PRODUCTION READY

USECASES
FOR THE AGENTIC WAVE

The infrastructure layer every agent founder has been waiting for. 20-30 ms secure sandboxes. Full-state snapshots. 50% cheaper at scale.

MCP SERVERS •BROWSER AGENTS •SANDBOXING •PREVIEW ENVS •AGENT SWARMS •REMOTE IDES •100K POSTGRES •HIGH-PERF NETWORKING •MULTI-TENANT •MCP SERVERS •BROWSER AGENTS •SANDBOXING •PREVIEW ENVS •AGENT SWARMS •REMOTE IDES •100K POSTGRES •HIGH-PERF NETWORKING •MULTI-TENANT •
01

Sandboxing

Secure code interpreter for Cursor / Lovable / Bolt-style agents

>Every tool call your AI agent makes (code exec, web browse, shell) should run in its own 20-30 ms unikernel sandbox. Zero kernel sharing, military-grade isolation, cheaper than Firecracker. We just proved it by running Opencode end-to-end.
  • ✓Ephemeral sandboxes for untrusted user-submitted code (Replit but 10× cheaper & safer)
  • ✓Per-tool-call isolation so one rogue agent can’t nuke the whole swarm
02

Preview Environments

One-click PR previews for full-stack apps (even microservices)

>PR preview in <1 second? Branch → full backend + DB + frontend spins as isolated unikernels. No shared cluster, no 5-minute Terraform wait, auto-teardown. AI-generated prototype? Spin it live for the customer in the same second.
  • ✓AI agents can generate → instantly preview → iterate in real isolated envs
  • ✓Sales/demo sandboxes: spin custom customer previews in 30 ms
03

Cloud Agents & Remote IDEs

Host your own Opencode / Cursor / Aider sessions on unikernels

>Ran Opencode on a unikernel-powered codeserver. Remote IDEs will never be the same. 100× lower boot time, full state snapshot, lazy loading of LangChain + LLM client. Cold start for an agent loop is now ~23 ms instead of 1.3 seconds.
  • ✓On-demand cloud dev environments that boot faster than localhost
  • ✓Stateful agent loops: init heavy deps once → snapshot → resume in milliseconds forever
04

MCP Servers

Production MCP servers for Claude / Cursor / custom agents

>Every serious AI agent needs MCP servers (Model Context Protocol) for safe tool calling. Deploy yours on unikernels: weather, arXiv search, custom calculators, DB queries – each in a 20 ms isolated sandbox. No shared kernel, full state snapshot.
  • ✓One unikernel per MCP instance → zero cross-contamination, military isolation
  • ✓20-30 ms cold start + lazy snapshot resume → agents never wait
05

Browser Agents

Isolated headless Chrome / Firefox / WebKit per agent task

>Browser agents (Playwright / Puppeteer / headless Chrome) used to take 2-5 seconds to spin up. On our unikernel cloud: <25 ms cold start, snapshot + standby mode, resume exactly where left off (cookies, tabs, zoom level).
  • ✓Perfect for web scraping agents, UI testing agents, or “computer use” agents
  • ✓Snapshots = pause for hours/days, resume in 20 ms (Docker containers cry)
06

Agent Swarms

10,000 autonomous agents running at once? Traditional VMs = bankruptcy.

>Unikernels = insane density, 50% cheaper, ms boots, tiny footprint. Each agent gets its own micro-VM. This is how you actually ship agent swarms in 2026.
  • ✓CI / test runners: Ephemeral unikernel runners per job → perfectly isolated
  • ✓Serverless agents: Deploy reasoning agents or background workers as compiled unikernels
  • ✓Edge agents: Push tiny unikernels to edge nodes → sub-50 ms spin-up right next to the user
07

Persistent Databases

Per-agent or shared-but-isolated Postgres / MariaDB / DuckDB

>100,000 strongly isolated Postgres instances on one machine? We deliver the same density for MariaDB / Postgres / libsql + our agent snapshots. Your swarm can now have per-agent persistent knowledge bases that cold-start in 20-30 ms.
  • ✓100k+ density proven pattern, now with full unikernel snapshots
  • ✓Ideal for agent memory, RAG indexes, conversation history
08

Gateways & Caching

Secure ingress and lightning-fast state for your entire agent swarm

>Agent swarms live or die on shared state. Deploy Redis 7 / Memcached / Dragonfly as unikernels. <10 MB idle footprint, 20 ms cold start, 1.5-2× throughput vs containers. We add snapshots so cache survives scale-to-zero.
  • ✓Production API gateway / load balancer per tenant (Tyk, Caddy, HAProxy)
  • ✓Lightning-fast per-swarm or per-agent cache (Redis, Memcached)
  • ✓Zero cache-poisoning risk thanks to isolation
09

High-Perf Networking

Ultra-low-latency inter-agent communication

>Agent swarms need crazy networking performance. Run iperf3-style benchmarks or custom packet generators as unikernels. 1.7-2.7× faster than Linux, 1 ms boot, kilobyte footprint. Your agents can now talk to each other or external APIs at bare-metal speed with full isolation.
  • ✓Edge-deployed agents that need <50 ms response
  • ✓CI/test runners for network-heavy agent workflows
10

Secure Multi-Tenant Platforms

Give every customer their own unikernel namespace

>Building the backend for your agent platform? Spin Tyk API gateway, Caddy, or HAProxy as a unikernel. Sub-30 ms boot, tiny footprint, auto-scale-to-zero. Route millions of agent tool calls securely.
  • ✓You can finally offer “run your AI agents here” without paranoia
  • ✓Military-grade isolation for untrusted workloads

READY TO BUILD
THE FUTURE?

If you are building AI agents at scale, working on serverless runtimes, or researching operating systems for AI, we want to talk to you.

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