Memory HarnessReasoning HarnessAnti-Deception HarnessCode Harness

Multi-Agent Orchestration

The Problem

Each agent optimizes its local task. No agent knows what the others concluded. Errors amplify at every hop. By the third hop, the original mistake is untraceable. The Memory Harness tracks shared state across agents. The Reasoning Harness enforces cross-agent consistency. Anti-Deception blocks cross-agent sycophancy — agents that validate each other without verification. The Code Harness verifies tool-call contracts between agents.

How Ejentum Solves It

One API call per agent forces each node to calibrate confidence, detect belief propagation errors, and verify cross-agent consistency. Error amplification is blocked at the source. Injection persistence measured at 24 steps — the harness never leaves working memory across the full execution chain.

How Four Harnesses Protect Your Agents

Memory Harness

primary

Tracks shared state across the agent swarm. Prevents stale context propagation between agents. Detects when one agent's output contradicts another's established facts. Injection persistence: 24 steps with no decay.

Reasoning Harness

Enforces cross-agent consistency and belief calibration. Detects overconfidence in upstream conclusions. Forces each agent to verify rather than accept what arrives from the pipeline.

Anti-Deception Harness

Blocks cross-agent sycophancy — downstream agents that validate upstream output without verification. Prevents trust boundary violations where one agent accepts another's authority claims without independent confirmation.

Code Harness

Verifies tool-call contracts between agents. Catches API signature mismatches in agent-to-agent communication. Prevents one agent from generating code that assumes another agent's output format incorrectly.

+8.5pp on metacognitive tasksEjBench, 30 metacognition tasksSee benchmark task →Full benchmarks →

Inject one agent in your pipeline with the API. Measure the difference in cross-agent consistency on your next orchestration run.