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fix(think): keep the prompt-cache prefix stable under truncation (#2200) - #2356

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threepointone merged 2 commits into
feat/think-gateway-optionsfrom
fix/think-stable-truncation-prefix
Sep 24, 2026
Merged

threepointone merged 2 commits into
feat/think-gateway-optionsfrom
fix/think-stable-truncation-prefix

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@threepointone

@threepointone threepointone commented Sep 24, 2026 •

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This measures how each context-reduction mechanism changes the prompt prefix from one turn to the next, and fixes the one that rewrote it every turn.

Measurement

A new test agent runs real Think turns against a mock model and records the full prompt of every model request. For each turn it compares the first request with the request sent before it. Providers cache on a byte-identical prefix, so the shared prefix is the part the cache can hit. packages/think/src/tests/prompt-cache.test.ts asserts the results:

Mechanism Before After
No reduction (baseline) prefix never breaks unchanged
Read-time truncation (tool outputs over 500 characters, text over 10,000) prefix breaks every turn from turn 3 breaks once every 4 turns (turns 6, 10, 14)
Media eviction breaks once, when the file part is evicted unchanged
Compaction breaks once per compaction unchanged

The sliding cutoff (messages.length - 4) rewrote a message near the end of the prefix on every turn. The measured cost uses character units, with cached input billed at a tenth of fresh input:

16 turns, 4,000-character tool output per turn Cost
No truncation 58.6k
Cutoff moves every turn (main) 129.7k
Cutoff every 4 messages 81.5k
Cutoff every 8 messages (this PR) 64.3k
Cutoff every 16 messages 55.3k

So on main, truncation cost about 2.2 times what sending the untruncated history would. With 12,000-character user messages the ratio is 1.4 times.

Fix

Think now cuts at a multiple of 8 messages, using keepRecent = 4 + ((length - 4) % truncationStep), and passes the same keepRecent to truncateOlderMessages and truncateOlderToolResults. The model still always sees at least the 4 most recent messages in full, and at most 11 between cuts. The hydration floor and the media eviction clamp are unchanged, because they only need the most recent 4. A new truncationStep class field (default 8) sets the step; 1 restores the previous cut-every-turn behavior for models with a small context window.

A compaction threshold that the compacted history still exceeds compacts on every append, which rewrites the summary every turn. The docs now warn about this. hydrationByteBudget (32 MiB by default) is larger than any context window, so it does not affect caching in practice.

Closes #2200

Docs: a new "Prompt caching" section in docs/think/index.md, and a stepped-cutoff recipe for direct truncateOlderMessages users in docs/agents/sessions.md.

Not done here: moving these mechanisms into agents/context, as #2200 suggests. The stepped cutoff is the reference point that move would need.

@threepointone
threepointone added this pull request to stack #2357 September 24, 2026 01:08
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changeset-bot Bot commented Sep 24, 2026 •

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🦋 Changeset detected

Latest commit: 33b1e73

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 2 packages
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@cloudflare/think Patch
@cloudflare/agent-think Patch

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agent-think Bot commented Sep 24, 2026 •

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⚪ agents import sizes

Measured 344 runtime imports as minified bundles. The primary size is gzip; raw minified size is included for diagnosis. An existing import growing by more than 10% is marked red. This report is informational.

Red Yellow Green Unchanged New Removed
0 0 0 344 0 0

Compared ed9365ca with 33b1e738. Open workflow run.

No import sizes changed.

All 344 current runtime imports
Status Import Gzip Raw minified
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⚪ agents/chat#PreStreamTurns 2.6 KiB 9.3 KiB
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⚪ agents/chat#recordChatTerminal 2.4 KiB 8.3 KiB
⚪ agents/chat#repairInterruptedToolParts 2.6 KiB 9.1 KiB
⚪ agents/chat#resolveChatRecoveryConfig 2.6 KiB 8.9 KiB
⚪ agents/chat#resolveToolMergeId 2.4 KiB 8.5 KiB
⚪ agents/chat#ResumableStream 5.2 KiB 17.3 KiB
⚪ agents/chat#ResumeHandshake 3.0 KiB 10.4 KiB
⚪ agents/chat#ROW_MAX_BYTES 2.3 KiB 8.2 KiB
⚪ agents/chat#runChatRecoveryExhaustion 2.6 KiB 8.9 KiB
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⚪ agents/chat#sendIfOpen 2.4 KiB 8.4 KiB
⚪ agents/chat#setChatRecovering 2.5 KiB 8.5 KiB
⚪ agents/chat#shouldCreditStreamProgress 2.4 KiB 8.3 KiB
⚪ agents/chat#STREAM_RESUME_NONE_REASONS 2.3 KiB 8.2 KiB
⚪ agents/chat#StreamAccumulator 2.9 KiB 10.7 KiB
⚪ agents/chat#StreamProgressCreditThrottle 2.4 KiB 8.3 KiB
⚪ agents/chat#SubmitConcurrencyController 2.9 KiB 10.3 KiB
⚪ agents/chat#sweepStaleChatRecoveryIncidents 2.4 KiB 8.5 KiB
⚪ agents/chat#TextSegmentJoiner 2.7 KiB 9.2 KiB
⚪ agents/chat#TIMED_OUT 2.3 KiB 8.2 KiB
⚪ agents/chat#toolApprovalUpdate 2.4 KiB 8.5 KiB
⚪ agents/chat#toolPartHasSettledResult 2.3 KiB 8.4 KiB
⚪ agents/chat#toolResultUpdate 2.4 KiB 8.5 KiB
⚪ agents/chat#truncateOlderMessages 3.2 KiB 10.5 KiB
⚪ agents/chat#truncateOlderToolResults 3.3 KiB 10.9 KiB
⚪ agents/chat#TurnQueue 2.6 KiB 9.2 KiB
⚪ agents/chat#unwrapChatFiberSnapshot 2.4 KiB 8.5 KiB
⚪ agents/chat#wrapChatFiberSnapshot 2.3 KiB 8.2 KiB
⚪ agents/chat-sdk#ChatSdkStateAdapter 263.5 KiB 1152.6 KiB
⚪ agents/chat-sdk#ChatSdkStateAgent 262.8 KiB 1150.0 KiB
⚪ agents/chat-sdk#createChatSdkState 263.5 KiB 1152.6 KiB
⚪ agents/chat-sdk#defaultKeyShard 261.2 KiB 1141.2 KiB
⚪ agents/chat-sdk#defaultThreadShard 261.1 KiB 1141.0 KiB
⚪ agents/chat/react#detectToolsRequiringConfirmation 3.3 KiB 8.3 KiB
⚪ agents/chat/react#extractClientToolSchemas 3.2 KiB 8.3 KiB
⚪ agents/chat/react#getAgentMessages 3.4 KiB 8.6 KiB
⚪ agents/chat/react#getToolApproval 3.1 KiB 8.0 KiB
⚪ agents/chat/react#getToolCallId 3.1 KiB 8.0 KiB
⚪ agents/chat/react#getToolInput 3.1 KiB 8.0 KiB
⚪ agents/chat/react#getToolOutput 3.1 KiB 8.0 KiB
⚪ agents/chat/react#getToolPartState 3.2 KiB 8.2 KiB
⚪ agents/chat/react#useAgentChat 133.5 KiB 611.6 KiB
⚪ agents/chat/react#WebSocketChatTransport 6.2 KiB 18.7 KiB
⚪ agents/chat/transport#WebSocketChatTransport 3.3 KiB 10.7 KiB
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⚪ agents/client#AgentConnectionError 16.3 KiB 57.8 KiB
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⚪ agents/client#createStubProxy 16.4 KiB 57.8 KiB
⚪ agents/client#DEFAULT_CALL_TIMEOUT_MS 16.2 KiB 57.6 KiB
⚪ agents/client#isTerminalCloseEvent 16.3 KiB 57.6 KiB
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⚪ agents/client#splitCallOptions 16.3 KiB 57.7 KiB
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⚪ agents/mcp#DurableObjectEventStore 345.1 KiB 1441.8 KiB
⚪ agents/mcp#ElicitRequestSchema 345.1 KiB 1441.8 KiB
⚪ agents/mcp#experimental_createMcpHandler 378.7 KiB 1583.6 KiB
⚪ agents/mcp#getMcpAuthContext 345.1 KiB 1441.9 KiB
⚪ agents/mcp#MCP_SERVER_ID_MAX_LENGTH 345.1 KiB 1441.9 KiB
⚪ agents/mcp#McpAgent 345.1 KiB 1441.8 KiB
⚪ agents/mcp#normalizeServerId 345.1 KiB 1441.8 KiB
⚪ agents/mcp#RPC_DO_PREFIX 345.1 KiB 1441.8 KiB
⚪ agents/mcp#RPCClientTransport 345.1 KiB 1441.8 KiB
⚪ agents/mcp#RPCServerTransport 345.1 KiB 1441.8 KiB
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⚪ agents/voice#VOICE_PROTOCOL_VERSION 51 B 31 B
⚪ agents/voice#withVoice 9.5 KiB 32.7 KiB
⚪ agents/voice#withVoiceInput 4.8 KiB 16.0 KiB
⚪ agents/voice#WorkersAIFluxSTT 1.5 KiB 4.3 KiB
⚪ agents/voice#WorkersAINova3STT 1.6 KiB 4.3 KiB
⚪ agents/voice#WorkersAITTS 682 B 1.4 KiB
⚪ agents/voice/client#VOICE_PROTOCOL_VERSION 473 B 768 B
⚪ agents/voice/client#VoiceClient 10.1 KiB 31.6 KiB
⚪ agents/voice/client#WebSocketVoiceTransport 4.6 KiB 13.3 KiB
⚪ agents/voice/errors#logVoiceError 132 B 173 B
⚪ agents/voice/errors#toVoiceError 94 B 80 B
⚪ agents/voice/errors#voiceErrorMessage 125 B 111 B
⚪ agents/voice/errors#VoiceProviderError 190 B 345 B
⚪ agents/voice/react#useVoiceAgent 13.6 KiB 42.5 KiB
⚪ agents/voice/react#useVoiceInput 13.3 KiB 41.4 KiB
⚪ agents/voice/react#WebSocketVoiceTransport 7.4 KiB 21.3 KiB
⚪ agents/voice/sfu#addSFUTracks 323 B 424 B
⚪ agents/voice/sfu#createSFUSession 254 B 306 B
⚪ agents/voice/sfu#createSFUWebSocketAdapter 329 B 429 B
⚪ agents/voice/sfu#decodeVarint 155 B 160 B
⚪ agents/voice/sfu#downsample48kStereoTo16kMono 236 B 324 B
⚪ agents/voice/sfu#encodePayloadToProtobuf 188 B 279 B
⚪ agents/voice/sfu#encodeVarint 129 B 122 B
⚪ agents/voice/sfu#extractPayloadFromProtobuf 270 B 425 B
⚪ agents/voice/sfu#renegotiateSFUSession 329 B 428 B
⚪ agents/voice/sfu#sfuFetch 292 B 358 B
⚪ agents/voice/sfu#upsample16kMonoTo48kStereo 209 B 272 B
⚪ agents/voice/text#iterateText 1.6 KiB 3.8 KiB
⚪ agents/voice/text#SentenceChunker 549 B 1.1 KiB
⚪ agents/voice/types#VOICE_PROTOCOL_VERSION 51 B 31 B
⚪ agents/voice/workers-ai#WorkersAIFluxSTT 1.5 KiB 4.3 KiB
⚪ agents/voice/workers-ai#WorkersAINova3STT 1.6 KiB 4.3 KiB
⚪ agents/voice/workers-ai#WorkersAITTS 682 B 1.4 KiB
⚪ agents/websockets#CAPNWEB_TRANSPORT_QUERY 12.4 KiB 43.3 KiB
⚪ agents/websockets#CAPNWEB_TRANSPORT_VALUE 12.4 KiB 43.3 KiB
⚪ agents/websockets#capnWebTransportUrl 12.5 KiB 43.5 KiB
⚪ agents/websockets#CF_NO_PROTOCOL_KEY 12.4 KiB 43.3 KiB
⚪ agents/websockets#CF_READONLY_KEY 12.4 KiB 43.3 KiB
⚪ agents/websockets#isCapnWebTransportUpgrade 12.5 KiB 43.4 KiB
⚪ agents/websockets#registerInternalConnectionKeys 12.4 KiB 43.4 KiB
⚪ agents/websockets#WebSockets 20.0 KiB 69.3 KiB
⚪ agents/workflows#AgentWorkflow 262.4 KiB 1145.7 KiB
⚪ agents/workflows#WorkflowRejectedError 261.2 KiB 1141.2 KiB
⚪ agents/x402#normalizeNetwork 14.7 KiB 61.1 KiB
⚪ agents/x402#withX402 23.0 KiB 89.2 KiB
⚪ agents/x402#withX402Client 104.1 KiB 346.5 KiB

Reported by agent-think[bot].

@threepointone
threepointone marked this pull request as ready for review September 24, 2026 01:12

@devin-ai-integration devin-ai-integration Bot left a comment •

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Note

Newer findings are available below. Devin Review posted a newer report on this PR, in addition to the findings presented here.

Devin Review found 3 potential issues.

Devin Review

Comment thread packages/think/src/think.ts Outdated
Comment thread docs/think/index.md Outdated
Comment thread packages/think/src/tests/prompt-cache.test.ts
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pkg-pr-new Bot commented Sep 24, 2026 •

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agents

npm i https://pkg.pr.new/agents@2356

@cloudflare/ai-chat

npm i https://pkg.pr.new/@cloudflare/ai-chat@2356

@cloudflare/codemode

npm i https://pkg.pr.new/@cloudflare/codemode@2356

hono-agents

npm i https://pkg.pr.new/hono-agents@2356

@cloudflare/shell

npm i https://pkg.pr.new/@cloudflare/shell@2356

@cloudflare/think

npm i https://pkg.pr.new/@cloudflare/think@2356

@cloudflare/voice

npm i https://pkg.pr.new/@cloudflare/voice@2356

@cloudflare/worker-bundler

npm i https://pkg.pr.new/@cloudflare/worker-bundler@2356

commit: 33b1e73

@threepointone
threepointone force-pushed the fix/think-stable-truncation-prefix branch from b772d69 to 5a8e256 Compare September 24, 2026 01:35

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Devin Review found 2 new potential issues.

Devin Review

Comment thread packages/think/src/think.ts
Comment thread docs/think/index.md
@threepointone
threepointone force-pushed the fix/think-stable-truncation-prefix branch from 5a8e256 to 5071db3 Compare September 24, 2026 01:43
@threepointone
threepointone force-pushed the fix/think-stable-truncation-prefix branch from 5071db3 to 2bdee44 Compare September 24, 2026 02:03
threepointone and others added 2 commits September 24, 2026 07:59
Measures how each context-reduction mechanism changes the prompt prefix
turn over turn. Media eviction and compaction rewrite it once; read-time
truncation rewrote it every turn because its cutoff slid with the message
count. Cut at a multiple of 8 messages instead.

Closes #2200.

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
@threepointone
threepointone force-pushed the fix/think-stable-truncation-prefix branch from 2bdee44 to 33b1e73 Compare September 24, 2026 07:03
@threepointone
threepointone merged commit f92420f into main Sep 24, 2026
8 of 13 checks passed
@threepointone
threepointone deleted the fix/think-stable-truncation-prefix branch September 24, 2026 07:21
@github-actions github-actions Bot mentioned this pull request Sep 24, 2026
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Investigate which context-reduction mechanisms break prompt caching

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