The Sealed Substrate vs The Context Pipeline

WorkFabric excels at piping context to agents. Mala excels at proving what the agent did with it. WorkFabric is your 'Context Backbone'; Mala is your 'Legal Backbone'. You likely need both, but for regulated industries, context without proof is a liability.

In regulated sectors like FinTech and Healthcare, 'optimizing context' isn't enough. You need to prove definitively—to an auditor or a judge—exactly why an AI made a specific decision. Mala provides a cryptographically sealed record of every agent interaction. While WorkFabric optimizes the *input* (context), Mala seals the *outcome* (decisions). We turn your agent logs into legal proof.

Can I use WorkFabric and Mala together?

Absolutely. Use WorkFabric to ensure your agents are smart and context-aware. Use Mala to ensure their decisions are recorded, sealed, and defendable. They are complimentary layers in the enterprise AI stack.

Does Mala optimize context like WorkFabric?

Mala focuses on *decision provenance* rather than context retrieval optimization. We capture the context used, but our primary goal is to seal it for accountability, not just to improve retrieval accuracy.