for Workforce.
• Adds Pydantic type checking in the MCP decorator.
• Adds Markdown agent context handling for structured document processing.
• Adds Dynamic File Editing capability for agents.
• Refactors `MCPToolkits` for improved structure.
• Refactors `terminal_toolkit` with Docker backend support and `log_dir` logging.
• Adds `log_dir` parameter for browser and terminal tools to capture session logs.
• Adds `browser_som_screenshot` enhancement for visual element tagging in browser automation.
• Supports image URL as a message directly in model inputs.
• Adds agent pool performance metrics and efficiency improvements.
• Runs containers as non-root with host UID/GID mapping for improved sandbox security.</description>
    </item>
    <item>
      <title>camel-ai v0.2.75</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.75</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.75</guid>
      <pubDate>Mon, 25 Aug 2025 15:09:25 GMT</pubDate>
      <description>camel-ai v0.2.75 adds Claude 4.1, GPT-5, Mistral Medium 3.1, Nebius AI Studio, MetaSo search, and a TerminalToolkit MCP server.
• Adds `TerminalToolkit` MCP server, enabling agents to execute terminal commands via the Model Context Protocol.
• Updates `OpenAIImageToolkit` to support generating multiple images in a single call.
• Adds Ollama API key configuration support for authenticated Ollama endpoints.
• Adds `ChatAgent` timeout and retry handling for more resilient agent loops.
• Adds support for Claude 4.1 models.
• Adds support for GPT-5 models.
• Adds support for Mistral Medium 3.1 models.
• Adds Nebius AI Studio as a new model provider integration.
• Adds MetaSo (`metaso.cn`) API as a new search tool integration.</description>
    </item>
    <item>
      <title>camel-ai v0.2.74</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.74</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.74</guid>
      <pubDate>Tue, 05 Aug 2025 22:02:35 GMT</pubDate>
      <description>camel-ai v0.2.74 adds custom E2B-compatible sandbox providers, browser console/input tools, snapshot/viewport toolkit, and Horizon Alpha model support.
• Adds support for custom E2B-compatible sandbox providers, allowing agents to execute code in alternative sandboxed environments beyond the default E2B offering.
• Adds console and input tools to the hybrid browser toolkit, enabling agents to interact with browser console output and inject input during browser-based automation.
• Adds a snapshot design and viewport toolkit (`viewport_toolkit.py`) for capturing and reasoning over browser viewport state.
• Adds the Horizon Alpha model from OpenRouter as a supported model in CAMEL.</description>
    </item>
    <item>
      <title>camel-ai v0.2.73</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.73</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.73</guid>
      <pubDate>Wed, 30 Jul 2025 10:30:08 GMT</pubDate>
      <description>camel-ai v0.2.73 adds SurrealDB vector storage, five new toolkits, domain exclusion for Google search, and token-saving tool-call pruning in ChatAgent.
• Adds `SurrealDBStorage` as a new vector storage backend, enabling agents to persist and query embeddings in SurrealDB.
• Adds `excluded_domains` parameter to `SearchToolkit` definition to exclude specified domains from `search_google` results at the toolkit level.
• Adds `timeout` parameter to `TerminalToolkit` to bound how long shell commands may run.
• Adds `TerminalToolkit` auto-installation of `uv` when it is not present on the host.
• Adds tool-call message pruning in `ChatAgent` to reduce token budget consumed by accumulated tool-call history.
• Adds `ToolkitMessageIntegration` to let agents broadcast structured status messages from within toolkits.
• Adds `ScreenshotToolkit` for capturing screenshots from within agent workflows.
• Adds `WebDeployToolkit` (`webdeploy_toolkit`) for deploying web artifacts from within agent workflows.
• Adds `NotionMCPToolkit` (`notion_mcp_toolkit.py`) for interacting with Notion via the MCP protocol.
• Adds Origene toolkit integration for agent-driven research workflows.
• Adds CDP (Chrome DevTools Protocol) connect support to the browser toolkit via `cdp connect`.
• Adds Python-native browser (`py browser`) as an additional browser backend.
• Adds Qwen Coder model support to the model registry.
• Converts invalid MCP schemas to satisfy OpenAI tool-calling requirements automatically.
• Updates Mem0 integration to the v2 API.</description>
    </item>
    <item>
      <title>camel-ai v0.2.70</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.70</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.70</guid>
      <pubDate>Thu, 26 Jun 2025 04:57:51 GMT</pubDate>
      <description>camel-ai v0.2.70 adds PgVector/Chroma storage, Google Drive toolkit, crawl4ai/markitdown toolkits, Mistral Small 3.2, and multimodal Task support.
• Adds `extra_body` field to vLLM model config, enabling pass-through of provider-specific parameters.
• Adds `PgVectorStorage` implementation for PostgreSQL with `pgvector` support as a new vector store backend.
• Adds `ChromaDB` as a supported vector database for RAG workflows.
• Adds `GoogleDriveToolkit` for agent access to Google Drive.
• Adds `Crawl4AIToolkit` and `MarkItDownToolkit` as first-class built-in toolkits.
• Adds `EdgeOnePagesMCPToolkit` and updates `browser_nonvisual_human_in_the_loop` for human-in-the-loop browser workflows.
• Adds Mistral Small 3.2 as a supported model.
• Adds non-visual browser method enabling agents to interact with web content without vision capabilities.
• Enhances `ExcelToolkit` with additional spreadsheet operations.
• Supports attaching multimodal (image/media) information directly to `Task` objects.
• Adds more built-in operations to the Python interpreter sandbox.
• Enhances `VideoAnalysisToolkit` with updated OCR capability.
• Updates `TerminalToolkit` to support Docker environment log output.
• Improves Workforce task assignment robustness and adds JSON validation to agent outputs.</description>
    </item>
    <item>
      <title>camel-ai v0.2.68</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.68</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.68</guid>
      <pubDate>Wed, 18 Jun 2025 19:27:43 GMT</pubDate>
      <description>camel-ai v0.2.68 adds RLCards board-game environments and parallel task execution to Workforce.
• Adds RLCards environments for the Project Loong board game, enabling multi-step reinforcement-learning workflows.
• Adds parallelization support to `Workforce` to improve throughput on multi-agent task pipelines.
• Updates `Workforce` with support for the latest Anthropic models.</description>
    </item>
    <item>
      <title>camel-ai v0.2.67</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.67</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.67</guid>
      <pubDate>Wed, 18 Jun 2025 02:29:20 GMT</pubDate>
      <description>Camel v0.2.67 adds Workforce shared memory, batch task assignment, KPI metrics, human-in-the-loop, and Qianfan platform integration.
• Adds `share_memory` support to `Workforce`, enabling agents within a workforce to share a common memory store.
• Adds batch task assignment to `Workforce`, allowing multiple tasks to be dispatched in a single operation.
• Adds KPI metrics collection to `Workforce` for monitoring and measuring workforce performance.
• Adds human-in-the-loop capability to `Workforce`, letting a human intervene in task processing at runtime.
• Updates `Workforce` task processing to async, unlocking non-blocking multi-agent pipelines.
• Integrates the Qianfan platform as a new model provider, expanding supported LLM backends.
• Enables flexible argument passing on model calls, allowing runtime kwargs to be forwarded to underlying model APIs.
• Improves robustness of async operations across core modules.</description>
    </item>
    <item>
      <title>camel-ai v0.2.66</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.66</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.66</guid>
      <pubDate>Fri, 13 Jun 2025 05:21:28 GMT</pubDate>
      <description>camel-ai v0.2.66 adds strict-mode JSON schema enforcement for tool definitions
• Sets tool schema to follow strict mode, enforcing stricter JSON schema validation on tool definitions passed to the model</description>
    </item>
    <item>
      <title>camel-ai v0.2.65</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.65</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.65</guid>
      <pubDate>Thu, 12 Jun 2025 15:59:10 GMT</pubDate>
      <description>camel-ai v0.2.65 adds a Task Planning Toolkit, O3-pro model support, persistent browser context, stealth mode, and mock website tooling.
• Replaces `ChatAgent.single_iteration` with `max_iteration_` for controlling agent iteration limits.
• Adds a new Task Planning Toolkit for structured agent task planning workflows.
• Adds support for the O3-pro model.
• Supports persistent browser context and stealth mode for browser-based automation.
• Adds mock website capability for browser toolkit testing and simulation.
• Adds a PowerPoint (`pptx`) toolkit use-case application.
Breaking changes:
• `ChatAgent.single_iteration` has been replaced by `max_iteration_`; any code referencing `single_iteration` will break on upgrade.</description>
    </item>
    <item>
      <title>camel-ai v0.2.64</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.64</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.64</guid>
      <pubDate>Wed, 11 Jun 2025 09:10:03 GMT</pubDate>
      <description>camel-ai v0.2.64 adds Weaviate vector storage, Langfuse integration, MCP export for Workforce, Crynux LLM provider, and two new model supports.
• Adds `to_mcp` method to `Workforce`, enabling Workforce instances to be exported and used as an MCP server.
• Integrates Langfuse as an observability/tracing backend for agent runs.
• Adds `WeaviateVectorStorage` as a new vector storage backend.
• Adds Crynux as a new LLM provider.
• Adds support for `gemini-2.5-pro-preview-06-05` model.
• Adds support for Mistral&apos;s `magistral-medium-2506` model.
• Adds dynamic dependency loading so optional integrations are imported on demand rather than at startup.
• Enhances `Workforce` with graceful shutdown support.
• Adds attempt information to `Task` additional info in `Workforce`, giving agents richer context on retries.
• Enhances MCP support to run in synchronous mode.</description>
    </item>
    <item>
      <title>camel-ai v0.2.62</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.62</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.62</guid>
      <pubDate>Tue, 03 Jun 2025 07:56:32 GMT</pubDate>
      <description>camel-ai v0.2.62 adds a PowerPoint toolkit for agent-driven PPTX generation.
• Adds a new `pptx` toolkit enabling agents to create and manipulate PowerPoint presentations programmatically.</description>
    </item>
    <item>
      <title>camel-ai v0.2.61</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.61</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.61</guid>
      <pubDate>Fri, 30 May 2025 18:48:20 GMT</pubDate>
      <description>camel-ai v0.2.61 adds FAISS vector storage, Claude 4, MCP agent export, Mistral OCR, and LaTeX-to-PDF tooling
• Adds `FAISSStorage` as a new vector storage backend, giving practitioners a local, high-performance embedding index option alongside existing cloud stores.
• Adds `ModelManager` as an accepted input to `ChatAgent`, enabling dynamic model routing and fallback strategies at the agent level.
• Adds Agent-to-MCP export capability, allowing `ChatAgent` instances to be exposed as Model Context Protocol servers for interoperability with MCP-compatible clients.
• Adds synchronous `mcp_toolkit`, enabling synchronous MCP tool invocation alongside the existing async interface.
• Adds Mistral Document AI integration for advanced OCR processing of documents within the toolkit ecosystem.
• Adds LaTeX-to-PDF conversion to `FileWriteToolkit`, enabling agents to render structured documents directly to PDF.
• Adds Bohrium compute platform integration for running camel workloads on Bohrium infrastructure.
• Supports Claude 4 models via the `ChatAgent` model interface.
• Updates `evol_instruct` with new capabilities for instruction evolution and data synthesis workflows.
• Updates Chunkr integration to use the Chunkr SDK, replacing the previous direct API approach.</description>
    </item>
    <item>
      <title>camel-ai v0.2.60</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.60</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.60</guid>
      <pubDate>Tue, 20 May 2025 07:13:25 GMT</pubDate>
      <description>camel-ai v0.2.60 adds streamable HTTP, Jina Reranker API support, extra Azure OpenAI headers, and new Gemini model types.
• Adds streamable HTTP transport support for real-time, streaming agent communication.
• Adds Jina Reranker API support, enabling remote reranking calls alongside the existing local reranker.
• Adds support for passing extra headers to Azure OpenAI requests.
• Adds updated Gemini model types including corrected support for Gemini 2.0 Flash.</description>
    </item>
    <item>
      <title>camel-ai v0.2.59</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.59</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.59</guid>
      <pubDate>Wed, 14 May 2025 22:55:17 GMT</pubDate>
      <description>camel-ai v0.2.59 adds an Airbnb MCP integration and the BrowseComp benchmark for CAMEL agents.
• Integrates the BrowseComp benchmark, enabling evaluation of CAMEL agents on complex, multi-step web browsing tasks.
• Adds an Airbnb MCP integration use case, demonstrating CAMEL agents operating as MCP clients against an Airbnb MCP server.</description>
    </item>
    <item>
      <title>camel-ai v0.2.58</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.58</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.58</guid>
      <pubDate>Sun, 11 May 2025 20:25:14 GMT</pubDate>
      <description>camel-ai v0.2.58 adds a MarkItDown loader, MCP search agent, async BrowserToolkit, and Gemini 2.5 Pro preview support.
• Adds `gemini-2.5-pro-preview-05-06` as a supported model in the `GEMINI` model family.
• Adds a `MarkItDown` document loader for ingesting files via Microsoft&apos;s MarkItDown library.
• Adds an MCP search agent enabling agent workflows driven by Model Context Protocol tool servers.
• Adds async support to `BrowserToolkit`, enabling non-blocking browser automation in async agent pipelines.
• Improves MCP server launch with a better interface and support for all connection modes.</description>
    </item>
    <item>
      <title>camel-ai v0.2.56</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.56</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.56</guid>
      <pubDate>Thu, 08 May 2025 10:20:41 GMT</pubDate>
      <description>camel-ai v0.2.56 adds async Mistral support, Mistral Medium model, and a Playwright MCP toolkit.
• Adds async implementation to the Mistral model integration, enabling non-blocking LLM calls.
• Adds support for the `mistral-medium` model.
• Adds a Playwright MCP toolkit for browser automation within agent workflows.</description>
    </item>
    <item>
      <title>camel-ai v0.2.55</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.55</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.55</guid>
      <pubDate>Wed, 07 May 2025 19:18:25 GMT</pubDate>
      <description>camel-ai v0.2.55 adds Agent-as-MCP-server, Pulse MCP search, Klavis AI toolkit, and timeout control for MCP sessions.
• Adds `MCPServer` capability to expose a CAMEL agent as an MCP server, letting other MCP clients connect to and invoke the agent directly.
• Adds support for passing a `Dict` as config to the MCP toolkit, complementing the existing file-based config approach.
• Adds a `timeout` argument to MCP session initialization, enabling control over how long the client waits for MCP server responses.
• Adds Pulse MCP search toolkits, enabling agents to search the Pulse MCP registry.
• Adds `list_tools` and `call_tool` functions to the Klavis AI toolkit, allowing agents to enumerate and invoke Klavis AI tools.</description>
    </item>
    <item>
      <title>camel-ai v0.2.53</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.53</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.53</guid>
      <pubDate>Mon, 05 May 2025 00:15:04 GMT</pubDate>
      <description>camel-ai v0.2.53 adds Gemini embeddings, ACI tool interface, MCP for non-function-calling models, and richer ChatAgent control.
• Adds `termination` parameter to ChatAgent.step() and ChatAgent.astep() to allow callers to inject custom termination conditions at call time.
• Enables `ModelFactory` to accept and pass through additional keyword arguments when constructing model instances.
• Adds Gemini embedding support via the existing embeddings interface.
• Introduces ACI tool interface (`ACI_Tool_interface`) for interacting with ACI-based tools.
• Enables MCP (Model Context Protocol) for models that do not natively support function calling, expanding MCP compatibility beyond function-calling-capable backends.</description>
    </item>
    <item>
      <title>camel-ai v0.2.52</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.52</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.52</guid>
      <pubDate>Sat, 03 May 2025 20:01:45 GMT</pubDate>
      <description>camel-ai v0.2.52 adds Klavis toolkit, Daytona runtime integration, and a `strict` parameter for MCP classes.
• Adds `strict` parameter to the constructors of `MCPClient` and `MCPToolkit` classes for stricter MCP connection control.
• Adds `KlavisToolkit` integration for connecting to the Klavis API.
• Integrates Daytona runtime support for sandboxed code execution environments.</description>
    </item>
    <item>
      <title>camel-ai v0.2.51</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.51</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.51</guid>
      <pubDate>Sat, 03 May 2025 05:39:42 GMT</pubDate>
      <description>camel-ai v0.2.51 adds DeepSeek Prover V2 671B via PPIO, SingleStepEnv timeout, and Azure AD token provider support.
• Adds `azure_ad_token_provider` support to Azure OpenAI integration, enabling token-based authentication flows.
• Adds `timeout` parameter to `SingleStepEnv`, enabling time-bounded environment execution.
• Adds DeepSeek Prover V2 671B model support via the PPIO provider.</description>
    </item>
    <item>
      <title>camel-ai v0.2.50</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.50</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.50</guid>
      <pubDate>Thu, 01 May 2025 19:12:29 GMT</pubDate>
      <description>camel-ai v0.2.50 adds Novita and WatsonX LLM providers, Qwen3 support, a Physics verifier, and browser toolkit caching.
• Adds Novita as a new LLM provider integration.
• Integrates IBM WatsonX as a new LLM provider.
• Adds Qwen3 model support via both ModelScope and the `qwen_model` backend.
• Adds a Physics verifier for validating physics-related agent outputs.
• Adds caching capability to the Browser Toolkit, reducing redundant network calls.
• Simplifies agent creation by accepting a plain string argument in place of a full model config object.</description>
    </item>
    <item>
      <title>camel-ai v0.2.49</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.49</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.49</guid>
      <pubDate>Sat, 26 Apr 2025 05:53:53 GMT</pubDate>
      <description>camel-ai v0.2.49 adds Netmind as a supported model platform.
• Adds support for the Netmind platform as a model backend.</description>
    </item>
    <item>
      <title>camel-ai v0.2.47</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.47</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.47</guid>
      <pubDate>Wed, 23 Apr 2025 16:24:14 GMT</pubDate>
      <description>camel-ai v0.2.47 adds OceanBase DB integration, Jina reranker, Alibaba Tongxiao Search, ScrapeGraph SDK, and O4-mini/O3 model support.
• Adds support for `O4-mini` and `O3` models.
• Integrates OceanBase database as a new storage/retrieval backend.
• Adds a Jina reranker toolkit for reranking retrieval results.
• Adds Alibaba Tongxiao Search API support via `search_toolkit`.
• Integrates `scrapegraph-sdk` for AI-powered web scraping.</description>
    </item>
    <item>
      <title>camel-ai v0.2.46</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.46</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.46</guid>
      <pubDate>Sun, 20 Apr 2025 12:34:48 GMT</pubDate>
      <description>camel-ai v0.2.46 adds PyAutoGUI toolkit, LM Studio integration, and refreshed AWS Bedrock and OpenAICompatibleModel support.
• Adds `PyAutoGUI` toolkit, enabling agents to drive desktop GUI automation through the new `pyautogui` toolkit interface.
• Adds LM Studio integration via `LMStudioModel`, letting practitioners run locally-hosted LM Studio models as a camel-ai backend.
• Updates AWS Bedrock integration with refreshed model support through `aws_bedrock`.
• Enhances `OpenAICompatibleModel` so all model implementations inherit from it, simplifying custom model integration.
• Refactors the video toolkit with expanded capabilities for video processing workflows.</description>
    </item>
    <item>
      <title>camel-ai v0.2.45</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.45</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.45</guid>
      <pubDate>Tue, 15 Apr 2025 00:09:51 GMT</pubDate>
      <description>camel-ai v0.2.45 adds Ubuntu Docker runtime and OpenAI GPT-4.1 model support
• Supports OpenAI `gpt-4.1` as a model backend option.
• Adds Ubuntu Docker runtime for sandboxed code execution environments.
• Adds `timeout` setting for all model backends to cap inference wait time.</description>
    </item>
    <item>
      <title>camel-ai v0.2.43</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.43</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.43</guid>
      <pubDate>Wed, 09 Apr 2025 06:15:38 GMT</pubDate>
      <description>camel-ai v0.2.43 adds Exa search, crawl4ai, Google Calendar toolkit, Together/Azure embeddings, PPIO LLM, and Llama 4 via OpenRouter.
• Adds Exa search integration as a new toolkit for web search capabilities.
• Integrates `crawl4ai` for AI-powered web crawling support.
• Adds `GoogleCalendarToolkit` for interacting with Google Calendar from agents.
• Adds Together embedding support as a new embedding backend.
• Adds Azure embedding support as a new embedding backend.
• Adds PPIO as a new LLM provider platform.
• Adds Llama 4 model support via the OpenRouter integration.
• Implements Tic Tac Toe as a `MultiStepEnv` environment for reinforcement-learning-style agent tasks.</description>
    </item>
    <item>
      <title>camel-ai v0.2.42</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.42</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.42</guid>
      <pubDate>Sun, 06 Apr 2025 04:41:36 GMT</pubDate>
      <description>camel-ai v0.2.42 adds dict-of-strings input to the step function and enhances the terminal toolkit.
• Allows a dict of strings to be passed as input to the `step` function, enabling richer structured message passing to agents.
• Enhances the terminal toolkit with new capabilities for agent-driven shell interactions.</description>
    </item>
    <item>
      <title>camel-ai v0.2.40</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.40</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.40</guid>
      <pubDate>Thu, 03 Apr 2025 17:15:18 GMT</pubDate>
      <description>camel-ai v0.2.40 adds ModelScope integration, YAML/JSON model config loading, MCP server support, and new data-generation verifiers
• Supports loading model configs from YAML and JSON files via `SaranshPandya`&apos;s implementation, enabling file-driven model configuration.
• Adds `send_message_to_user` method to `human_toolkit` for direct user messaging from agent workflows.
• Allows optional output dimension parameter in OpenAI-compatible embedding calls.
• Integrates ModelScope models as a new model provider in camel.
• Adds a self-instruct data generator for synthetic instruction dataset creation.
• Adds math verification as a new verifier (math verify) for evaluating model outputs against mathematical reference answers.
• Exposes camel toolkits as an MCP server, making them accessible over the Model Context Protocol.
• Supports one-command-line connection to MCP servers.
• Implements resetting from a generative dataset in reinforcement-learning environments.
Breaking changes:
• The `ground_truth` field in verifier is renamed to `reference_answer` — any code passing `ground_truth` to a verifier will break.</description>
    </item>
    <item>
      <title>camel-ai v0.2.38</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.38</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.38</guid>
      <pubDate>Fri, 28 Mar 2025 11:54:06 GMT</pubDate>
      <description>camel-ai v0.2.38 adds Evol-Instruct datagen, TiDB vector storage, SearXNG toolkit, OpenAI Responses API, and model request timeouts
• Adds timeout support for the base model backend, enabling callers to bound inference request duration.
• Adds `SearXNG` toolkit for privacy-respecting federated web search inside agent workflows.
• Adds OpenAI Responses API support to the model backend.
• Adds Evol-Instruct-style data augmentation methods to `camel/datagen` for synthetic instruction generation.
• Adds browser toolkit support with pre-defined dynamic channel routing.</description>
    </item>
    <item>
      <title>camel-ai v0.2.37</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.37</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.37</guid>
      <pubDate>Tue, 25 Mar 2025 18:31:01 GMT</pubDate>
      <description>camel-ai v0.2.37 adds a Think Toolkit, a GitHub repo query agent, and Gemini 2.5 Pro support.
• Adds `ThinkToolkit` for structured reasoning steps within agent workflows.
• Adds a new agent for processing queries grounded in GitHub repositories.
• Adds support for Gemini 2.5 Pro as a model backend.</description>
    </item>
    <item>
      <title>camel-ai v0.2.36</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.36</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.36</guid>
      <pubDate>Fri, 21 Mar 2025 10:20:54 GMT</pubDate>
      <description>camel-ai v0.2.36 adds Mem0 memory integration, OpenRouter support, browser downloads, and MCP toolkit header acceptance.
• Adds `accepting header` support in MCP toolkits, enabling custom HTTP headers when connecting to MCP tool servers.
• Integrates Mem0 as a memory backend, giving agents persistent, external memory via the Mem0 service.
• Adds OpenRouter as a supported model provider, expanding the set of LLM backends available to agents.
• Adds browser download capability to the browser toolkit, allowing agents to trigger and handle file downloads.</description>
    </item>
    <item>
      <title>camel-ai v0.2.35</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.35</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.35</guid>
      <pubDate>Thu, 20 Mar 2025 07:07:03 GMT</pubDate>
      <description>camel-ai v0.2.35 adds persistent agent memory by ID and a pluggable chunker module for custom chunking strategies.
• Adds a chunker module enabling custom chunking strategies for document processing pipelines.
• Links memory to agents by ID, enabling persistent and retrievable memory scoped to individual agent instances.</description>
    </item>
    <item>
      <title>camel-ai v0.2.34</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.34</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.34</guid>
      <pubDate>Tue, 18 Mar 2025 20:53:46 GMT</pubDate>
      <description>camel-ai v0.2.34 adds JSONL-based StaticDataset initialization and enhances FewShotGenerator
• Adds JSONL initialization support to `StaticDataset`, enabling datasets to be loaded directly from JSONL files.
• Enhances `FewShotGenerator` with new capabilities for few-shot example generation.</description>
    </item>
    <item>
      <title>camel-ai v0.2.31</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.31</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.31</guid>
      <pubDate>Sat, 15 Mar 2025 20:28:28 GMT</pubDate>
      <description>camel-ai v0.2.31 adds Bing Search integration
• Adds Bing Search as a new search backend</description>
    </item>
    <item>
      <title>camel-ai v0.2.30</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.30</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.30</guid>
      <pubDate>Sat, 15 Mar 2025 00:53:38 GMT</pubDate>
      <description>camel-ai v0.2.30 adds Baidu search integration, enhanced BrowserToolkit, file logging output, and refactored environment types.
• Adds Baidu search as a new search integration via `feat: add baidu search`.
• Enhances `BrowserToolkit` with new capabilities for browser-based agent workflows.
• Adds file output support for logging, enabling log persistence to disk.
• Refactors `BaseEnvironment` into distinct `SingleStep` and `MultiStep` environment classes for cleaner agent environment modeling.
Breaking changes:
• `BaseEnvironment` has been refactored into `SingleStep` and `MultiStep` environment classes — code importing or subclassing `BaseEnvironment` directly will break on upgrade.</description>
    </item>
    <item>
      <title>camel-ai v0.2.29</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.29</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.29</guid>
      <pubDate>Thu, 13 Mar 2025 18:10:36 GMT</pubDate>
      <description>camel-ai v0.2.29 splits datasets into StaticDataset and GenerativeDataset and adds agent tool call try/except handling.
• Introduces `StaticDataset` and `GenerativeDataset` as distinct classes, replacing the previous unified dataset abstraction.
• Adds try/except error handling for agent tool calls, plus updated image logging support.</description>
    </item>
    <item>
      <title>camel-ai v0.2.28</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.28</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.28</guid>
      <pubDate>Thu, 13 Mar 2025 10:26:46 GMT</pubDate>
      <description>camel-ai v0.2.28 adds MCPToolkitManager for orchestrating multiple MCPToolkits in a single agent.
• Adds `MCPToolkitManager` class to manage multiple `MCPToolkit` instances together, simplifying multi-toolkit agent setups.</description>
    </item>
    <item>
      <title>camel-ai v0.2.27</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.27</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.27</guid>
      <pubDate>Wed, 12 Mar 2025 17:51:41 GMT</pubDate>
      <description>camel-ai v0.2.27 adds Volcano Engine model integration and Bocha search to the search toolkit.
• Adds Bocha search as a new provider in the search toolkit.
• Adds Volcano Engine integration support for model backends.</description>
    </item>
    <item>
      <title>camel-ai v0.2.26</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.26</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.26</guid>
      <pubDate>Tue, 11 Mar 2025 19:45:05 GMT</pubDate>
      <description>camel-ai v0.2.26 adds Claude tool calling, PubMed toolkit, and dynamic graph support via Neo4j
• Adds Claude tool calling support, enabling Anthropic Claude models to invoke tools through the camel-ai agent framework.
• Adds `PubMedToolkit` to the toolkit collection, allowing agents to query PubMed biomedical literature.
• Supports dynamic graph construction via Neo4j, enabling agents to build and query knowledge graphs at runtime.
• Refactors `SeedDataset` to improve compatibility and simplify usage when constructing training datasets.</description>
    </item>
    <item>
      <title>camel-ai v0.2.25</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.25</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.25</guid>
      <pubDate>Tue, 11 Mar 2025 10:40:42 GMT</pubDate>
      <description>camel-ai v0.2.25 adds function call support in SGLang.
• Adds function call support in SGLang.</description>
    </item>
    <item>
      <title>camel-ai v0.2.24</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.24</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.24</guid>
      <pubDate>Mon, 10 Mar 2025 21:16:04 GMT</pubDate>
      <description>camel-ai v0.2.24 adds Terminal, File Write, and MCP Client toolkits plus Claude 3.7 and async RolePlaying support.
• Adds `TerminalToolkit` for agent-driven shell command execution.
• Adds `FileWriteToolkit` for agent-driven file write operations.
• Integrates MCP (Model Context Protocol) client as a callable `Toolkit`, enabling agents to connect to MCP servers.
• Adds Claude 3.7 model support via updated Anthropic model config.
• Enables `RolePlaying` to run asynchronously with `async` support.</description>
    </item>
    <item>
      <title>camel-ai v0.2.23</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.23</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.23</guid>
      <pubDate>Sun, 09 Mar 2025 16:44:54 GMT</pubDate>
      <description>camel-ai v0.2.23 adds new toolkits (Excel, audio, web, image analysis, Zapier), hybrid retrieval, verifiers, and data-gen pipeline improvements.
• Adds `stop_on_first_failure` option to `InstructionFilter` in the `datagen` module to halt pipelines on the first failed instruction.
• Adds `ensure_ascii` option to `SelfImprovingCoTPipeline` JSON output for non-ASCII character handling in generated datasets.
• Adds timestamp to `VectorDBMemory` to prevent data retrieval order confusion.
• Adds `ExcelToolkit` for agent interaction with Excel files.
• Adds `WebToolkit` (ported from owl project) for web interaction capabilities.
• Adds audio toolkit (ported from owl project) for audio processing in agents.
• Adds image analysis toolkit for visual analysis tasks.
• Integrates Zapier AI as a new toolkit, enabling agents to trigger Zapier workflows.
• Adds `reasoning_parameter` integration for model calls, exposing reasoning configuration to agents.
• Introduces `BaseVerifier` and `PythonVerifier` for verifying agent-generated code and outputs.
• Implements KnowNo for agent uncertainty quantification and conformal prediction.
• Adds hybrid retrieval support, combining multiple retrieval strategies in the RAG pipeline.
• Integrates NetworkX for graph-based reasoning and data representation.
• Adds custom prompt support in the graph agent.
• Adds new timeout functionality across all toolkits, enabling per-toolkit execution time limits.
• Adds support for the `gpt-4.5` model.
• Adds Ollama multimodal model support.
• Adds rejection sampling data generation pipeline with `SelfImprovingCoT` pipeline.
• Adds logging for error handling and instruction generation progress in `datagen` pipelines.
• Switches dependency management to `uv`.</description>
    </item>
    <item>
      <title>camel-ai v0.2.22</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.22</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.22</guid>
      <pubDate>Sat, 15 Feb 2025 14:53:58 GMT</pubDate>
      <description>camel-ai v0.2.22 adds MinerU document extraction and non-ASCII JSON readability in SelfInstructPipeline
• Adds `MinerU Extractor` for document extraction support.
• Enhances `SelfInstructPipeline` JSON dump to preserve non-ASCII characters in readable form (instead of escaped Unicode sequences).
• Adds URL handling support to `OpenAIEmbedding` to align behavior with `OpenAIModel`.</description>
    </item>
    <item>
      <title>camel-ai v0.2.20</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.20</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.20</guid>
      <pubDate>Sun, 09 Feb 2025 23:18:25 GMT</pubDate>
      <description>camel v0.2.20 adds Moonshot, SiliconFlow, and AIML model integrations plus SemanticScholar and SymPy toolkits
• Adds `SemanticScholarToolkits` to integrate Semantic Scholar academic search into agents.
• Integrates Moonshot models into camel&apos;s model platform support.
• Integrates SiliconFlow model platform.
• Integrates AIML model platform.
• Adds SymPy integration for symbolic mathematics computation within agents.
• Implements STaR (Self-Taught Reasoner) self-improving reasoning pipeline.
• Adds internal deduplication support for data pipelines.
• Supports Gemini 2.0 Flash Thinking and Gemini 2.0 Pro models.</description>
    </item>
    <item>
      <title>camel-ai v0.2.19</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.19</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.19</guid>
      <pubDate>Fri, 31 Jan 2025 21:29:01 GMT</pubDate>
      <description>camel-ai v0.2.19 adds Jina embeddings, OpenAI o3-mini support, and tool calling for SGLang and Groq
• Adds support for OpenAI `o3-mini` model.
• Adds Jina embedding integration.
• Enables tool calling for SGLang and Groq backends.
• Enhances `source2synth` data synthesis pipeline.</description>
    </item>
    <item>
      <title>camel-ai v0.2.18</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.18</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.18</guid>
      <pubDate>Wed, 22 Jan 2025 23:20:12 GMT</pubDate>
      <description>camel-ai v0.2.18 adds DeepSeek R1 reasoning content support, a new DeepSeek Reasoner model, and native tool calls for SambaCloud and TogetherAI.
• Supports extracting reasoning content from DeepSeek R1 model responses via the model backend.
• Adds `deepseek_reasoner` model to the supported model list.
• Enables native tool call support for SambaCloud and TogetherAI providers.</description>
    </item>
    <item>
      <title>camel-ai v0.2.17</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.17</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.17</guid>
      <pubDate>Sun, 19 Jan 2025 12:43:58 GMT</pubDate>
      <description>camel-ai v0.2.17 adds Discord OAuth, InternLM models, Skywork reward model, Source2Synth, and a structured document loader.
• Adds Discord OAuth Flow integration, enabling agent workflows to authenticate with Discord.
• Integrates InternLM models as a supported model backend.
• Adds Skywork reward model support for scoring and evaluating agent outputs.
• Adds Source2Synth for synthetic data generation from source material.
• Adds a structured document loader via `feat: structured loader` for ingesting structured data into agent pipelines.
• Adds free proxies option to the Google Scholar Toolkit to work around access restrictions.
• Updates function call result message format for tool-calling responses.</description>
    </item>
    <item>
      <title>camel-ai v0.2.16</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.16</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.16</guid>
      <pubDate>Fri, 03 Jan 2025 18:11:43 GMT</pubDate>
      <description>camel-ai v0.2.16 adds the Dappier toolkit for real-time AI-powered data access.
• Adds `DappierToolkit` integration, enabling agents to query Dappier&apos;s real-time data and AI recommendations API.</description>
    </item>
    <item>
      <title>camel-ai v0.2.15</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.15</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.15</guid>
      <pubDate>Thu, 02 Jan 2025 08:09:49 GMT</pubDate>
      <description>camel-ai v0.2.15 adds graph sampling via Neo4j, OpenBB and Linkup integrations, new benchmarks, native structured output, and a self-instruct pipeline.
• Adds native structured output property to `ChatAgent`, enabling schema-enforced responses without post-processing.
• Adds graph sampling support with Neo4j integration for graph-based retrieval workflows.
• Adds time-label support to the NebulaGraph integration.
• Integrates Linkup as a new data-source provider.
• Integrates OpenBB into the library for financial data access within agentic workflows.
• Adds benchmarks `API-Bank`, `APIBench`, and `Nexus` to the benchmarks API.
• Adds a preliminary self-instruct pipeline for automated instruction-data generation.
• Refactors `ChatAgent` internals (PR #1142).
• Adds the `o1datagen` (CoTDataGenerator) core pipeline for chain-of-thought data generation.</description>
    </item>
    <item>
      <title>camel-ai v0.2.14</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.14</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.14</guid>
      <pubDate>Wed, 18 Dec 2024 19:18:01 GMT</pubDate>
      <description>camel-ai v0.2.14 adds an Outlines converter model for structured output and support for the OpenAI O1 model.
• Adds `OutlinesConverter` model for structured output generation via the Outlines integration.
• Supports the OpenAI O1 model.</description>
    </item>
    <item>
      <title>camel-ai v0.2.12</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.12</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.12</guid>
      <pubDate>Fri, 13 Dec 2024 16:11:39 GMT</pubDate>
      <description>camel-ai v0.2.12 adds Brave Search, SGLang, e2b, Stripe, reward models, structured outputs, and HuggingFace dataset upload.
• Adds structured output support for `ChatAgent` using the OpenAI beta client, enabling typed response schemas from chat interactions.
• Adds structured output support for Ollama models, enabling schema-constrained responses from locally hosted Ollama instances.
• Integrates the Brave Web Search API into the search toolkit, giving agents a new web-search backend.
• Integrates SGLang as a new inference backend in CAMEL.
• Integrates e2b as a new code execution/sandbox backend.
• Integrates Stripe as a new toolkit, enabling agents to interact with payment workflows.
• Adds a reward model component for scoring and evaluating agent outputs.
• Adds a data collector for dataset generation pipelines.
• Adds a pipeline to fetch and upload data to HuggingFace datasets.
• Adds the `llama3.3_70B` model to the supported model registry.
• Adds the GAIA benchmark for evaluating agent capabilities.</description>
    </item>
    <item>
      <title>camel-ai v0.2.11</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.11</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.11</guid>
      <pubDate>Wed, 04 Dec 2024 15:27:29 GMT</pubDate>
      <description>camel-ai v0.2.11 adds ModelManager scheduling, NVIDIA platform support, Meshy 3D integration, and structured output improvements.
• Adds `ModelManager` class to schedule and load-balance calls across multiple model backends.
• Adds NVIDIA model platform support, expanding available backends alongside existing OpenAI/Azure/Mistral integrations.
• Adds `logprobs` handling in choice response objects, enabling access to token-level log probabilities from model completions.
• Adds `AlpacaItem` pydantic class for easy conversion, validation, and structured Alpaca-format output generation.
• Supports OpenAI structured output as a typed object, enabling schema-validated responses from OpenAI models.
• Expands `CodeExecutionToolkit` with additional interpreter backends beyond the existing default.
• Integrates Meshy text-to-3D model generation as a new toolkit, allowing agents to produce 3D models from text prompts.
• Adds structured logging support throughout the library.
• Allows manual addition of filename metadata to documents, with normalized extra metadata fields.
• Removes `api_keys_required` constraint for Firecrawl integration to support self-hosted deployments.</description>
    </item>
    <item>
      <title>camel-ai v0.2.10</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.10</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.10</guid>
      <pubDate>Thu, 28 Nov 2024 19:10:00 GMT</pubDate>
      <description>CAMEL v0.2.10 adds Persona Hub, Runtime tool execution, video reading, DeepSeek/Cohere/Gemini model support, and OpenAI structured output.
• Adds support for OpenAI structured output via `camel`, enabling agents to receive typed, schema-conforming responses.
• Adds `Runtime` abstraction for tool calling, providing a dedicated execution layer for agent tool invocations.
• Adds `HumanToolkit` for human-in-the-loop interaction with agents.
• Supports setting default model and platform from environment variables, removing the need to hardcode model configuration.
• Integrates Persona Hub techniques for enhanced agent diversity when generating synthetic agent personas.
• Adds `ShareGPT` conversation format conversion for exporting agent dialogues.
• Supports `Text to BaseModel` parsing, converting raw text output into structured Pydantic `BaseModel` instances.
• Adds OpenAI-compatible embedding support.
• Integrates video reading capability for agents to process video content.
• Integrates Cohere models as a supported model platform.
• Adds support for DeepSeek models.
• Adds support for `Gemini-Exp-1114` model and updates Gemini implementation with OpenAI compatibility.
• Adds `qwq` model and additional Qwen models to supported model list.
• Wolfram Alpha toolkit now records `SBSHintStep` info in step-by-step results.
• Synthesizes execution of tool calling to provide unified tool-call handling across agent workflows.</description>
    </item>
    <item>
      <title>camel-ai v0.2.7</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.7</link>
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      <pubDate>Sun, 10 Nov 2024 01:17:12 GMT</pubDate>
      <description>camel-ai v0.2.7 adds Notion, Apify, Tavily, GitHub, and Data Commons toolkits plus 01 and Qwen model platform support.
• Adds `extra_payload` parameter to VectorRetriever.process() for passing additional data through the retrieval pipeline.
• Adds `author` assignment support to the Google Scholar toolkit.
• New Notion toolkit integration for reading and writing Notion content from agents.
• New Apify toolkit integration for running Apify actors from agent workflows.
• New Tavily search toolkit integration for web search inside agents.
• New GitHub toolkit with GitHub functions for interacting with repositories from agents.
• New Data Commons toolkit for querying the Google Data Commons knowledge graph.
• Adds support for the 01 model platform.
• Adds support for the Qwen model platform.
• Adds OpenAI tool schema generation capability.
• Qdrant vector store enhancements.
• WolframAlpha toolkit now returns more detailed output.</description>
    </item>
    <item>
      <title>camel-ai v0.2.3</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.3</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.3</guid>
      <pubDate>Tue, 22 Oct 2024 18:53:21 GMT</pubDate>
      <description>camel-ai v0.2.3 adds WhatsApp, Discord, Slack, Arxiv, Google Scholar, AskNews, and Chunkr integrations plus FunctionTool refactor
• Renames `OpenAIFunction` to `FunctionTool`, providing a unified interface for defining callable tools across agents.
• Makes `system_message` optional in `ChatAgent`, reducing boilerplate for minimal agent setups.
• Adds `ChatAgent` interface enhancements and a configurable default model setting.
• New `ArxivToolkit` for querying and retrieving academic papers from arXiv.
• New `GoogleScholarToolkit` for searching Google Scholar from within agents.
• New `AskNewsToolkit` for fetching live news context inside agent workflows.
• Integrates WhatsApp messaging as a new toolkit for agent-driven communication.
• Integrates Discord as a new app toolkit, enabling agents to interact with Discord channels.
• Integrates Slack as a new app toolkit, enabling agents to interact with Slack workspaces.
• Integrates Chunkr for document chunking and processing workflows.
• Adds Mistral `ministral-3b` and `ministral-8b` model support.
• Adds AgentOps observability support for SambaNova-hosted models.
Breaking changes:
• The `model` parameter in `ModelFactory` is renamed to `model_type`; any code passing `model=` as a keyword argument will break.</description>
    </item>
    <item>
      <title>camel-ai v0.2.2</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.2.2</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.2.2</guid>
      <pubDate>Thu, 10 Oct 2024 17:04:50 GMT</pubDate>
      <description>camel-ai v0.2.2 adds Llama tool calling, Nebula Graph integration, Mistral Pixtral support, and bytes handling for vector retrieval.
• Adds tool calling support for Llama models.
• Adds Nebula Graph integration for graph-based storage and retrieval.
• Supports the Mistral Pixtral multimodal model.
• Adds support for handling bytes input in vector retrieval.</description>
    </item>
    <item>
      <title>camel-ai v0.1.7.0</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.1.7.0</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.1.7.0</guid>
      <pubDate>Mon, 09 Sep 2024 16:50:09 GMT</pubDate>
      <description>camel-ai v0.1.7.0 adds object storage, five new model/platform integrations, LinkedIn and Reddit toolkits, and richer RAG controls.
• Adds `top_k` and `similarity_threshold` parameters to `RetrievalToolkit` for fine-grained retrieval tuning.
• Adds `max_characters` setting to RAG to cap chunk size during ingestion.
• Adds subprocess-based local serving support for Ollama and vllm via the new subprocess integration.
• Adds `firecrawl` map endpoint support for broader web-crawl coverage.
• Adds `OpenAICompatibilityModel` to support any OpenAI-compatible model endpoint as a drop-in backend.
• Integrates Together AI as a supported model platform.
• Integrates SambaNova model and SambaVerse API as supported model platforms.
• Integrates Reka model as a supported model platform.
• Integrates Mistral tool-calling support alongside a Mistral version update.
• Adds LinkedIn toolkit for agent-driven LinkedIn interactions.
• Adds Reddit toolkit for agent-driven Reddit interactions.
• Rebuilds `RecordMemory` module with updated architecture.
• Adds object storage support for storing and retrieving agent artifacts.
• Enables `AutoRetriever` to accept raw strings and `Element` objects as input (previously required pre-processed documents).
• Updates `auto_retriever` output format for improved downstream parsing.</description>
    </item>
    <item>
      <title>camel-ai v0.1.6.1</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.1.6.1</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.1.6.1</guid>
      <pubDate>Wed, 07 Aug 2024 16:40:14 GMT</pubDate>
      <description>camel-ai v0.1.6.1 adds Workforce orchestration, Task primitives, Firecrawl integration, multi-modal DALL-E support, and structured function-call responses.
• Adds `Task` class to camel, providing a first-class primitive for defining and managing agent tasks.
• Adds `Workforce` class for orchestrating multiple agents working together on a shared workload.
• Integrates Firecrawl as a new tool, enabling agents to crawl and extract web content.
• Adds AgentOps observability settings, allowing configuration of AgentOps tracking for agent runs.
• Supports structured responses via function calls, enabling agents to return typed, schema-constrained output.
• Supports multi-modal input and multi-modal output (including DALL-E image generation) within a single agent.</description>
    </item>
    <item>
      <title>camel-ai v0.1.6.0</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.1.6.0</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.1.6.0</guid>
      <pubDate>Tue, 30 Jul 2024 17:40:08 GMT</pubDate>
      <description>camel-ai v0.1.6.0 adds Gemini 1.5, vLLM, Azure OpenAI, Mistral, Groq-hosted Llama 3/Gemma, GPT-4o Mini, and an IPython kernel code interpreter.
• Adds `GPT_4O_MINI` model constant for targeting OpenAI&apos;s GPT-4o Mini in agents and role-playing sessions.
• Supports custom token counters via `ModelFactory`, letting callers override the default counter at construction time.
• Adds Azure OpenAI API as a model backend, enabling agents to route requests through Azure-hosted OpenAI endpoints.
• Supports vLLM as a model backend for self-hosted, high-throughput inference.
• Integrates Gemini 1.5 as a supported model backend.
• Integrates Mistral AI as a supported model backend.
• Integrates Groq-hosted Llama 3 (8B and 70B), Mistral.AI, and Gemma (7B and 9B) as model backends via the Groq service.
• Adds an IPython kernel code interpreter, enabling agents to execute code interactively in an IPython session.
• Moves tool functions into a dedicated toolkits directory, providing a cleaner import path for agent toolkits.</description>
    </item>
    <item>
      <title>camel-ai v0.1.5.5</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.1.5.5</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.1.5.5</guid>
      <pubDate>Sat, 06 Jul 2024 08:42:09 GMT</pubDate>
      <description>camel-ai v0.1.5.5 adds Claude 3.5, Redis cache, Docker code execution, Jina Reader, and async utilities
• Adds Redis cache storage backend for agent memory and caching workflows.
• Supports `internal_python` code interpreter as a callable tool, enabling agents to execute code directly.
• Adds Docker-based code execution sandbox for isolated, safe code running.
• Integrates Jina Reader into the loaders API for web content ingestion.
• Adds a config file mechanism for models using the OpenAI-compatible interface.
• Adds utility functions to convert synchronous functions to async functions.
• Adds Claude 3.5 model support.
• Adds new open-source models to the supported model list.
• Adds a Discord bot with RAG (retrieval-augmented generation) capability.
• Updates sentence transformer and OpenAI text embedding integrations.</description>
    </item>
    <item>
      <title>camel-ai v0.1.5.3</title>
      <link>https://github.com/camel-ai/camel/releases/tag/v0.1.5.3</link>
      <guid isPermaLink="true">https://github.com/camel-ai/camel/releases/tag/v0.1.5.3</guid>
      <pubDate>Fri, 21 Jun 2024 05:32:34 GMT</pubDate>
      <description>camel-ai v0.1.5.3 adds async ChatAgent, VLM embeddings, DuckDuckGo search, Discord/Telegram bots, LiteLLM, Nemotron, ZhipuAI, and GitHub PR retrieval.
• Integrates VLM (Vision-Language Model) embedding model support.
• Adds DuckDuckGo search and enhanced text extraction from websites.
• Adds API key support for OpenAPI functions.
• Adds more OpenAPI functions and refactors `open_api_function`.
• Adds Discord bot integration.
• Adds Telegram bot integration.
• Adds support for the LiteLLM library as a model backend.
• Integrates Nemotron API as a supported model provider.
• Adds ZhipuAI model support.
• Adds `retrieve recent pull requests` capability to `GithubToolkit`.
• Adds video description function into agent capabilities.
• Makes Slack SDK dependency optional.</description>
    </item>
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