Autonomous Agents
Agents that remember past actions, learn from mistakes, and reason about consequences before acting.
Key Capabilities
- ✓Action-consequence memory
- ✓Learning from failures
- ✓Counterfactual reasoning
- ✓Regime-aware behavior
Example Code
Autonomous Agents — Engramma SDK
1# Store action outcome2client.memory.store(3 text="Deploying on Friday caused 2h incident",4 context={"action": "deploy", "outcome": "negative"}5)67# Reason about future actions8prediction = client.engine.predict(9 intervention="What if we deploy on Friday?",10 mode="counterfactual"11)12# Returns: high probability of negative outcomeBuild autonomous agents with cognitive memory
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