DEVELOPER DOCUMENTATION & SPECIFICATIONS

INTEGRATE AGENTOS.

Deploy, govern, and audit autonomous AI agent fleets using our 8-Layer runtime, Python SDK, TypeScript SDK, and REST APIs.

# 1. Install official Python SDK
pip install agentos-sdk

from agentos import AgentOSClient, tool

client = AgentOSClient(
    api_key="your_jwt_token", 
    base_url="https://agentos-api-waxg.onrender.com"
)

# 2. Define a Model Context Protocol (MCP) Tool
@tool(name="cluster_audit", description="Audits Kubernetes cluster compliance")
def cluster_audit(cluster_id: str) -> dict:
    return {"cluster_id": cluster_id, "status": "compliant", "vulnerabilities": 0}

# 3. Create Autonomous Agent with $100 Sovereign Wallet
agent = client.agents.create(
    name="SecOpsSentinel", 
    vertical="engineering", 
    hard_budget=100.0
)

# 4. Register Tool and Grant Access to Agent
tool_record = client.tools.register(cluster_audit)
client.tools.grant(agent_id=agent.id, tool_id=tool_record.id)

print(f"Agent {agent.name} initialized with wallet balance: ${agent.balance}")

RUNTIME ARCHITECTURE

THE 8-LAYER SUBSYSTEM SPEC

IDENTITY & ATTESTATION

Ed25519 asymmetric machine keypairs, 15-minute revocable JWT execution tokens, and JTI blocklist verification.

MCP TOOL REGISTRY

Model Context Protocol tool schema validation, SSRF private network isolation, and granular RBAC policies.

DAG WORKFLOW ENGINE

State-machine-driven task coordination with transactional outboxes, sub-second checkpointing, and human approval gates.

CLEARINGHOUSE WALLETS

PostgreSQL SELECT FOR UPDATE atomic row-locking, per-call budgets, daily spend caps, and instant circuit breakers.

EPISODIC VECTOR MEMORY

pgvector HNSW cosine distance indexing with recency decay mathematical scoring and tenant-scoped row security.

IMMUTABLE AUDIT LEDGER

Append-only sequential SHA-256 chained event log with real-time SSE streaming and tamper-evident receipt verification.

VERTICAL INTELLIGENCE

Deterministic domain-specific scoring engines with cached feature stores and configurable confidence thresholds.

INJECTION DEFENSE

Dual-engine defense inspecting prompt payloads for system directive overrides, jailbreaks, and credential leaks.

PRODUCTION DEPLOYMENTS

SYSTEM PATTERNS

01 / SECURITY

SECOPS SENTINEL

Autonomous agent that scans cloud infrastructure for misconfigurations with zero-trust MCP tool grants and strict spend ceilings.

02 / FINANCIAL

LEDGER RECONCILER

Processes transaction logs with atomic PostgreSQL row locks. Actions exceeding configured thresholds pause for human verification.

03 / WORKFLOW

TRIAGE SWARM

Multi-agent DAG pipeline with shared episodic vector memory, automated model outage failover, and prompt injection filters.