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Home Business

Apple’s Siri Overhaul Hits Roadblocks in Internal Testing

A Long-Promised Update Faces Delays

by Anochie Esther
February 13, 2026
in Business, News
Reading Time: 4 mins read
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Siri

Image Credits: Bloomberg

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Apple’s long-anticipated Siri overhaul originally planned for inclusion in iOS 26.4 has encountered significant issues during internal testing, leading the company to reconsider its release strategy. Engineers have reportedly “run into snags” while refining the next-generation artificial intelligence features for Siri, causing key parts of the upgrade to be pushed out to later software versions instead of rolling out all at once as initially planned. This development represents a notable shift for Apple’s AI roadmap and highlights the challenges of integrating advanced, generative AI into a mainstream operating system.

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Apple first previewed its vision for a smarter, more context-aware Siri powered by advanced AI models at a developer conference more than a year ago. At the time, the company suggested these new capabilities would arrive in late 2025. That timeline slipped, and Apple subsequently set its sights on iOS 26.4 as the next likely milestone for the feature’s debut.

However, testing throughout late 2025 and early 2026 reportedly revealed persistent issues with Siri’s core functionality including improper processing of user queries, slow response times, and accuracy problems. Some automated responses even fell back on older methods instead of using the intended new AI engine, underscoring reliability concerns.

As a result, Apple now appears to be delaying major parts of the update beyond iOS 26.4, spreading the planned rollout across iOS 26.5 and possibly even iOS 27 later this year.

What Was Planned for Siri in iOS 26.4

The updated version of Siri was expected to bring the digital assistant into parity with modern AI chatbots, offering far deeper intelligence and practical utility than in past iterations. Rumored enhancements included:

  • Personalized context awareness, letting Siri leverage a user’s own messages, photos, and files (with consent) to provide more relevant responses.
  • On-screen awareness, enabling Siri to understand and act upon what’s visible on an iPhone’s display.
  • Deeper integration with apps, allowing Siri to perform complex tasks and chain actions across multiple programs.

These improvements are designed to make Siri not just reactive but proactive and genuinely helpful in daily use something many users and analysts have long criticized Apple’s assistant for lacking.

While some basic aspects of this upgrade may still arrive in the iOS 26.4 timeframe, many of the marquee features are now reportedly slated for later releases.

Part of Apple’s approach to the Siri overhaul has involved integration with Google’s Gemini large language models, which are among the most capable generative AI engines available. This partnership was intended to power Siri’s advanced reasoning, natural language understanding, and conversational abilities.

But integrating third-party models with Apple’s own systems especially while maintaining strong privacy protections and on-device performance has proven more technically challenging than anticipated. Internal builds of the updated software reportedly saw Siri occasionally defaulting to less optimal query processing paths, including falling back on older AI sources like ChatGPT, even when the Gemini-based system should have been in control.

At the same time, Apple has been working with a new internal architecture (codenamed Linwood) designed to handle both local processing and cloud support in a seamless manner. Engineers now appear to be shifting further testing to iOS 26.5 and beyond to refine this complex integration.

Insiders say Apple is now planning a phased rollout of the Siri upgrade rather than delivering the entire suite of features in one update. Under this approach:

  • Some limited Siri enhancements could ship with iOS 26.4 as early as spring 2026.
  • Additional capabilities including controversial ones involving personal data access and deeper cross-app intelligence may appear later in iOS 26.5, expected around May.
  • Even more advanced features could arrive with iOS 27, the major platform update scheduled for autumn 2026.

This staged timeline allows Apple to test and refine individual components at a pace that addresses both quality and privacy concerns, rather than forcing a single, imperfect launch.

Balancing User Experience, Privacy and Performance

One of Apple’s most defining priorities is user privacy, which complicates the rollout of an AI assistant that interacts with personal data. Unlike competitors that run models in the cloud with extensive tracking, Apple aims to keep as much processing as possible on-device and to preserve user control over sensitive information. This stance, while protecting privacy, also increases the technical difficulty of delivering a robust AI experience.

Delays suggest Apple is determined not to compromise on those principles, even at the risk of lagging behind rivals that have already deployed generative AI assistants more broadly. Internal discussions reportedly emphasize stability and reliability over speed of release, meaning that Apple engineers will continue refining Siri until the experience meets high standards.

The extended timeline for Siri’s upgrade has drawn varied reactions from users and analysts. Some observers note that Apple’s cautious approach aligns with its historical emphasis on quality and privacy, even if it means being slower than competitors. Others suggest that repeated delays highlight broader challenges for Apple in the AI race, where companies like OpenAI, Google and Anthropic have set high expectations for conversational assistants.

Among users, enthusiasm for a smarter Siri remains strong, but patience appears thin given repeated postponements. Many have expressed frustration over the delays, though others acknowledge the complexity of the task Apple has set for itself.

Despite setbacks, the consensus inside Apple’s ecosystem is that the AI-powered Siri upgrade is still expected in 2026, just on a more extended schedule than originally promoted. The platform will likely evolve incrementally across multiple updates, with core AI functionality arriving first and deeper, more personalized features following later.

This approach reflects a broader shift in how Apple thinks about software deployment moving away from big, monolithic releases toward more iterative, modular improvements that can be tested and polished over time.

As Apple continues refining its AI strategy, the next several updates to iOS and related platforms will be key indicators of whether the company can catch up and ultimately deliver on its long-promised vision for a truly intelligent digital assistant, one that’s not only voice-activated, but genuinely helpful in everyday life.

Tags: #internal testing#roadblocksAppleSiri
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