Apple's Project Linwood & Greenwood

Apple

The multi-year Siri reboot initiative

Apple is running a two‑track Siri overhaul to ship web‑answering and assistant upgrades quickly with third‑party LLMs (Glenwood) while converging on Apple Foundation Models under Private Cloud Compute for cost control, privacy guarantees, and long‑term independence (Linwood). 1 2 3

The Glenwood initiative tests and deploys external frontier models (Google Gemini and Anthropic Claude) under private cloud control to deliver web‑answering and assistant features rapidly, whereas the Linwood program develops Apple Foundation Models (AFM) optimized for on‑device and Private Cloud Compute (PCC) inference to reduce unit costs and improve privacy.

The combination reflects a pragmatic strategy to ship generative AI features now while converging on in‑house models that meet quality and governance targets.

ProgramsLinwoodGlenwoodWorld Knowledge Answers
PurposeIn‑house LLM Siri using Apple Foundation ModelsExternal‑model Siri path evaluated against LinwoodNew AI web‑answer system to feed Siri, later Safari and Spotlight
Model sourceAppleThird‑partyMix of retrieval + LLM
Where it runsOn‑device for small tasks, Apple‑silicon servers via Private Cloud Compute (PCC) for heavy queriesApple‑run servers, testing a custom Google Gemini variant on Apple servers per reportingServer side, tied to the Siri overhaul
Reported vendorsAppleGoogle Gemini, Anthropic Claude, OpenAI explored earlierGemini under test for this layer per Bloomberg/The Verge
StatusNamed as the Apple‑model path in Bloomberg, AFM+PCC described in Apple docs 4 2 5Active evaluation, no final vendor named 6Targeted for early 2026 per reporting 1 7 8

Apple's first attempt to re-architect Siri with generative AI under the codename Linwood began in 2023, but internal delays caused by technical shortcomings and quality gaps led to a public admission in March 2025 that some improvements would slip to 2026.

Bloomberg's reporting described a reorganization in which Mike Rockwell, formerly head of the Vision Pro program, took over Siri after CEO Tim Cook lost confidence in John Giannandrea's execution.

At the same time Apple faced competitive pressure as OpenAI, Google and other rivals were rolling out voice assistants powered by large-language models. To avoid a multiyear feature gap, Apple adopted a "two-track" strategy.

  Functionality stack

LayerFunctionEvidence
PlannerTranslates user intent into tool calls and stepsDescribed in reporting on the new Siri architecture 7
RetrievalPulls device context and web results, World Knowledge Answers provides general‑web answersBloomberg on WKA feature tied to Siri 1
SummarizerProduces final answers, with text, images, and video where relevantArchitecture recap from The Verge 7
Execution environmentOn‑device AFM when feasible, otherwise Apple‑silicon servers with PCC guarantees (verifiable software images, no user‑data retention, research inspection via VRE)Apple PCC security posts, guide, and privacy pages 3 9
Optional fallbackChatGPT hand‑off for specific queries with explicit user consentApple Newsroom on Siri‑to‑ChatGPT access and privacy terms 10

  Commercial and privacy mechanics

ConstraintGlenwood approachLinwood approach
Time‑to‑featureUse an external frontier model while AFM maturesShip AFM‑based Siri when quality and coverage meet bar 6
Unit economicsVendor license likely measured in billions per year, Bloomberg cites Anthropic requests of >$1.5B annually 1 2AFM under PCC reduces third‑party spend and improves cost predictability 1 2
Data governanceThird‑party model evaluated on Apple‑run servers, PCC‑style controls expected to constrain access 11First‑party models under PCC with public software logging and outside inspection 11
Vendor riskParallel tests across Gemini and Claude keep options open 1 7Reduces vendor lock‑in once AFM quality converges 1 7

  Timeline

WindowMilestones
June 2024Apple introduces Apple Intelligence with on‑device and server foundation models for text rewriting, notification summarization and image generation
March 2025Apple announces that some Siri AI improvements will be delayed to 2026, Reuters notes this as the first public acknowledgement of slippage
March 2025Apple reorganizes its AI leadership: Mike Rockwell takes charge of Siri, indicating loss of confidence in former AI chief John Giannandrea
1H–3Q 2025Siri leadership moved to Mike Rockwell under Craig Federighi, two‑track plan public via reporting, vendor tests with Anthropic and Google, Bloomberg and Reuters on the reorg and bake‑off 12
August 2025Bloomberg reporting reveals the "two‑track" plan: Glenwood tests external models from Anthropic and Google while Linwood continues to build AFM, Apple explores Gemini for summarization and Claude for the planner
Late 2025Continued Gemini evaluation on Apple servers, WKA buildout as Siri's web‑answer path, Bloomberg and The Verge 1 7
September 2025MacRumors and The Verge describe the World Knowledge Answers feature, the planner/search/summarizer architecture, and note that a formal agreement allows Apple to test a Google‑designed Gemini model under PCC
Early 2026Planned release window for the LLM version of Siri with WKA and personalization features (expected in iOS 26.4), Apple aims to finalize vendor choices and shift traffic gradually to AFM as quality converges, MacRumors recap of Bloomberg, The Verge 8 7

  Why this two‑track plan exists

Apple's own models are documented and deployable under PCC, but reporting indicates schedule slips and capability gaps versus frontier peers. The company therefore runs Glenwood in parallel to ship answers and assistant upgrades, while Linwood builds towards privacy‑preserving, lower‑cost, first‑party inference. Public sources describe both the reorganization to accelerate Siri and the active third‑party evaluations. 2 5 13

  Operating model

InputLeverOutput
User query + device contextPlanner chooses on‑device AFM, PCC AFM, or vendor LLM via routing policyNatural‑language answer or action plan
Web information needWKA retrieval + LLM summarizationCited, multimodal answer within Siri
Privacy boundaryPCC attestation and transparency log gate any server callNo data retention and third‑party isolation claims
Cost envelopeVendor pricing vs AFM serving cost on Apple siliconMix shifts from vendor LLM to AFM as quality converges

Evidence for the planner/search/summarizer split and WKA, and for PCC's controls, appears in the linked reports and Apple's own security materials. 7 1 5

  What to watch

IndicatorWhy it matters
Confirmation of the WKA feature set and server placementValidates how far Apple will go with vendor LLMs on Apple servers 1 7
Any announced Gemini or Anthropic agreementDetermines Glenwood's near‑term cost and capability envelope 1
New AFM technical reports or PCC updatesSignals Linwood readiness and serving cost curve 14 5
Shipping timeline for LLM SiriFixes when the mix can shift from vendor to AFM 8

  Assessment

The evidence supports a pragmatic plan: use Glenwood to reduce time‑to‑capability through a vendor model running on Apple servers, seeded by World Knowledge Answers, while pushing Linwood's AFM under PCC to reach parity, lower unit costs, and strengthen privacy posture. Bloomberg's reporting anchors the two‑track design, vendor tests, and WKA timing. Apple's own publications define AFM and PCC, including verifiable server images, research inspection, and non‑retention claims. This combination lets Apple ship now and own the stack later. 6 2 5

  Primary sources

Bloomberg on Glenwood/Linwood, leadership changes, vendor tests, and WKA timing. The Verge on planner/search/summarizer and custom Gemini on Apple servers. Apple first‑party on AFM and PCC with security guarantees and inspection tooling. 6 7 2 5


  Footnotes

  1. Apple AI Search Plans, Bloomberg 2 3 4 5 6 7 8 9 10 11

  2. Apple Foundation Models, Apple ML Research 2 3 4 5 6 7

  3. Private Cloud Compute, Apple Security 2

  4. Apple AI Turnaround Plan, Bloomberg

  5. PCC Documentation, Apple Security 2 3 4 5 6

  6. Apple Considers Gemini AI, Bloomberg 2 3 4

  7. Apple AI Search Tool, The Verge 2 3 4 5 6 7 8 9 10

  8. LLM Siri Early 2026, MacRumors 2 3

  9. Apple Privacy Features

  10. Apple Intelligence Launch, Newsroom

  11. PCC Core Requirements, Apple Security 2

  12. Rockwell Named Siri Head, Bloomberg

  13. Siri AI Overhaul Delays, Bloomberg

  14. AFM Tech Report 2025, Apple ML Research

Published on September 5, 2025

8 min read

Apple's Project Linwood & Greenwood | Stephen M. Walker II