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fix(anthropic): carry reasoning across the Messages/Chat protocol bridge - #1267

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fix/issue-1784-thinking-cross-protocol
Oct 8, 2026
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fix/issue-1784-thinking-cross-protocol

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@jarvis9443 jarvis9443 commented Oct 8, 2026 •

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Fixes api7/AISIX-Cloud#1784

When an Anthropic Messages request (POST /v1/messages, e.g. Claude Code) is dispatched to an OpenAI-compatible reasoning upstream (DeepSeek-style reasoning_content), the model's reasoning was lost in both directions. The OpenAI provider already parsed reasoning_content, but chat_response_into_anthropic_json and AnthropicSseEncoder never read it, and translate_assistant_blocks dropped assistant thinking blocks from the history. DeepSeek documents that on a request carrying tools the reasoning_content of every previous assistant turn must be passed back or the call 400s, and Claude Code always sends tools, so once thinking reaches the client the history replay is what keeps the next turn working. The mirror gap existed on /v1/chat/completions → Anthropic upstream, where thinking blocks and thinking_delta events fell into the catch-all variants and reasoning_content was hard-coded to None.

What changes:

/v1/messages → non-Anthropic upstream, non-streaming: non-empty reasoning becomes the first content block, {"type":"thinking","thinking":"…","signature":""}, ahead of text and tool_use. The upstream issues no signature, so it is the empty string (never null or omitted).

Same path, streaming: reasoning deltas open a thinking block (content_block_start with {"type":"thinking","thinking":"","signature":""}, then thinking_delta deltas). Moving between thinking and text/tool_use closes the open block and opens the next at the next index, so indices stay contiguous. Reasoning that arrives while a tool_use block is open is dropped rather than closing it, so tool arguments always arrive whole. A chunk carrying only reasoning now triggers message_start. No signature_delta is emitted. The thinking block is emitted whenever the upstream returned reasoning, whatever the request's thinking setting.

Request history on dispatch to non-Anthropic upstreams: an assistant turn's thinking text (joined with \n) becomes that turn's reasoning_content, the same field the /v1/responses bridge already replays reasoning in. redacted_thinking and signatures still drop, and no other field is added. The guardrail scan parse (parse_inbound_request_for_scan) is unchanged.

Unsigned thinking blocks and Anthropic's own API: Anthropic rejects any thinking block whose signature does not verify, anywhere in the history (400 "Invalid signature in thinking block"), and clients replay the signature: "" blocks above verbatim. So before a /v1/messages or /v1/messages/count_tokens body is sent to Anthropic's own API (provider: anthropic, base-URL overrides included), thinking blocks whose signature is "" are dropped. Signed blocks and redacted_thinking are untouched, and an assistant turn left with no content is removed (Anthropic rejects an empty content array and combines the consecutive same-role turns that leaves). This is applied per dispatch target, so a model-group fail-over from an OpenAI-compatible or third-party target to Claude sends each target the history it accepts. Other vendors' Anthropic-compatible endpoints (a key declaring apis.messages, or provider: byo + adapter: anthropic) receive the history unchanged. Claude on Bedrock or Vertex is always reached through the bridge, which never forwards thinking blocks, so nothing changes there.

/v1/chat/completions → Anthropic upstream, response direction: thinking blocks surface as message.reasoning_content (multiple blocks joined with \n) and thinking_delta as delta.reasoning_content (a later thinking block starts on a new line, so streaming and non-streaming produce the same text). redacted_thinking and signatures are not surfaced. The request direction (client reasoning_content → Anthropic thinking) is unchanged. /v1/responses → Anthropic upstream reads the same parsed shape, so it now also renders the upstream's thinking as a reasoning output item, through the bridge's existing reasoning rendering.

Other bridges reached by cross_provider_dispatch: OpenAI-compatible and Azure OpenAI flatten message extras, so they receive reasoning_content as intended; Bedrock Converse, Vertex/Gemini generateContent and Anthropic-on-Vertex build their bodies from named fields only and ignore it, and all of them already skip a reasoning-only assistant turn (ChatMessage::is_reasoning_only). A history turn that held only a thinking block used to reach those bridges as an empty assistant turn; it is now reasoning-only and skipped there.

Behavior change for existing callers: Anthropic clients on a non-Anthropic reasoning upstream now see a thinking block (non-streaming) or thinking events (streaming) before the answer, and their replayed thinking reaches the upstream as reasoning_content; OpenAI clients on an Anthropic upstream with extended thinking now see reasoning_content. When a Claude Code session moves from such an upstream to a Claude model (fail-over, routing, or a model switch), the unsigned blocks are dropped for Anthropic, so the invalid-signature 400 no longer happens. A stripped tool-loop history (an assistant turn holding only tool_use, then its tool_result) sent with thinking enabled was observed to return 200 on claude-haiku-4-5, with no thinking block in that turn's response. Claude on Bedrock or Vertex reached through /v1/messages now also surfaces its thinking to the client, unsigned, as the bridge carries no signature. Nothing needs to be reconfigured. OpenAI-compatible upstreams that reject unknown message fields will see reasoning_content on replayed assistant turns, as they already do from the /v1/responses bridge. A mask-action guardrail hit inside a replayed thinking block is still forwarded unchanged (the existing rule for those blocks), which on this path now means it reaches the upstream inside reasoning_content instead of being dropped.

Tests: tests/e2e/src/cases/thinking-cross-protocol-e2e.test.ts drives the real binary against mock upstreams for each case above: non-streaming thinking→text and thinking→tool_use, the streaming event sequence and indices from a reasoning-first stream, history replay captured at the upstream, both chat→Anthropic directions (including the newline between streamed blocks), /v1/responses → Anthropic, and the unsigned-block handling (stripped at Anthropic, kept at a third-party apis.messages endpoint, and both at once through a fail-over group). Each case fails with its fix reverted; stripping for every upstream instead of only Anthropic fails the third-party and fail-over cases. Unit tests in wire.rs cover the encoder transitions, and inbound_thinking_blocks_drop_but_text_and_tools_survive is replaced by inbound_thinking_blocks_replay_as_reasoning_content for the new contract.

🤖 Generated with Claude Code

An Anthropic Messages request dispatched to an OpenAI-compatible
reasoning upstream lost the model's reasoning in both directions: the
response encoders never read `reasoning_content`, and assistant
`thinking` blocks in the request history were dropped. Upstreams that
require prior turns' reasoning back on tool-using conversations then
reject the next turn once the thinking does reach the client.

- /v1/messages -> non-Anthropic upstream, non-streaming: non-empty
  reasoning becomes the first content block,
  `{"type":"thinking","thinking":...,"signature":""}`.
- Same path, streaming: reasoning deltas open a thinking block
  (`content_block_start` with signature "", then `thinking_delta`
  deltas); a change between thinking and text/tool_use closes the open
  block and opens the next at the next index. A reasoning-only first
  chunk now emits `message_start`. No `signature_delta` is sent.
- Request history: an assistant turn's `thinking` text (joined with
  "\n") travels as that turn's `reasoning_content`; `redacted_thinking`
  and signatures still drop. The guardrail scan parse is unchanged.
- /v1/chat/completions -> Anthropic upstream: `thinking` blocks surface
  as `message.reasoning_content` (joined with "\n"), `thinking_delta`
  as `delta.reasoning_content`. `redacted_thinking` and signatures are
  not surfaced.

Fixes api7/AISIX-Cloud#1784
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  • crates/aisix-provider-anthropic/src/lib.rs
  • crates/aisix-provider-anthropic/src/wire.rs
  • crates/aisix-proxy/src/count_tokens.rs
  • crates/aisix-proxy/src/messages.rs
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📝 Walkthrough

Walkthrough

Anthropic thinking text is translated to OpenAI reasoning_content and back. The changes cover non-streaming responses, streaming events, assistant history, and scan text. The proxy also removes unsigned thinking blocks before forwarding requests to first-party Anthropic targets.

Changes

Cross-protocol thinking translation and dispatch

Layer / File(s) Summary
Anthropic thinking to OpenAI reasoning
crates/aisix-provider-anthropic/src/wire.rs, tests/e2e/src/cases/thinking-cross-protocol-e2e.test.ts
Anthropic thinking blocks and stream deltas become reasoning_content. Assistant history carries readable thinking as reasoning content for dispatch and as text for scans. Tests cover response translation, history replay, and omission of signatures and redacted content.
OpenAI reasoning to Anthropic thinking
crates/aisix-provider-anthropic/src/wire.rs, tests/e2e/src/cases/thinking-cross-protocol-e2e.test.ts
Non-streaming responses emit thinking blocks. The SSE encoder emits thinking events, orders block indices across thinking, text, and tool use, and closes open blocks in index order.
Unsigned thinking removal for Anthropic dispatch
crates/aisix-provider-anthropic/src/wire.rs, crates/aisix-provider-anthropic/src/lib.rs, crates/aisix-proxy/src/count_tokens.rs, crates/aisix-proxy/src/messages.rs, tests/e2e/src/cases/thinking-cross-protocol-e2e.test.ts
A public helper removes thinking blocks with empty-string signatures and removes messages left with empty content arrays. Token-count and messages dispatch apply it for first-party Anthropic targets. Tests cover first-party, compatible, and failover targets.

Priority: ➖ Normal

Estimated code review effort: 4 (Complex) | ~45 minutes

Change: Bug fix · Severity of issue fixed: Medium

Sequence Diagram(s)

sequenceDiagram
  participant Upstream as OpenAI-compatible upstream
  participant Encoder as AnthropicSseEncoder
  participant Client as Anthropic client
  Upstream->>Encoder: reasoning_content chunks
  Encoder->>Client: thinking block and thinking_delta events
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Suggested reviewers: moonming

Merge Risk: ⚪ Minimal · up to 671bb

The thinking conversion and dispatch changes are ready to merge after normal checks; no identified issue remains that requires a fix.

🚥 Pre-merge checks | ✅ 6
✅ Passed checks (6 passed)
Check name Status Explanation
Linked Issues check ✅ Passed Issue #1784 requires preservation of upstream thinking when the upstream returns it. The PR maps reasoning_content to Anthropic thinking blocks and streaming thinking events. It replays readable a…
Out of Scope Changes check ✅ Passed The changes remain connected to reasoning preservation across the protocol bridge. Target-specific removal of unsigned thinking prevents Anthropic rejection during replay and preserves third-party and…
E2e Test Quality Review ✅ Passed The PR adds real end-to-end coverage through the gateway, etcd configuration, and HTTP upstream boundaries. The tests cover non-streaming and streaming Messages/Chat conversion, tool calls, multi-bloc…
Security Check ✅ Passed No security failure condition is introduced in the reviewed diff. - Category 1 — No issues found. The only new log is a fixed debug message at crates/aisix-provider-anthropic/src/wire.rs:2718; it do…
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly and concisely describes the primary change: preserving reasoning across the Anthropic Messages/Chat protocol bridge, including the response and streaming conversions covered by the c…
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…ing block

The SSE encoder reserved a tool_use block index when a tool call was first
seen and closed every tool state when a thinking block opened, so a call
whose name arrived after interleaved reasoning lost its whole block and
left a gap in the indices. The index is now taken when the block starts,
and only started blocks are closed.

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Actionable comments posted: 1


  • 🪄 Fix CodeRabbit comments on this PR
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Inline comments:
Review comments at @crates/aisix-provider-anthropic/src/wire.rs:
- Around line 2725-2731: Update the thinking-block handling around
close_open_blocks so a reasoning fragment does not close an open tool block;
drop or buffer the reasoning fragment instead, preserving subsequent tool-call
argument fragments for the same tool block.

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Comment thread crates/aisix-provider-anthropic/src/wire.rs Outdated
The gateway renders an OpenAI-compatible upstream's reasoning as a
thinking block with `signature: ""`, and clients replay it verbatim.
Anthropic's API rejects any thinking block whose signature does not
verify, anywhere in the history, so a session that fails over or switches
to a Claude model would 400.

- /v1/messages and /v1/messages/count_tokens drop thinking blocks whose
  signature is "" when the target is Anthropic's own API (the anthropic
  vendor, base-URL overrides included). Applied per dispatch target, so a
  model-group fail-over sends each target the history it accepts. Signed
  and redacted_thinking blocks are untouched; an assistant turn left with
  no content is removed. Other vendors' Anthropic-compatible endpoints
  receive the history unchanged. Claude on Bedrock/Vertex is reached
  through the bridge, which never forwards thinking blocks.
- SSE encoder: reasoning that arrives while a tool_use block is open is
  dropped instead of closing the block, so tool arguments stay whole.
- /v1/chat/completions streaming from Anthropic: a second thinking block
  starts on a new line, matching the non-streaming "\n" join.
- E2E for /v1/responses -> Anthropic thinking as a reasoning item.
@jarvis9443
jarvis9443 merged commit 239e4ff into main Oct 8, 2026
17 checks passed
@jarvis9443
jarvis9443 deleted the fix/issue-1784-thinking-cross-protocol branch October 8, 2026 12:34
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