What's in the platform

Sagewai is a Python SDK and a runtime made of several parts that ship and work independently. The summaries below tell you what each component does and link to its deep-dive page.

If you're new to Sagewai, start with the getting-started guide.

The six components

SDK

The Python library you pip install. Provider-agnostic agents, tools, MCP, memory, workflows, directives, sandboxing, model swap. Works without any other Sagewai surface — drop it into an existing service and call agents like any other API client.

Autopilot

State a goal in plain English; Sagewai designs the agent graph, instantiates a mission, and runs it. The Curator captures every successful answer along the way as training data. Closes the loop with the Training Loop when the dataset crosses a threshold.

Fleet

Distributed workers with capability matching and project-scoped dispatch. The horizontal-scale story for production. A worker tagged project_id=health-prod cannot claim a task tagged project_id=fin-prod; cross-tenant leakage is enforced at the dispatch boundary, not at policy.

Observatory

Cost tracking, OpenTelemetry pipeline, mission-control HUD, Grafana board, audit log. Two surfaces (HUD for live operations, Grafana for analytics and finance) read the same telemetry stream so they can't disagree. Per-project tagging gives you a per-tenant cost breakdown without manual reconciliation.

Training Loop

Bootstrap on Opus or GPT-5, capture the answers via the Curator, fine-tune a small open-weight model on commodity GPUs, deploy via Ollama or mlx_lm.server. Marginal cost falls toward zero once your fine-tuned model handles most traffic.

Security

Per-CLI workload identity, vault-backed secrets with just-in-time resolution, prompt and tool-output redaction at the host RPC seam, replay-safe audit, per-key access control, just-in-time human-in-the-loop on high-privilege actions. Customer credentials live in the sandbox only — encrypted at rest, scrubbed on release. The control surface a security review signs.

How to read each product page

Each page below answers three questions:

  1. What does it do? Capability summary in plain English.
  2. What can I do with it? End-to-end tutorials that exercise the product.
  3. Where do I go to ship it? Links to the SDK module, the operator guide, and the API reference.

See also

  • Tutorials — production-grade walkthroughs grouped by intent ("add support triage", "add training loop", "add multi-tenant isolation").
  • Learn the SDK — the runnable companion examples that exercise each component.
  • API reference — class and function reference for the SDK.