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fix(AIC-3592): make native LangGraph hand-offs complete - #246

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@jeffdupont jeffdupont commented Oct 29, 2026 •

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Summary

Fixes AIC-3592 (1.0 blocker) in Python. to_lang_graph failed every turn that handed off: the Whodunit app's check --engine langgraph failed 30 of 30 graph turns with ChatBedrockConverse._converse_params() got an unexpected keyword argument 'parallelToolCalls'. Implements the new §2.x.3 bullets in launchdarkly/ai-sdks-monorepo#118.

In packages/langchain-agents/src/launchdarkly_ai_langchain_agents/native_graph.py:

  • parallel_tool_calls is no longer passed to bind_tools. This is the Bedrock error. The first-hand-off rule below replaces it.
  • The hand-off Command answers its tool call. It now adds a ToolMessage (Handed off to <target>.) with the call's id. The id comes from InjectedToolCallId, so the hand-off schema is now a small pydantic model (a dict schema skips the injection). pydantic>=2.13 is declared, as in the other packages that import it.
  • The routing node does not run again after a hand-off. The static tools -> node edge is replaced by a conditional edge that goes back to the node only when no hand-off routed. This applies to single-child and multi-child nodes.
  • Only the first hand-off in a message routes, as graph() does. A later one returns Ignored: only the first transfer in a turn routes. and does not track $ld:ai:graph:handoff_success.
  • A hand-off target sees provider-neutral text history. Messages already in the state when a node is entered are rewritten for its model: reasoning and other non-text blocks dropped, each assistant message's tool calls appended as [Tool call] <name> <args> lines, the tool results after it folded into one user message of [Tool result] <name>: <text> lines in call order. Human and system messages pass unchanged. The node's own tool loop after entry stays native.

A normal tool call in the same message as a hand-off still runs, in the same tools step, and the target receives its result (decision 1A on the ticket).

Tests

TestNativeHandoffRealStateGraph runs six cases on the real StateGraph with a mock model: a multi-child hand-off, a single-child hand-off, a normal call plus a hand-off, two hand-offs, no parallel_tool_calls, and a node's own tool loop staying native. Each hand-off case asserts the exact messages the target receives (no tool role, tool calls, or reasoning blocks). TestToNeutralHistory unit-tests the rewrite on one input covering every rule (reasoning, null text, an empty assistant, an unmatched result, call order, nested and non-ASCII args, a message chunk, an image in a human message); the TypeScript test uses the same input and expects the same output.

Local: make lint, make format-check, make typecheck, make test (3718 passed, 18 skipped) all pass. The live Bedrock run is under "Live check".

TypeScript: launchdarkly/js-ai-sdk#192. Go is out of scope for 1.0.

Live check

Passed on 29 Oct: js-ai-sdk#192 at 0a0dd22, Whodunit check --engine langgraph on Bedrock, 15 of 15 graph lines, 0 errors.

Bedrock end-to-end in CI: deferred to Q4 follow-up.

🤖 Generated with Claude Code


Note

Overview
Fixes broken LangGraph hand-offs in to_lang_graph (AIC-3592), including the Bedrock failure from passing parallel_tool_calls to bind_tools. Hand-off routing now matches graph(): only the first transfer_to_* call in a turn navigates; extras return an ignored message.

Hand-off Command updates now include a ToolMessage that answers the transfer tool call (via InjectedToolCallId on a small Pydantic _HandoffArgs schema). pydantic>=2.13 is added as a direct dependency. After tools run, a conditional edge stops the routing node from executing again when a hand-off fired, instead of always looping back through _tools → node.

When a node is entered (not continuing its own tool loop), prior conversation is rewritten with _to_neutral_history: reasoning/non-text blocks dropped, tool calls and results flattened to plain [Tool call] / [Tool result] text so downstream agents on other providers never see native tool or reasoning payloads.

Tests add TestNativeHandoffRealStateGraph (six StateGraph scenarios) and TestToNeutralHistory aligned with the TypeScript rewrite fixture.

Reviewed by Cursor Bugbot for commit cee3051. Bugbot is set up for automated code reviews on this repo. Configure here.

to_lang_graph failed every turn that handed off. The hand-off Command now
carries a ToolMessage for its call, a node no longer runs again after it
hands off (single- and multi-child), only the first hand-off in a message
routes, and parallel_tool_calls is no longer passed to bind_tools, which
Bedrock Converse rejected.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
jeffdupont and others added 4 commits October 29, 2026 10:58
…ions

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A hand-off target can be on another provider. Live Whodunit run on 29 Oct: a Bedrock target with no tools rejected toolUse/toolResult blocks, and an OpenAI target rejected Claude reasoning_content. History from before a node was entered is now plain text: reasoning dropped, tool calls and results as lines. The node's own tool loop stays native.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…rite

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…ToolMessageChunk

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@jeffdupont
jeffdupont marked this pull request as ready for review October 29, 2026 19:25
jeffdupont added a commit to launchdarkly/js-ai-sdk that referenced this pull request Oct 30, 2026
## Summary

Fixes [AIC-3592](https://launchdarkly.atlassian.net/browse/AIC-3592)
(1.0 blocker) in TypeScript. `toLangGraph` failed every turn that handed
off: the Whodunit app's `check --engine langgraph` failed 30 of 30 graph
turns with "Node whodunit-manor-butler is not reachable". Implements the
new §2.x.3 bullets in launchdarkly/ai-sdks-monorepo#118.

In `packages/langchain-agents/src/native-graph.ts`:

- **The hand-off `Command` answers its tool call.** It now adds a
`ToolMessage` (`Handed off to <target>.`) with the call's id, so the
target's model call never sees an unanswered `tool_use`.
- **The tools node declares its hand-off targets as `ends`**, so
LangGraph accepts the `Command` target. This is the "not reachable"
error.
- **The routing node does not run again after a hand-off.** The static
`tools -> node` edge is replaced by a conditional edge that goes back to
the node only when no hand-off routed. This applies to single-child and
multi-child nodes.
- **Only the first hand-off in a message routes**, as `graph()` does. A
later one returns `Ignored: only the first transfer in a turn routes.`
and does not track `$ld:ai:graph:handoff_success`.
- **`parallel_tool_calls` is no longer passed to `bindTools`.** Bedrock
Converse rejects it; the first-hand-off rule replaces it.
- **A hand-off target sees provider-neutral text history.** Messages
already in the state when a node is entered are rewritten for its model:
reasoning and other non-text blocks dropped, each assistant message's
tool calls appended as `[Tool call] <name> <args>` lines, the tool
results after it folded into one user message of `[Tool result] <name>:
<text>` lines in call order. Human and system messages pass unchanged.
The node's own tool loop after entry stays native.

A normal tool call in the same message as a hand-off still runs, in the
same tools step, and the target receives its result (decision 1A on the
ticket).

## Tests

`native-graph.shallow.test.ts` runs six new cases on the real
`StateGraph` with a mock model: a multi-child hand-off, a single-child
hand-off, a normal call plus a hand-off, two hand-offs, no
`parallel_tool_calls`, and a node's own tool loop staying native. Each
hand-off case asserts the exact messages the target receives (no tool
role, tool calls, or reasoning blocks). A `toNeutralHistory` unit test
covers every rewrite rule on the same input as the Python test, with the
same expected output. The helper is exported from `native-graph.ts` for
that test only; the package index does not re-export it (`api:check`
passes). The unused `_text` and the duplicate final-output extraction
now use `contentText`. The mocked executor test now asserts the
`ToolMessage` in the `Command` update.

Local: `yarn code:check`, `yarn typecheck`, `yarn api:check`, `yarn
test` all pass. The live Bedrock run is under "Live check".

Python: launchdarkly/python-ai-sdk#246. Go is out of scope for 1.0.

## Live check

Passed on 29 Oct at head `0a0dd22`: Whodunit `check --engine langgraph`
on Bedrock completed 15 of 15 graph lines with 0 errors (the run at
`b528263` completed 9 of 16, with the `toolConfig` and
`reasoning_content` errors). Reachability 5/5, verdict format 6/6. The
later commit `ae7a03e` changes only the test file.

Bedrock end-to-end in CI: deferred to Q4 follow-up.

🤖 Generated with [Claude Code](https://claude.com/claude-code)


[AIC-3592]:
https://launchdarkly.atlassian.net/browse/AIC-3592?atlOrigin=eyJpIjoiNWRkNTljNzYxNjVmNDY3MDlhMDU5Y2ZhYzA5YTRkZjUiLCJwIjoiZ2l0aHViLWNvbS1KU1cifQ

<!-- CURSOR_SUMMARY -->
---

> [!NOTE]
> **Overview**
> Fixes broken **LangGraph hand-offs** in `toLangGraph` that caused
unreachable target nodes and failed multi-agent runs (e.g. Whodunit on
Bedrock).
> 
> Hand-off tools now return a **`Command` that includes a
`ToolMessage`** answering the transfer call, register **`ToolNode`
`ends`** for valid `goto` targets, and use **conditional edges** so the
routing node does not run again after a successful hand-off. **Only the
first `transfer_to_*` in a turn routes**; later ones return an ignored
message. **`parallel_tool_calls` is no longer passed to `bindTools`**
(Bedrock compatibility); first-wins routing replaces it.
> 
> When a node is **entered via hand-off**, prior conversation is passed
through new **`toNeutralHistory`** (reasoning/non-text stripped, tool
calls/results as plain `[Tool call]` / `[Tool result]` lines); the
node’s **own tool loop after entry stays native**.
> 
> Adds **real `StateGraph` integration tests** for hand-off scenarios
and a **`toNeutralHistory` unit test** aligned with Python; updates the
mocked hand-off executor test for the `Command` message update.
> 
> <sup>Reviewed by [Cursor Bugbot](https://cursor.com/bugbot) for commit
ae7a03e. Bugbot is set up for automated
code reviews on this repo. Configure
[here](https://www.cursor.com/dashboard/bugbot).</sup>
<!-- /CURSOR_SUMMARY -->

---------

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
@jeffdupont
jeffdupont merged commit bfb738f into main Oct 30, 2026
13 checks passed
@jeffdupont
jeffdupont deleted the jdupont/aic-3592-langgraph-handoff branch October 30, 2026 14:45
@github-actions github-actions Bot mentioned this pull request Oct 30, 2026
jeffdupont added a commit that referenced this pull request Oct 30, 2026
Steps 1 and 2 of
[AIC-3672](https://launchdarkly.atlassian.net/browse/AIC-3672). The JS
half is AIC-3673.

## What this does

- **`release-as: 1.0.0`** on all 14 packages in
`release-please-config.json`. Without it, release-please keeps bumping
0.x minors, so the next release PR would ship `launchdarkly-ai-server`
0.6.0 instead of 1.0.0.
- **Internal pins.** Every package that depends on
`launchdarkly-ai-server` now requires `>=1.0.0,<2`. release-please
doesn't update these for Python. #218 (merged) set them to `>=0.6,<2` so
either release order resolves; this tightens them to the 1.0 line.
- **`uv.lock`** needs no change: uv records workspace dependencies
without a version specifier. `uv lock --check` passes.

`changelog-sections` is left alone. #235 removes the evaluations
Experimental rows when it promotes Evaluations from Code to core.

## Merge this last

Merge this after the PRs below. Anything merged before the release PR
(#231) merges ships in 1.0.0, and a `!` change merged after 1.0 forces
2.0.

- [x] #218 fix(AIC-3598)!: packaging and public types (merged 29 Oct)
- [x] #235 feat(evaluations)!: promote Evaluations from Code to core
(merged 29 Oct). After it merges, nothing in
`launchdarkly_ai_server.experimental` is public.
- [x] #237 fix(claude-agents)!: honour max_tokens and disable thinking
by default (merged 29 Oct)
- [ ] #136 feat(AIC-3439): wildcard handlers accept only named providers
(approved; conflicts with main, needs a merge of main)
- [x] #234 fix(AIC-3568)!: give the barrel core's `__all__` (merged 29
Oct)
- [ ] #246 fix(AIC-3592): make native LangGraph hand-offs complete (spec
launchdarkly/ai-sdks-monorepo#118)
- [ ] #248 fix(AIC-3573): never send a NativeTool to the model as a
function tool (spec launchdarkly/ai-sdks-monorepo#116)
- [ ] #240 feat(client): add result variant and value to the
feature_flag span event (approved, mergeable)
- [ ] #251 fix(AIC-3716): build OpenAI native graph node tools with
FunctionTool (review required; touches the same loop as #248)

#241 (Shadow Requests) is closed; 1.0 ships with nothing experimental.

## After merging

1. Confirm the regenerated #231 lists 1.0.0 for all 14 packages, then
merge it.
2. Install each package from PyPI into an empty venv and import its
public entry points (AIC-3672 step 5).
3. Open a PR removing `release-as` straight away, or every later release
PR proposes 1.0.0 again.

## Checks

- `release-please-config.json` parses as JSON, with `release-as: 1.0.0`
on all 14 packages. The first push wrote the lines with literal
backslashes; fixed in d720896.

- `make test`: 3,711 passed, 18 skipped (before #175 and #236 merged; CI
is the current check) (with the parent checkout's `.env` LD URIs
blanked; see AIC-3593)
- `uv lock --check` passes

🤖 Generated with [Claude Code](https://claude.com/claude-code)


[AIC-3672]:
https://launchdarkly.atlassian.net/browse/AIC-3672?atlOrigin=eyJpIjoiNWRkNTljNzYxNjVmNDY3MDlhMDU5Y2ZhYzA5YTRkZjUiLCJwIjoiZ2l0aHViLWNvbS1KU1cifQ




<!-- CURSOR_SUMMARY -->
---

> [!NOTE]
> **Overview**
> Prepares the **1.0.0 GA** cut for all 14 Python packages by teaching
release-please to release **1.0.0** instead of another **0.x** bump.
> 
> Adds **`release-as: "1.0.0"`** on every entry in
`release-please-config.json` (core `launchdarkly-ai-server`, barrel, and
all handler packages).
> 
> Tightens **internal PyPI pins** from `launchdarkly-ai-server>=0.6,<2`
to **`>=1.0.0,<2`** in each handler `pyproject.toml` and in
`packages/ai` (including **`otel`** / **`ld`** extras). Published wheels
will require the 1.0 server line once those versions ship.
> 
> <sup>Reviewed by [Cursor Bugbot](https://cursor.com/bugbot) for commit
ae9f2cc. Bugbot is set up for automated
code reviews on this repo. Configure
[here](https://www.cursor.com/dashboard/bugbot).</sup>
<!-- /CURSOR_SUMMARY -->

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: andrewklatzke <aklatzke@launchdarkly.com>
jeffdupont pushed a commit that referenced this pull request Oct 30, 2026
🤖 I have created a release *beep* *boop*
---


<details><summary>launchdarkly-ai-server: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-server-0.5.0...launchdarkly-ai-server-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **client:** init_client raises when the LaunchDarkly client did not
initialize
([#254](#254))
* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
* **AIC-3439:** let wildcard handlers accept only named providers
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **evaluations:** promote Evaluations from Code to core
([#235](#235))
* **client:** capture conversation content by default
([#213](#213))
* **evaluations:** remove default pass rate threshold
([#238](#238))
* **evaluations:** set default pass rate threshold
([#226](#226))
* **client:** spans carry launchdarkly.project_id instead of
highlight.project_id
* **AIC-3687:** rename create_openai_agent_handler to
create_openai_agents_handler
([#225](#225))
* **skills:** rename FDv2SkillStore to LaunchDarklySkillStore
([#223](#223))

### Features

* **AIC-3439:** let wildcard handlers accept only named providers
([454a4de](454a4de))
* **AIC-3687:** rename create_openai_agent_handler to
create_openai_agents_handler
([#225](#225))
([a7cdbc0](a7cdbc0))
* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))
* **client:** point judge spans at the run they graded
([#253](#253))
([863d423](863d423))
* **evaluations:** promote Evaluations from Code to core
([#235](#235))
([0bc43a5](0bc43a5))
* **evaluations:** remove default pass rate threshold
([#238](#238))
([882d099](882d099))
* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
([454a4de](454a4de))
* **evaluations:** set default pass rate threshold
([#226](#226))
([7ee368c](7ee368c))
* **skills:** rename FDv2SkillStore to LaunchDarklySkillStore
([#223](#223))
([11f2c0b](11f2c0b))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **AIC-3601:** stop graph routing text inviting a router to answer for
its target
([#230](#230))
([27b8d09](27b8d09))
* **client:** init_client raises when the LaunchDarkly client did not
initialize
([#254](#254))
([6e66c00](6e66c00))
* **client:** stamp launchdarkly.project_id on the telemetry resource
([#229](#229))
([5347558](5347558))
* **evaluations:** copy inline tool schemas and name both sources on a
key collision
([#227](#227))
([bfbdd4c](bfbdd4c))
* **evaluations:** send criterion errors as errorMessage and skip
criteria for rows that did not generate
([#228](#228))
([8b05b56](8b05b56))
* **graph:** report a node's own judge scores on its node_done stream
event ([#236](#236))
([2f3f9ee](2f3f9ee))


### Documentation

* **AIC-3692:** say which project id attribute the telemetry resource
carries
([#239](#239))
([64eff43](64eff43))
* state that Agent Skills and Evaluations from Code need 1.0.0
([#191](#191))
([fe3ef08](fe3ef08))
</details>

<details><summary>launchdarkly-ai-python: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-python-0.4.0...launchdarkly-ai-python-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **evaluations:** promote Evaluations from Code to core
([#235](#235))

### Features

* **evaluations:** promote Evaluations from Code to core
([#235](#235))
([0bc43a5](0bc43a5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))


### Documentation

* state that Agent Skills and Evaluations from Code need 1.0.0
([#191](#191))
([fe3ef08](fe3ef08))
</details>

<details><summary>launchdarkly-ai-claude-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-claude-agents-0.3.0...launchdarkly-ai-claude-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **claude-agents:** honour the config's max_tokens and disable thinking
unless the config asks
([#237](#237))
* **client:** capture conversation content by default
([#213](#213))
* **AIC-3685:** make the internal provider helpers private
([#224](#224))
* **skills:** rename FDv2SkillStore to LaunchDarklySkillStore
([#223](#223))

### Features

* **AIC-3685:** make the internal provider helpers private
([#224](#224))
([9afdb94](9afdb94))
* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))
* **skills:** rename FDv2SkillStore to LaunchDarklySkillStore
([#223](#223))
([11f2c0b](11f2c0b))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **claude-agents:** honour the config's max_tokens and disable thinking
unless the config asks
([#237](#237))
([a7ded1b](a7ded1b))
</details>

<details><summary>launchdarkly-ai-claude-messages: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-claude-messages-0.3.0...launchdarkly-ai-claude-messages-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **AIC-3735:** send Claude Messages sampling parameters through
extra_body
([#256](#256))
([c6d0376](c6d0376))
</details>

<details><summary>launchdarkly-ai-openai-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-openai-agents-0.3.0...launchdarkly-ai-openai-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))
* **AIC-3685:** make the internal provider helpers private
([#224](#224))
* **AIC-3687:** rename create_openai_agent_handler to
create_openai_agents_handler
([#225](#225))

### Features

* **AIC-3685:** make the internal provider helpers private
([#224](#224))
([9afdb94](9afdb94))
* **AIC-3687:** rename create_openai_agent_handler to
create_openai_agents_handler
([#225](#225))
([a7cdbc0](a7cdbc0))
* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **AIC-3716:** build OpenAI native graph node tools with FunctionTool
([#251](#251))
([b859b67](b859b67))
* **AIC-3726:** realign three usage IDs with the 1.0 factory names
([#252](#252))
([1c4d904](1c4d904))
</details>

<details><summary>launchdarkly-ai-vercel-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-vercel-agents-0.2.0...launchdarkly-ai-vercel-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-litellm-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-litellm-agents-0.2.0...launchdarkly-ai-litellm-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-openai-messages: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-openai-messages-0.3.0...launchdarkly-ai-openai-messages-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **AIC-3726:** realign three usage IDs with the 1.0 factory names
([#252](#252))
([1c4d904](1c4d904))
</details>

<details><summary>launchdarkly-ai-vercel-messages: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-vercel-messages-0.2.0...launchdarkly-ai-vercel-messages-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-litellm-messages: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-litellm-messages-0.2.0...launchdarkly-ai-litellm-messages-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-langchain-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-langchain-agents-0.3.0...launchdarkly-ai-langchain-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
* **AIC-3439:** let wildcard handlers accept only named providers
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **AIC-3439:** let wildcard handlers accept only named providers
([454a4de](454a4de))
* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))
* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
([454a4de](454a4de))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3590:** build Python langchain-agents with
langchain.agents.create_agent
([#175](#175))
([8218626](8218626))
* **AIC-3592:** make native LangGraph hand-offs complete
([#246](#246))
([bfb738f](bfb738f))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-langchain-messages: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-langchain-messages-0.3.0...launchdarkly-ai-langchain-messages-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
* **AIC-3439:** let wildcard handlers accept only named providers
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **AIC-3439:** let wildcard handlers accept only named providers
([454a4de](454a4de))
* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))
* **evaluations:** route generation and judges to a scoped wildcard
handler only for its named providers, and accept two scoped wildcards of
one mode when their lists differ
([454a4de](454a4de))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3573:** never send a NativeTool to the model as a function tool
([#248](#248))
([73caeae](73caeae))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
* **AIC-3726:** realign three usage IDs with the 1.0 factory names
([#252](#252))
([1c4d904](1c4d904))
</details>

<details><summary>launchdarkly-ai-opencode-agents: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-opencode-agents-0.3.0...launchdarkly-ai-opencode-agents-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

<details><summary>launchdarkly-ai-typesafe: 1.0.0</summary>

##
[1.0.0](launchdarkly-ai-typesafe-0.2.0...launchdarkly-ai-typesafe-1.0.0)
(2026-10-30)


### ⚠ BREAKING CHANGES

* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
* **client:** capture conversation content by default
([#213](#213))

### Features

* **client:** add result variant and value to the feature_flag span
event ([#240](#240))
([040d487](040d487))
* **client:** capture conversation content by default
([#213](#213))
([77a7cf5](77a7cf5))


### Bug Fixes

* **AIC-3568:** give the barrel core's __all__, and drop private-spec
references
([#234](#234))
([88e57e6](88e57e6))
* **AIC-3598:** make Python packaging and public types GA-ready
([#218](#218))
([5860b40](5860b40))
</details>

---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

<!-- CURSOR_SUMMARY -->
---

> [!NOTE]
> **Overview**
> This is a **Release Please** cut that moves every monorepo package to
**1.0.0** and records the GA release in changelogs. It updates
`.release-please-manifest.json`, each package’s `pyproject.toml` /
`__version__`, and prepends **1.0.0** notes to every `CHANGELOG.md`.
> 
> Handler and barrel packages now require
**`launchdarkly-ai-server>=1.0.0,<2`**, so installs must upgrade the
core client in lockstep with adapters.
> 
> There is **no new application logic** in this diff—only release
metadata. The changelog text still matters for reviewers: it summarizes
breaking work already on `main`, including **Evaluations from Code
promoted to core**, **conversation content captured by default**,
**`init_client` failing when LD init fails**, telemetry
**`launchdarkly.project_id`**, renames like **`LaunchDarklySkillStore`**
and **`create_openai_agents_handler`**, tightened **wildcard handler
routing**, and **GA packaging / public `__all__`** cleanup.
> 
> <sup>Reviewed by [Cursor Bugbot](https://cursor.com/bugbot) for commit
2e904f7. Bugbot is set up for automated
code reviews on this repo. Configure
[here](https://www.cursor.com/dashboard/bugbot).</sup>
<!-- /CURSOR_SUMMARY -->

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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