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Ang OpenInference ay isang hanay ng mga convention at plugin na kaakibat ng [OpenTelemetry](https://opentelemetry.io/) upang
paganahin ang tracing ng mga AI application. Ang OpenInference ay likas na sinusuportahan
ng [Arize Phoenix](https://github.com/Arize-ai/phoenix) at [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), ngunit maaari rin itong gamitin sa anumang backend na compatible
sa OpenTelemetry.
## Espesipikasyon
Ang espesipikasyon ng OpenInference ay isinusulat sa mga markdown file na matatagpuan sa [spec directory](../../spec/). Ito ay idinisenyo upang
magbigay ng insight sa pag-invoke ng mga LLM at sa nakapaligid na konteksto ng application, gaya ng retrieval mula sa mga vector store
at paggamit ng mga panlabas na tool gaya ng mga search engine o API. Ang espesipikasyon ay transport- at file-format-agnostic,
at nilalayong gamitin kasabay ng iba pang espesipikasyon gaya ng JSON, ProtoBuf, at DataFrames.
## Instrumentation
Nagbibigay ang OpenInference ng hanay ng mga instrumentation para sa mga sikat na machine learning SDK at framework sa iba't ibang
wika.
## Python
### Mga Library
| Pakete | Paglalarawan | Bersyon |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | Mga semantic convention para sa tracing ng mga LLM App. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | Mga reusable na utility, decorator, configuration, at helper para sa instrumentation. | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | OpenInference Instrumentation para sa Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | OpenInference Instrumentation para sa AG2. | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | OpenInference Instrumentation para sa OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | OpenInference Instrumentation para sa OpenAI Agents SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |
| [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk) | OpenInference Instrumentation para sa Claude Agent SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | OpenInference Instrumentation para sa LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | OpenInference Instrumentation para sa DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | OpenInference Instrumentation para sa AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | OpenInference Instrumentation para sa LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | OpenInference Instrumentation para sa MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | OpenInference Instrumentation para sa MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | OpenInference Instrumentation para sa Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | OpenInference Instrumentation para sa Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | OpenInference Instrumentation para sa VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | OpenInference Instrumentation para sa CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | OpenInference Instrumentation para sa Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | OpenInference Instrumentation para sa liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | OpenInference Instrumentation para sa Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | OpenInference Instrumentation para sa Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | OpenInference Instrumentation para sa Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | OpenInference Instrumentation para sa BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | OpenInference Instrumentation para sa Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | OpenInference Instrumentation para sa Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | OpenInference Instrumentation para sa Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | OpenInference Instrumentation para sa PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | OpenInference Instrumentation para sa smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | OpenInference Instrumentation para sa Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | OpenInference Instrumentation para sa Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | OpenInference Instrumentation para sa Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | OpenInference Instrumentation para sa Together AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | OpenInference Instrumentation para sa TypeSafe AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | OpenInference Instrumentation para sa Ollama. | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | OpenInference Instrumentation para sa Cohere. | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Mga Span Processor
I-normalize at i-convert ang data mula sa iba pang instrumentation library sa pamamagitan ng pagdaragdag ng mga span processor na nagbubuklod sa data.
| Pakete | Paglalarawan | Bersyon |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenInference Span Processor para sa mga OpenLIT trace. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference Span Processor para sa mga OpenLLMetry (Traceloop) trace. | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### Mga Halimbawa
| Pangalan | Paglalarawan | Antas ng Kahirapan |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Mga halimbawa ng Agno agent | Baguhan |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, kabilang ang mga chat completion at embedding | Baguhan |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Baguhan |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Baguhan |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Baguhan |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex query engines | Baguhan |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | Mga DSPy primitive at custom na RAG module | Baguhan |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock client | Baguhan |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | Mga LangChain primitive at simpleng chain | Baguhan |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | Isang magaang LiteLLM framework | Baguhan |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy para i-log ang OpenAI, Azure, Vertex, Bedrock | Baguhan |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Mga chat completion ng Groq at AsyncGroq | Baguhan |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Mga chat completion, streaming, at tool call ng Together at AsyncTogether | Baguhan |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | Mga System One call ng TypeSafeClient at AsyncTypeSafeClient (Noul, Choice, Score) | Baguhan |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Client para sa Anthropic Messages | Baguhan |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | Agentic na instrumentation sa BeeAI framework | Baguhan |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | Isang Haystack QA RAG application | Katamtaman |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents na may mga handoff | Katamtaman |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Assistant Agent at Team Chat ng Microsoft Autogen | Katamtaman |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | Tool calling, group chat, at sequential chat ng AG2 | Katamtaman |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | Mga halimbawa ng PydanticAI agent | Katamtaman |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Mga halimbawa ng Pipecat application | Katamtaman |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Chat, streaming, at mga tool call ng Ollama | Baguhan |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Mga chat completion ng Cohere ClientV2 | Baguhan |
## JavaScript
### Mga Library
| Pakete | Paglalarawan | Bersyon |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | Mga semantic convention para sa tracing ng mga LLM App. | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | Mga reusable na utility, configuration, at helper para sa instrumentation. | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | OpenInference Instrumentation para sa AWS Bedrock. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock) |
| [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | OpenInference Instrumentation para sa AWS Bedrock Agent Runtime. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) |
| [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai) | OpenInference Instrumentation para sa BeeAI. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | OpenInference Instrumentation para sa LangChain.js. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | OpenInference Instrumentation para sa MCP. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | OpenInference Instrumentation para sa OpenAI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | OpenInference Instrumentation para sa Anthropic SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic) |
| [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk) | OpenInference Instrumentation para sa Claude Agent SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | Suporta ng OpenInference para sa Vercel AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | OpenInference middleware para sa TanStack AI. | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | Suporta ng OpenInference para sa mga GenAI convention | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | OpenInference Instrumentation para sa TypeSafe AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### Mga Halimbawa
| Pangalan | Paglalarawan | Antas ng Kahirapan |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | Classification, mga structured na tanong, at routing papunta sa LLM batay sa antas ng kumpiyansa | Baguhan |
## Java
### Mga Library
| Pakete | Paglalarawan | Bersyon |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | Mga semantic convention para sa tracing ng mga LLM App. | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | Mga pangunahing utility para sa instrumentation. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | OpenInference Instrumentation para sa LangChain4j. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | OpenInference Instrumentation para sa Spring AI. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | Manual na tracing na batay sa annotation gamit ang ByteBuddy. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | OpenInference Instrumentation para sa Google ADK Java (`-javaagent`). | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### Mga Halimbawa
| Pangalan | Paglalarawan | Antas ng Kahirapan |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [Halimbawa ng LangChain4j](../../java/examples/langchain4j-example) | Simpleng halimbawa ng paggamit ng LangChain4j kasama ang OpenAI | Baguhan |
| [Halimbawa ng Spring AI](../../java/examples/spring-ai-example) | Halimbawa ng Spring AI kasama ang OpenAI at tool calling | Baguhan |
| [Halimbawa ng Annotation](../../java/examples/annotation-example) | Tracing na batay sa annotation gamit ang `@Chain`, `@LLM`, `@Tool`, `@Agent` | Baguhan |
| [Programmatic na Halimbawa](../../java/examples/programmatic-example) | Manual na tracing gamit ang mga typed span class (`LLMSpan`, `AgentSpan`, atbp.) | Baguhan |
| [Halimbawa ng ADK Java](../../java/examples/adk-java-example) | Google ADK para sa Java agent na may function tool, na tina-trace ng ADK `-javaagent` | Baguhan |
## Go
### Mga Library
| Pakete | Paglalarawan | Bersyon |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | Mga semantic convention para sa tracing ng mga LLM App. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Suppression, pagpapasa ng mga context attribute, at `TraceConfig` masking. Sinusunod ang mga `OPENINFERENCE_HIDE_*` env var. | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | OpenInference Instrumentation para sa Anthropic Go SDK (`anthropics/anthropic-sdk-go`). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` |
| [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | OpenInference Instrumentation para sa opisyal na OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |
Nangangailangan ng Go 1.25+. Ipares sa [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) para sa one-line na OTLP/HTTP setup papunta sa [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), o ikonekta ang anumang OTel exporter (hal., [Phoenix](https://github.com/Arize-ai/phoenix) sa `http://localhost:6006/v1/traces`).
## Mga Sinusuportahang Destinasyon
Sinusuportahan ng OpenInference ang mga sumusunod na destinasyon bilang mga span collector.
- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ Anumang collector na compatible sa OTEL
## Komunidad
Sumali sa aming komunidad upang makipag-ugnayan sa libu-libong machine learning practitioner at mga mahilig sa LLM observability!
- 🌍 Sumali sa aming [Slack community](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A).
- 💡 Magtanong at magbigay ng feedback sa _#phoenix-support_ channel.
- 🌟 Mag-iwan ng star sa aming [GitHub](https://github.com/Arize-ai/openinference).
- 🐞 Mag-ulat ng mga bug sa [GitHub Issues](https://github.com/Arize-ai/openinference/issues).
- 𝕏 I-follow kami sa [X](https://twitter.com/ArizePhoenix).
- 🗺️ Tingnan ang aming [roadmap](https://github.com/orgs/Arize-ai/projects/45) upang malaman kung saan kami patungo.