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Makes AgentGraphDefinition traversal topological and gives each visitor a dependency-scoped
execution context, aligning the traversal behavior across the LaunchDarkly AI SDKs.
Previously traverse / reverseTraverse were plain BFS over a single shared, accumulating context
map. That had two problems:
Ordering: where branches of unequal length converge, the convergence node ran on first
discovery — before all of its predecessors had run. (e.g. root R with R→A→D and R→B→C→D
processed D before C, even though C hands off to D.)
Context leakage & mutation: every callback saw the results of all previously-visited nodes
(including unrelated parallel branches), and results were written back into the caller's initialExecutionContext.
What changed
packages/sdk/server-ai — AgentGraphDefinition.ts only (no public API/signature changes):
traverse now visits a node only after all of its reachable predecessors have been visited
(Kahn over in-degree; the root is always released first). On cycles, the unvisited node with the
lowest remaining in-degree is chosen next, ties broken by discovery order.
reverseTraverse now visits a node only after all of its reachable descendants have been
visited, so the root is visited last (Kahn over out-degree, root excluded from cycle-break
selection). Pure cycles now visit every node instead of being a no-op.
Scoped context: each callback receives a fresh context = initialExecutionContext plus only
that node's true dependency results (transitive ancestors forward / descendants reverse). Results
are kept in a private map keyed by node; unrelated branches and self-loops are excluded, and the
caller's map is never mutated. Cross-node data flows only through callback return values.
Determinism: discovery order is the graph's BFS encounter order (root first, then declared edge
order) via _reachableAndDiscovery, used only for tie-breaks — so order never depends on object
key enumeration.
Titled fix! because visit order and callback-context contents change for graphs with convergent
paths, cycles, or parallel branches. Simple linear graphs are unaffected. Cross-SDK parity with
JS/Python/.NET/Java.
Tests
Canonical cross-SDK vectors G1–G6 (+G2b) assert exact visit order and exact context
keys in both directions.
Convergence runs the shared node last; pure cycle visits all nodes (root last); caller context not
mutated; unrelated branches excluded; self-loop excluded from its own context; deterministic across
runs.
Notes
No manual CHANGELOG.md edit — release-please generates it from the conventional-commit title.
Graph tracking / wire parsing unchanged; this PR is scoped to traversal + context.
Note
High Risk
Marked breaking (fix!): orchestration order and what each node sees in executionContext change for convergent paths, cycles, and parallel branches—apps that relied on old BFS order or a global context map may behave differently.
Overview Breaking change:AgentGraphDefinition.traverse and reverseTraverse no longer use plain BFS with one shared, growing executionContext. They now use topological ordering (Kahn-style over in-/out-degree, with BFS discovery order for ties and cycle breaks) so convergent nodes run only after all predecessors or descendants, and pure cycles are fully visited on reverse instead of being a no-op.
Each callback gets a fresh context: initialExecutionContext plus only that node’s transitive predecessors (forward) or descendants (reverse)—parallel branches no longer leak into each other, and the caller’s initial map is not mutated; results live in a private map keyed by node.
Tests add shared G1–G6 / G2b vectors for exact visit order and context keys; the create-agent-graph README describes topological vs reverse-topological traversal.
Reviewed by Cursor Bugbot for commit d4656bf. Bugbot is set up for automated code reviews on this repo. Configure here.
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Do you have any performance requirements wrt throughput or memory allocation delays? May be worth a quick benchmark to see if your expected cases are well behaved.
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Summary
Makes
AgentGraphDefinitiontraversal topological and gives each visitor a dependency-scopedexecution context, aligning the traversal behavior across the LaunchDarkly AI SDKs.
Previously
traverse/reverseTraversewere plain BFS over a single shared, accumulating contextmap. That had two problems:
discovery — before all of its predecessors had run. (e.g. root
RwithR→A→DandR→B→C→Dprocessed
DbeforeC, even thoughChands off toD.)(including unrelated parallel branches), and results were written back into the caller's
initialExecutionContext.What changed
packages/sdk/server-ai—AgentGraphDefinition.tsonly (no public API/signature changes):traversenow visits a node only after all of its reachable predecessors have been visited(Kahn over in-degree; the root is always released first). On cycles, the unvisited node with the
lowest remaining in-degree is chosen next, ties broken by discovery order.
reverseTraversenow visits a node only after all of its reachable descendants have beenvisited, so the root is visited last (Kahn over out-degree, root excluded from cycle-break
selection). Pure cycles now visit every node instead of being a no-op.
initialExecutionContextplus onlythat node's true dependency results (transitive ancestors forward / descendants reverse). Results
are kept in a private map keyed by node; unrelated branches and self-loops are excluded, and the
caller's map is never mutated. Cross-node data flows only through callback return values.
order) via
_reachableAndDiscovery, used only for tie-breaks — so order never depends on objectkey enumeration.
Behavior change (breaking)
Titled
fix!because visit order and callback-context contents change for graphs with convergentpaths, cycles, or parallel branches. Simple linear graphs are unaffected. Cross-SDK parity with
JS/Python/.NET/Java.
Tests
G1–G6(+G2b) assert exact visit order and exact contextkeys in both directions.
mutated; unrelated branches excluded; self-loop excluded from its own context; deterministic across
runs.
Notes
CHANGELOG.mdedit — release-please generates it from the conventional-commit title.Note
High Risk
Marked breaking (
fix!): orchestration order and what each node sees inexecutionContextchange for convergent paths, cycles, and parallel branches—apps that relied on old BFS order or a global context map may behave differently.Overview
Breaking change:
AgentGraphDefinition.traverseandreverseTraverseno longer use plain BFS with one shared, growingexecutionContext. They now use topological ordering (Kahn-style over in-/out-degree, with BFS discovery order for ties and cycle breaks) so convergent nodes run only after all predecessors or descendants, and pure cycles are fully visited on reverse instead of being a no-op.Each callback gets a fresh context:
initialExecutionContextplus only that node’s transitive predecessors (forward) or descendants (reverse)—parallel branches no longer leak into each other, and the caller’s initial map is not mutated; results live in a private map keyed by node.Tests add shared G1–G6 / G2b vectors for exact visit order and context keys; the create-agent-graph README describes topological vs reverse-topological traversal.
Reviewed by Cursor Bugbot for commit d4656bf. Bugbot is set up for automated code reviews on this repo. Configure here.