`MapNode.max_concurrency` becomes `Option<ConcurrencyCap>`, where
`ConcurrencyCap` is `Fixed(usize) | Template(String)`. Integers parse
exactly as before (`4` -> `Fixed(4)`, `0` -> `Fixed(0)`, absent -> `None`);
a string parses as a template that the map executor resolves against the
parent state right before the fan-out via `StateManager::interpolate_raw`,
mirroring `over:`. A template must resolve to an integer >= 1 or a numeric
string (scripts often emit numbers as strings); anything else, including 0,
is an error naming the map node, the template, and the resolved value/type.
The fixed path keeps its `.max(1)` clamp for byte-compatibility.
`Deserialize` is hand-written so a malformed value (`-1`, `4.5`, `true`,
a list, a map) reports the offending value and the accepted forms rather
than serde's opaque untagged-enum "did not match any variant".
Validator: a string cap that contains no `{{ ... }}` pair is a load-time
error (catches `"4"` typed for `4`); a templated cap joins the map node's
read set so `validate_parallel_reads` flags a read of a sibling branch's
write. The existing `Fixed(0)` rule and every other rule keep their order.
Design: plans/map-subgraph-branches-design.md §3.5, §3.11 (C3, I3).
An llm node never persists its completion under `output` (the binding
is transient), so a map branch without state_updates collected the
stale inherited value: deep-research produced `None` findings and
finding-verifier errored on its first item because `output` was absent.
Both maps now declare an explicit output_key and their branch nodes
write it via state_updates. graph.example.yaml's research_subject gets
the same named-key pattern and its branch comment describes it.
Design: plans/map-subgraph-branches-design.md §2.6, §3.7 (C9).
Hoist the three copies of apply_state_updates (llm, agent, rag) into
graph::state_updates::apply(state, output, has_schema, updates). The
helper computes every state_updates value first, restores the transient
`output` binding, and only then writes the computed updates, so a
`state_updates: { output: "{{output}}" }` entry is no longer clobbered
by the restore step.
The per-file wrappers stay as one-line calls so their existing tests are
unchanged; new direct helper tests live in state_updates.rs, including
the regression test for the clobber.
Design: plans/map-subgraph-branches-design.md §2.6, §3.7 (C5, D3).
Agent nodes marked teammates: true whose sub-agents run concurrently (map fan-out branches or multiple flagged agent nodes in one super-step) now form a team: each member gets a pre-provisioned inbox in a messaging-only PeerRegistry before any branch starts, a teammate roster injected into its prompt, peer resolution in agent__send_message, and a peers section in agent__list_running. Registries are scoped to a single fan-out and carry no lifecycle semantics: outputs still flow exclusively through collect_into/state reducers, finished peers reject new messages, and nothing registers in a supervisor. Also hardens the agent-recursion depth guard to work without a supervisor and adds validator warnings for zero-valued orchestration limits.
Graph agents previously derived can_spawn_agents from the presence of an agent node, so a pure-LLM-node graph could never spawn dynamic sub-agents. The three optional graph-level keys now override the derivation/defaults in AgentConfig::from_graph, enabling orchestrator graphs (can_spawn_agents: true with only llm nodes). Explicit false on a graph with agent nodes still runs those nodes; only dynamic spawning from llm nodes is disabled.
python3 first-start on fresh Windows runners (AV interpreter scans) blew
the 5s/10s/30s script timeouts. Drop the incidental python3 spawns from
the bash fixtures (pure-bash JSON extraction) and give the genuinely
python tests 60s headroom.