One Unified Runtime.
Zero Compromises.

# VertexStudio Agent Orchestrator
from vertexstudio import AgentGraph, Memory

graph = AgentGraph("research_agent")

@graph.node
async def planner(state):
    plan = await llm.plan(state.task)
    return {"steps": plan.steps}

@graph.node
async def executor(state):
    results = []
    for step in state.steps:
        result = await tools[step.tool](
            step.args, memory=Memory.get()
        )
        results.append(result)
    return {"results": results}

@graph.node
async def synthesizer(state):
    return await llm.synthesize(state.results)

graph.edge("planner" → "executor" → "synthesizer")
# ✓ 25 max steps | Persistent memory | Auto-retry

# VertexStudio Observability Stack
telemetry:
  traces:
    backend: opentelemetry
    sampling_rate: 1.0
    token_level: true
    agent_step_tracing: true

  metrics:
    backend: prometheus
    dashboards: grafana
    alerts:
      - name: latency_spike
        threshold: p99 > 50ms
        action: page_on_call
      - name: cost_overrun
        threshold: hourly_tokens > 10M
        action: auto_throttle

  cost_tracking:
    per_team: true
    per_model: true
    anomaly_detection: ml_based

# ✓ 99.97% uptime | <5min MTTR

# VertexStudio ML CI/CD Pipeline
pipeline:
  trigger: push
  stages:

    - name: train
      runner: h100-cluster
      script: python train.py
      artifacts: model_checkpoint

    - name: evaluate
      gates:
        - metric: accuracy > 0.94
        - metric: latency_p99 < 10ms
        - metric: regression_delta < 1%

    - name: canary_deploy
      traffic_split: 5%
      duration: 30min
      auto_promote: on_success

    - name: production
      strategy: rolling
      zero_downtime: true
# ✓ Avg deploy time: 8min | 0 regressions

# VertexStudio Guardrails Engine
from vertexstudio.guardrails import Pipeline

guards = Pipeline([
    PII_Detector(
        entities=["NAME","EMAIL","SSN","PHI"],
        action="redact",
        confidence=0.92
    ),
    ContentFilter(
        categories=["harmful","illegal","bias"],
        model="vertex-guard-v2"
    ),
    PromptInjection(
        scan="jailbreak|override|ignore",
        action="block_and_alert"
    ),
    AuditLogger(
        immutable=True,
        compliance=["SOC2","HIPAA","FedRAMP"]
    )
])

# ✓ <0.5ms overhead | 99.3% precision