taisce-agent-framework

The Microsoft Agent Framework has a context-provider seam, and TaisceContextProvider fills it: before each model call it fetches the deployment's context for the subject and injects it as one user message marked untrusted, and after the turn it records the person's message and the assistant's final reply. Tool calls, tool results and the injected message itself are never stored.

Memory arrives as a user message rather than a system message on purpose. What the deployment returns was written by somebody else, and a model that reads it as instruction can be steered by anything anyone ever said to it.

The trigger is a count of loaded non-system messages, because that is what this framework's Python SDK counts by. The stored history is the application's and is not rewritten; once over the trigger, every run fetches the context once.

Recall failure is not fatal — the agent runs with more to read, not less. A failed store raises. Held to the conformance suite through python -m taisce_agent_framework.conformance.

Built on taisce, the client for the v1 contract.

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Apache-2.0
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Python >=3.10

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