Multi-agent systems, built for production.
The framework behind every CloudMantra product: orchestrate crews of LLM agents with typed handoffs, graph memory, sandboxed execution, and a compliance layer that survives enterprise security review.
Talk to an Engineerfrom mantra import Crew, Agent, Policy
crew = Crew(
agents=[
Agent("analyst", model="claude", tools=[erp.read]),
Agent("executor", model="claude", tools=[erp.write],
sandbox=True),
],
memory="graph", # facts · experiences · beliefs
policy=Policy.preset("PCI-DSS")
+ Policy.human_escalation("finance-team"),
)
result = crew.run(
"Flag margin leaks in Q3 invoices and draft corrections"
)Six things most agent frameworks skip.
Compose crews of specialized agents with pluggable context-sharing strategies for how they divide, share, and hand off work.
Schema-validated handoff protocols between agents — no free-text telephone games. Every handoff is structured, validated, and auditable.
Agents remember as a graph of facts, experiences, summaries, and beliefs — so systems get smarter about your business instead of starting cold every session.
LLM-generated code runs in isolated sandboxes, never directly against your systems. Agents act through governed tools with full information-flow auditing.
A policy engine, human-escalation supervisor, and data-loss-prevention analyzers — with GDPR, HIPAA, and PCI-DSS presets and data-lineage tracking built in, not bolted on.
Claude, GPT, and local models through OpenAI, Anthropic, and Azure OpenAI endpoints — swap or mix models per agent without touching orchestration code.
How a task flows through Mantra.
Every step is validated, policied, and audited before anything touches your systems.
Guardrails that hold up in regulated environments.
A transparent proxy intercepts every model call: pre-request prompt-injection detection, post-response data-leak scanning, active PII redaction, and output validation. Detection is trained against the OWASP LLM Top 10.
A privacy-preserving communication architecture for distributed multi-agent systems handling sensitive data — designed for the security reviews enterprise and defense deployments actually face.
GDPR, HIPAA, and PCI-DSS ship as policy presets you turn on, not consulting projects. Information-flow auditing and data-lineage tracking come with them.
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