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Blog — page 36 of 38

·9 min read

seccomp explained for developers: filtering syscalls to shrink the kernel attack surface

seccomp lets a process pre-commit to the syscalls it's allowed to make; anything else gets killed or an errno. It's the bouncer at the kernel's door — and the second layer Firecracker stacks on top of KVM. But the bouncer isn't the building.

seccomplinux-kernelisolation
Ajay Kumar
·10 min read

Best AI Agent Sandboxes in 2026

Where should your AI agent run the code and tool calls it generates? The honest field: PandaStack, E2B, Modal, Daytona, Vercel Sandbox, Fly Machines, and the build-it-yourself option — judged by criteria.

comparisonai-sandboxai-agents
Ajay Kumar
·9 min read

PandaStack vs Cloudflare Workers for Untrusted Code

Cloudflare Workers run JS/WASM in V8 isolates at the edge; PandaStack runs any binary in a Firecracker microVM. Different boundaries, different jobs.

comparisoncloudflare-workersfirecracker
Ajay Kumar
·9 min read

vsock Explained: How the Host Talks to a microVM

How do you run exec, read files, and ping a sandbox for readiness without giving it a network or opening a port? You don't use TCP — you use vsock. Here's the CID/port model, the Unix-socket bridge Firecracker exposes, and how a guest agent rides it.

vsockfirecrackermicrovm
Ajay Kumar
·9 min read

How to Jail LLM-Generated Code

The model is not malicious — it's just confidently wrong at root. Eventually it emits `rm -rf /`, an infinite loop, or a quiet exfil request. Here's how to jail every line of code it writes, layer by layer, with code you can paste.

ai-agentssecuritysandbox
Ajay Kumar
·9 min read

How to Optimize MicroVM Cold Start

A cold start is a tax you pay on every create. The biggest cut isn't a faster boot — it's not booting at all. Here are six techniques to beat the microVM cold-start tax, ranked by impact, with the why behind each.

microvmfirecrackercold-start
Ajay Kumar
·8 min read

Run Untrusted MCP Servers in Isolated MicroVMs

Every MCP server you install is code you didn't write, running with access to your filesystem and network. The fix: one untrusted MCP server, one disposable microVM.

mcpai-agentsisolation
Ajay Kumar
·9 min read

Preview Environments on microVMs: a Live URL per PR

Every pull request gets its own live URL backed by a real backend and database — on a Firecracker microVM, so even untrusted forked-PR code is isolated by hardware, not by a shared kernel.

preview-environmentsci-cdgithub
Ajay Kumar
·9 min read

Build an AI Data Analyst That Runs Code on User Data

Build a 'chat with your data' agent that runs model-written pandas and matplotlib over a user's own CSV — in a per-session microVM, with one tenant's data never touching another's.

data-analystai-agentssandbox
Ajay Kumar
·9 min read

Kata Containers vs Firecracker: Honest Head-to-Head

The framing is slightly off: Kata Containers is an OCI runtime that can run ON Firecracker. One gives you Kubernetes-shaped ergonomics, the other is the minimal VMM doing the isolating. Here's the honest comparison.

kata-containersfirecrackerkubernetes
Ajay Kumar
·8 min read

Firecracker vs Cloud Hypervisor: Picking a VMM

Same Rust lineage, shared crates, opposite philosophies. Firecracker keeps the device model microscopic for serverless density; Cloud Hypervisor adds the features general-purpose cloud guests need. Here's how to choose.

firecrackercloud-hypervisorvmm
Ajay Kumar
·9 min read

Best Firecracker Alternatives in 2026

If you like the microVM idea but want to compare VMMs — or skip running one entirely — here's the honest field: Cloud Hypervisor, QEMU, gVisor, Kata, Firecracker itself, and managed platforms.

comparisonfirecrackermicrovm
Ajay Kumar
·9 min read

How Firecracker Memory Snapshots Actually Work

A Firecracker snapshot is the guest's RAM, the VMM device state, and the rootfs. Restore maps the memory copy-on-write so the kernel pages it in lazily — which is exactly why you don't pay for the whole RAM image up front.

firecrackersnapshotsmemory
Ajay Kumar
·9 min read

Safely Running Shell Commands an AI Agent Decides to Execute

The moment your agent can run `bash`, it can run anything bash can run. Command allowlists are a losing game — the model can base64, pipe to sh, or use $IFS. Here's the boundary that actually holds.

ai-agentssecurityshell
Ajay Kumar
·9 min read

MicroVM Density: The Economics of Per-Tenant Isolation

Classic VMs were too heavy to give everyone one. MicroVMs change the density math — tiny per-guest overhead, shared copy-on-write memory, near-zero idle cost. Here's why per-tenant isolation is finally affordable.

firecrackermicrovmdensity
Ajay Kumar
·9 min read

KVM explained for developers: the hardware boundary under microVMs

You keep seeing "KVM" and "hardware virtualization" in isolation discussions. Here's the real mental model: a kernel module, the CPU's VT-x/AMD-V extensions, and the VM-exit trap that is the security boundary.

kvmvirtualizationfirecracker
Ajay Kumar
·11 min read

MicroVM Use Cases: What Firecracker Is Actually For (2026)

MicroVMs aren't a science project — they run AWS Lambda, agent code, CI jobs, and per-tenant databases. Here's where a Firecracker microVM actually earns its keep.

microvmfirecrackeruse-cases
Ajay Kumar
·10 min read

Firecracker Use Cases: Who Runs MicroVMs and Why

AWS built Firecracker to run Lambda. A decade later it's under AI code sandboxes, CI runners, and multi-tenant SaaS. Here's who runs microVMs, why — and when they're the wrong tool.

firecrackermicrovmuse-cases
Ajay Kumar
·10 min read

Serverless on Firecracker: How FaaS Really Works

Every "serverless" function is somebody's untrusted code running next to a stranger's untrusted code on shared hardware. That's a containment problem, and the industry's answer was microVMs. Here's how FaaS is really built — and why snapshot-restore is the part that matters.

serverlessfirecrackermicrovm
Ajay Kumar
·10 min read

Database-per-Tenant Isolation with MicroVMs

One tenant's runaway query shouldn't become everyone's incident. A tour of the multi-tenancy spectrum — shared schema, schema-per-tenant, database-per-tenant, VM-per-tenant — when full per-tenant DB isolation is actually worth it, and how a microVM makes it a clean boundary.

multi-tenancydatabasemicrovm
Ajay Kumar
·10 min read

Browser Isolation in MicroVMs: Headless & Remote

A browser is a giant attack surface that executes arbitrary remote JavaScript — and now the model picks which links to click. Here's why one browser per disposable microVM is the clean answer for remote isolation and agent web automation.

browsermicrovmisolation
Ajay Kumar
·10 min read

Reproducible Builds in Disposable MicroVMs

A long-lived CI runner is a shared apartment where every previous tenant left something in the fridge. A fresh microVM per build is a hermetic, reproducible alternative.

ci-cdbuildsmicrovm
Ajay Kumar
·10 min read

Sandboxing LLM Tool Calls and MCP Servers

A tool call is the model reaching out of the chat and touching your systems. Here's how to box in function calling, MCP servers, and computer use so a hijacked call destroys a throwaway VM, not your infra.

ai-agentsecuritytool-calling
Ajay Kumar
·11 min read

MicroVM vs VM vs Container: A 2026 Comparison

A traditional VM gives you strong isolation and a heavy bill. A container gives you density and a shared kernel you're trusting with your life. A microVM is the third option — VM-grade isolation at near-container speed. Here's the honest three-way.

microvmcontainersvirtual-machines
Ajay Kumar