Kubernetes for AI Agents

1from agentfield import Agent
2from pydantic import BaseModel
3import asyncio
4
5app = Agent(node_id="compliance-orchestrator")
6
7class ComplianceDecision(BaseModel):
8    approved: bool
9    risk_score: float
10    violations: list[str]
11
12@app.reasoner(enable_vcs=True)  # Every decision cryptographically signed
13async def review_contract(contract_id: str, jurisdiction: str) -> ComplianceDecision:
14
15    # Live progress updates via SSE (app.note → frontend)
16    app.note("Starting review...", tags=["progress"])
17
18    # Shared memory: other agents can access this context
19    await app.memory.set("active_contract", contract_id)
20
21    # Secure cross-network communication (DID-verified)
22    # Fetch latest compliance rules from the central authority
23    rules = await app.call("regulatory-authority.get_rules",
24                           jurisdiction=jurisdiction)
25
26    # Document extraction (may take 30+ min - no timeout limits)
27    app.note("Extracting text...", tags=["progress"])
28    doc = await app.call("document-processor.extract_full_text",
29                          contract_id=contract_id)
30
31    # Parallel multi-agent analysis (3 independent services)
32    app.note("⚖️ Running checks...", tags=["progress"])
33    legal, financial, ops = await asyncio.gather(
34        app.call("legal-agent.check_compliance",
35                 text=doc["text"], jurisdiction=jurisdiction),
36        app.call("financial-agent.detect_risks", text=doc["text"]),
37        app.call("ops-agent.assess_feasibility", reqs=doc["requirements"])
38    )
39
40    # AI makes autonomous decision within structured guardrails
41    decision = await app.ai(
42        system="Senior compliance officer. Approve only if ALL pass.",
43        user=f"Legal: {legal['compliant']}, Financial: {financial['risk_score']}/10, Ops: {ops['feasible']}",
44        schema=ComplianceDecision
45    )
46
47    # Event-driven: memory changes trigger downstream agents
48    status = "approved" if decision.approved else "rejected"
49    await app.memory.set("contract_status", status)
50    app.note(f"{'✅' if decision.approved else '❌'} {status.title()}", tags=[status])
51
52    return decision  # Returns with tamper-proof Verifiable Credential
53
54# This is now a production microservice:
55# POST /api/v1/execute/compliance-orchestrator.review_contract
56# With: async execution, webhooks, retries, metrics, health checks, workflow DAGs