MAQPNADocs

Kosa8 Labs stack

Run MAQPNA together with Llamay (local inference) and Kosa8 (microVM sandboxes), from a laptop to a cluster.

The Kosa8 Labs stackWhat MAQPNA, llamay and kosa8 each do, how they fit together, and which combination to run on a laptop or a cluster.CompatibilityWhich llamay and kosa8 versions and platforms MAQPNA 2.1.0 works with, the API surface it needs from each, and which feature needs which product.Run the stack on your laptopInstall MAQPNA, llamay and kosa8 on one machine, make a governed model call to a local llamay model from code in a kosa8 microVM, find the decision in the audit ledger, then tear it all down.Use llamay models with MAQPNAServe a local GGUF model with llamay, route it through the MAQPNA gateway, and get a per-session inference context that forks with the session, checkpoints, and llamay's request audit anchored in the MAQPNA ledger.llamay referenceEvery gateway config field, Agent field, Helm value, admin route, ledger record, error, metric, CLI flag and port of the MAQPNA integration with the llamay inference engine.Run MAQPNA sessions in kosa8 sandboxesInstall kosa8, connect a local MAQPNA to it, run a governed agent in a kosa8 microVM, fork, snapshot, restore and attest it, and anchor the two audit chains.kosa8 referenceEvery MAQPNA setting, flag, policy field, ledger rule, kosa8d API call, environment variable, path, metric and error of the kosa8 integration, read from the source.Day-to-day development with the stackLay out an agent project for MAQPNA, llamay and kosa8, configure each product, call llamay models and tools from the SDKs, test locally with policy tests and forks, run CI, and promote to a cluster.Run the stack on KubernetesInstall MAQPNA with Helm, run llamay as its in-cluster inference backend, point agents at it with provider llamay, and lock it down with network policy, secrets and sizing, with notes on what kosa8 does and does not do in a cluster.Security model of the stackTrust boundaries across MAQPNA, llamay and kosa8, where identity is checked, how the three audit chains are bound into the MAQPNA ledger, and how to verify them end to end.Tutorial: build a fork-and-explore agentBuild an agent that plans once, then forks its running session into governed children that each explore a different alternative, with the microVM forked by kosa8 and the model context forked by llamay.Tutorial: a private coding agentBuild a coding agent that runs in a kosa8 microVM, uses a local llamay model through the MAQPNA gateway, is held to policies on file writes and shell commands, forks to try two fixes, and leaves a verifiable audit trail.Troubleshooting the stackError messages you can see when you connect the MAQPNA gateway to llamay and kosa8, what causes them and how to fix them, plus diagnostic commands and the support bundle.