# Sikaru

> Sikaru is managed continual-learning infrastructure for AI agents. It turns traces, failures, user corrections, and feedback from production AI agents into evaluated, review-gated improvements across context, harness, and model behavior.

## Start here

- [Full agent reference](https://sikaru.ai/llms-full.txt): Detailed product scope, integration paths, formats, safety boundaries, and machine interfaces.
- [Agent integration instructions](https://sikaru.ai/SKILL.md): Task-oriented instructions for agents evaluating or integrating Sikaru.
- [Documentation](https://sikaru.ai/docs): Product and integration documentation.
- [Request access](https://sikaru.ai/request-access): Ask for a Sikaru workspace. Do not invent credentials or submit made-up organization details.
- [Sikaru platform](https://sikaru.ai/platform): Authenticated workspace for agents, trajectories, evals, improvements, context, and settings.

## What Sikaru does

- Runs managed AI agents or learns from agents a team already operates.
- Accepts live and historical production traces.
- Finds repeated failures and turns them into evals and proposed improvements.
- Improves instructions, context, memory, skills, tools, harness behavior, and model behavior.
- Keeps proposed changes reviewable before they affect production agents.

## Integration paths

- Live traces: Sikaru SDK or `POST https://api.sikaru.ai/v1/trace-streams`.
- Trace formats: OpenInference spans, OpenTelemetry OTLP resource spans, and Harbor ATIF v1.7 trajectories.
- Historical sources: LangSmith, Langfuse, Braintrust, and Logfire are explicit source types. Check the platform or docs for current connector availability.
- Managed agents: define behavior with instructions, skills, eval rubrics, and product-owned tools; Sikaru runs the managed harness.

## Machine interfaces

- WebMCP tools are registered on the landing page and authenticated platform when the browser supports `document.modelContext`.
- [LLM index](https://sikaru.ai/llms.txt)
- [Full LLM context](https://sikaru.ai/llms-full.txt)
- [Agent skill](https://sikaru.ai/SKILL.md)
- [Sitemap](https://sikaru.ai/sitemap.xml)