Feature coverage
Every advertised major capability should have a concrete repository example. The table below is the coverage index; examples marked deterministic run without an LLM or network.
| Capability | Runnable example | Deeper guide | Runtime needs |
|---|---|---|---|
| Runner loop, goals, and verification | healthcheck |
Runner | deterministic with -scripted; provider otherwise |
| Providers and model selection | healthcheck |
Providers | provider for live mode |
| Schema, pre-call, and post-call guardrails | releasegate |
Guardrails | deterministic with -scripted |
| Human-in-the-loop approve / deny / edit | hitl_resume |
Shared infrastructure | deterministic |
| Workflow graph execution and explicit resume | hitl_resume |
Shared infrastructure | deterministic |
| Pursue, world-state oracle, and re-drive | hnupvote |
Pursue | live browser/provider |
| Spawned sub-agents and work modes | spawn_worker |
Spawn | deterministic with -scripted |
| Stuck-agent decomposition recovery | stuck_recovery |
Guardrails | deterministic with -scripted |
| Context compaction | long_conversation |
Compaction | deterministic with -scripted |
| Retrieval and code understanding | shared_infra |
Shared infrastructure | deterministic |
| MCP initialization, discovery, calls, disconnect | local_mcp |
Tool ecosystem | deterministic |
| Dynamic tool lifecycle | dynamic_tools |
Code tools | local shell |
| Skills discovery and selection | skill_catalog |
Tool ecosystem | deterministic |
| Notification subscription and offline drain | notify_drain |
Shared infrastructure | deterministic |
| Kernel-enforced shell sandbox | sandboxed_shell |
Sandboxing | Linux Landlock |
| Runner lifecycle JSONL tracing | deterministic_trace |
Shared infrastructure | deterministic |
| Computer observe/act loop | computer_use |
Tool ecosystem | Chrome, network, provider |
| Durable sessions, resume, and export | zarlcode |
Sessions and transcripts | local SQLite |
Start with deterministic examples
Section titled “Start with deterministic examples”go run -C examples ./hitl_resumego run -C examples ./local_mcpgo run -C examples ./dynamic_toolsgo run -C examples ./skill_cataloggo run -C examples ./notify_draingo run -C examples ./deterministic_tracego run -C examples ./shared_infraThen run the complete example test suite:
go test -C examples -count=1 ./...The sandbox example is also deterministic, but its enforcement mechanism requires a Linux kernel with Landlock:
go run -C examples ./sandboxed_shell