Tuple Tech
AI LayerPart of the Tuple Platform

Stratos

AI agents built for real engineering environments. Stratos ships three specialized agents — an Infra Agent for cloud automation, Code AI Agents for semiconductor design workflows, and Ask AI for operational knowledge retrieval.

Stratos · Infra Agent

Infrastructure that provisions, detects drift, and self-corrects

Infra Agent connects to your cloud environment and acts as an autonomous infrastructure operator. It detects configuration drift, generates remediation plans, provisions resources from natural language, and keeps an auditable change log — across AWS, GCP, and Azure.

  • Automated infrastructure provisioning
  • Drift detection and remediation
  • IaC generation and review (Terraform, Pulumi)
  • Multi-cloud resource orchestration
  • Policy enforcement and guardrails
  • Audit trail and change history
Infra Agent · Drift Detectionprod-cluster · ap-south-1
$ stratos infra scan --env production
⚠ Drift detected — 3 resources out of sync with IaC state
aws_security_group.api-gateway ingress rule added
aws_autoscaling_group.workers desired_capacity: 4 → 6
aws_iam_role.deploy-role policy attached manually
Generating remediation plan…
stratos Remediation plan ready. 2 changes require approval (security group, IAM policy). Auto-applying autoscaling correction. Terraform plan attached — estimated apply time 45s. Run `stratos infra apply --plan 7c3a` to proceed.
dv_agent.log
pv_agent.log
VS Code Extension
DV Agent · Design Verification
youCoverage is stuck at 78% on block MEM_CTRL. What's missing?
dvScanning coverage report and testbench constraints…
dv agent — 3 uncovered FSM states in mem_ctrl_arb: IDLE→STALL→RETRY path not exercised. Suggested: add directed test for back-pressure + retry sequence. Estimated coverage lift: +9%. Testbench snippet ready to insert.
PV Agent · Physical Verification
youPV run failed on VCO_LDO — what triggered it?
pv agent — Metal-3 spacing violation near bias resistor array (4 instances, rule M3_SP_MIN). Introduced in last commit by @mpark. Fix: increase spacing by 0.04µm on nets VN_BIAS[2:0]. Same pattern resolved in BGR_CORE — runbook #441 linked.
Stratos · Code AI Agents

DV Agent and PV Agent — built for semiconductor workflows

Stratos Code AI Agents understand your design environment. The DV Agent accelerates simulation, coverage closure, and formal verification. The PV Agent triages physical verification failures — DRC, LVS, ERC — traces them to source, and surfaces fix suggestions with runbook context.

VS Code Extension

Both agents are available directly inside VS Code. Inline suggestions, diff-aware context, and agent chat — without leaving your editor. IP stays on-prem with self-hosted inference.

  • DV Agent — simulation, coverage analysis, formal verification
  • PV Agent — DRC, LVS, ERC triage and fix suggestions
  • Spec-aware context from your runbooks and design docs
  • VS Code extension for inline agent access
  • Git-integrated: comments on PRs, diff-aware suggestions
  • Self-hosted or cloud LLM inference — IP stays on-prem
Stratos · Ask AI

A chatbot that actually knows your environment

Ask AI is the conversational interface to your entire operational knowledge base. It retrieves answers from Tropos runbooks, incident history, monitoring data, and documentation — giving your team instant context without digging through dashboards or tickets.

  • RAG across Tropos docs, runbooks, and tickets
  • Database and analytics query access
  • MCP connector support for any data source
  • Multi-turn conversation with full context retention
  • Team-scoped knowledge with access controls
  • Works with self-hosted and cloud-hosted LLMs
Ask AI · Stratosconnected to Tropos
you

What's the runbook for a failing health check on the payment service?

···

Searching Tropos docs and incident history…

stratos

Runbook: Payment Service — Health Check Failures (last updated 3 days ago). Step 1: Check Redis connection pool — common root cause (62% of incidents). Step 2: Verify upstream auth service latency. Step 3: If P99 > 800ms, trigger auto-scaling policy payments-scale-v2. Last 3 incidents resolved by @jsmith in avg 8 min. Runbook link: tropos/wiki/payments-hc-441.

you

Has this happened in the last 7 days?

stratos

Yes — 2 incidents in the past 7 days. Both resolved within SLA. Root cause both times: Redis connection exhaustion during peak traffic (8–9pm UTC). No change needed — monitoring alert threshold already adjusted after incident #1.

Ask anything about your infrastructure…

Deployment options

Self-hosted

Run Stratos on your own infrastructure. Models stay on-prem, no data leaves your environment. Required for semiconductor IP and regulated workloads.

Cloud-hosted

Managed deployment on AWS, GCP, or Azure. Tuple handles the infrastructure; you configure the agents and connect your data sources.

SaaS

Access Stratos via the Tuple cloud platform. Zero infrastructure management — connect your tools and start querying in minutes.

Ready to deploy Stratos?

Talk to our team about your use case and we'll scope a deployment that fits your environment.

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