SCIM, New Integrations, AI Bundles, & More!
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The Agentic Harness for Cloud
AI agents write the IaC.
Massdriver makes it trustworthy.
AI agents are getting better at writing code. But infrastructure isn't just code — it's schemas, policies, secrets, compliance controls, and cross-service contracts. Massdriver is the harness between AI agents and your cloud.
The Problem
AI generates IaC all day.
That doesn't make it production-ready.
Repo Spaghetti
73 files. Hundreds of lines of YAML and HCL. A PR nobody fully understands. A human left holding the bag when something breaks.
No Structured Context
Agents burn tokens on hundreds of API calls, parsing CSVs, correlating responses — and still guess wrong about what's connected to what.
No Governance
More YAML doesn't solve governance. Faster Terraform doesn't solve compliance. Speed without guardrails is just faster failure.
Random Things AI Built
Without boundaries, validation, and compliance enforcement, you don't have AI-native infrastructure. You have random things AI built.
Massdriver Agentic Harness & Context Engine
In this video, we walk through how Massdriver acts as the agentic harness for your cloud infrastructure. See how the Context Engine — a live, queryable model of your bundles, dependency graphs, IAM relationships, and cost context — actively drives AI agent intelligence, while Massdriver's built-in guardrails ensure they only do what your platform team actually allows.
Active Infrastructure Intelligence
The Infrastructure Context Engine
Massdriver actively models your cloud as composable bundles, typed artifacts, dependency graphs, environment-aware deployments, versioned configurations, IAM relationships, and cost context. This isn't a passive data store — it's a live, queryable engine that drives agent intelligence and powers every decision.
Without Massdriver
- Hundreds of API calls to piece together topology
- Token burn parsing CSVs and correlating responses
- Agents guessing connections from VPC flow logs
- "Which apps use this database?" — nobody knows
- Alarm fires — downstream impact unclear
With Massdriver
- One query. Instant answer. Tokens saved.
- Native infrastructure graph with real relationships
- Cross-project dependency awareness built-in
- "Which apps use this database?" — here's the list
- Alarm fires — downstream services identified instantly
One structured query replaces hundreds of raw API calls — cutting agent token usage, eliminating guesswork about service relationships, and giving your team instant answers to questions that used to take hours of digging.
Guardrailed Execution
The Agentic Harness for Infrastructure
AI agents are powerful, but infrastructure demands structure.
Massdriver turns your cloud into a governed execution system built on reusable bundles, proactive validation, and policy-aware workflows.
The result is controlled autonomy: AI can move fast, without bypassing the guardrails your platform team defined.
1
Agents Propose
Agents generate IaC wrapped in Massdriver bundles with schema-validated inputs. No guessing. No invalid configs. Reusable, production-ready infrastructure modules.
2
Humans Review
The bundle is the contract. Not a chatbot summary. Not markdown tables. Actual code your team can read, diff, and edit before anything touches production.
3
System Executes
Once approved, deterministic execution through ephemeral pipelines. Same inputs, same outputs, every time. Full audit trail of every iteration.
Built-in Guardrails
Agents don't operate on raw cloud APIs. They propose changes through typed contracts and IaC modules. Inputs are validated up front. Policies are enforced automatically. Execution runs through deterministic, ephemeral pipelines.
Schema Validation
Invalid configs rejected before execution. JSON Schema enforced.
Policy Enforcement
SOC2, HIPAA, CIS benchmarks checked automatically on every deployment.
Ephemeral Pipelines
No CI/CD sprawl. Clean execution environment spun up dynamically.
Audit Trail
Every iteration tracked. Full visibility into agent work.
Deletion Protection
Critical resources protected from accidental destruction.
Massdriver was built to prevent humans from breaking prod. Now it prevents agents from doing it too.
The Solution
Context Engine + Agentic Harness = AI infrastructure you can actually trust.
AI Output
73 unreviewed .tf files
Agents hallucinating infra patterns
No environment boundaries
Zero compliance checks
No audit trail
Violated naming conventions
Production Ready
- Structured infrastructure context
- Schema-validated inputs
- Policy checks on every deployment
- Full audit trail of iterations
- Typed output contracts
- Compliant path is the easy path
Capabilities
Infrastructure tooling built for the age of AI agents.
Queryable Infrastructure Graph
Projects, environments, components, metrics, alarms — all connected, all traversable. One query for any infrastructure question.
Cross-Project Relationships
Know which apps use which databases, across projects. Native graph awareness. No more correlation gymnastics.
Alarm-to-Impact Tracing
Alarm fires. Instantly know the source component and every downstream service affected. Faster incident response.
Reusable Bundles
Production-ready infrastructure modules with schema-validated inputs. Terraform, Helm, Bicep — your tools, wrapped with contracts.
Compliance Iteration
Generate, check, fix, repeat. SOC2, HIPAA, CIS benchmarks enforced automatically. Iterate until it passes.
Pipelineless Deployment
No CI/CD sprawl to maintain. Massdriver spins up ephemeral execution. Clean, simple, predictable.
89%
Less time managing infrastructure
25%
Cloud cost reduction
0
Pipelines to maintain
Ready to harness AI infrastructure?
See how Massdriver turns your cloud into structured context with proactive guardrails — so you can adopt AI agents without losing control.