The Gilbane Advisor

Curated for content, computing, data, information, and digital experience professionals

Adobe releases AI agents for customer experience orchestration

Adobe announced the general availability of AI agents to help businesses build, deliver and optimize customer experiences and marketing campaigns. Powered by the Adobe Experience Platform (AEP) Agent Orchestrator, Adobe is also creating an AI platform for businesses to manage and customize agents from Adobe and across third-party ecosystems, ensuring agents can understand context, plan multi-step actions, and refine responses. AEP, used by businesses to connect real-time data across their organization, anchors Adobe’s offerings in understanding enterprise data, content and workflows.

Adobe also announced the general availability of AEP Agent Orchestrator, including a reasoning engine to drive contextually relevant and goal-oriented automated actions, with support for refinement using a “human-in-the-loop” approach.

Out-of-the-box agents will be available in Adobe applications such as Real-Time Customer Data Platform, Experience Manager, Journey Optimizer, and Customer Journey Analytics.

  • Audience Agent helps teams create and monitor audiences for personalization initiatives.
  • Journey Agent supports building and optimizing customer journeys across channels.
  • Experimentation Agent analyzes test results and suggests optimizations.
  • Data Insights Agent enables visualization and forecasting from customer signals.
  • Site Optimization Agent flags website issues such as broken links or low-performing pages.
  • Product Support Agent assists users with troubleshooting, case creation, and tracking.

https://news.adobe.com/news/2025/09/adobe-announces-general-availability-ai-agents

Optimizely debuts agent orchestration platform

Optimizely, a digital experience platform (DXP) provider, announced agentic capabilities to enhance its AI offering, Optimizely Opal. Opal now gives marketing and digital teams access to a library of specialized agents, the ability to build their own agents, and a drag-and-drop interface to orchestrate workflows that connect with existing data and tools.

Optimizely also recently introduced a GEO-ready CMS, a visibility engine made for AI-powered search. With capabilities for both page and site-wide optimization, as well as GEO analytics, the CMS helps ensure content gets found and stays seen as tools like ChatGPT, Perplexity, and Gemini are increasingly used as search engines.

The platform includes a library of dozens of ready-to-use, specialized AI agents that customers can deploy immediately into their operations. These agents cover a wide range of tasks—from drafting and scheduling content to checking copy for legal or compliance issues, and from conducting competitive research to analyzing web performance with Google Analytics. They are also built to work across Optimizely products, including CMS, CMP, and Experimentation.

Marketers can connect Opal to their existing data sources or plug in third-party tools, ensuring agents work with relevant, real-time context. Users can also access Opal directly through Slack.

https://www.optimizely.com/company/press/ai-orchestration-platform

Atlassian to acquire The Browser Company

From the Atlassian blog… (Also see details from The Browser Company)

Building the AI browser for knowledge workers – a browser that helps you do, not just browse.

Today, I’m excited to share an exciting step forward for Atlassian. We’ve entered into an agreement to acquire The Browser Company of New York, the team behind the incredible Dia and Arc browsers.

By combining The Browser Company’s passion for building browsers people love with Atlassian’s deep expertise on how the world’s best teams operate, we have the opportunity to transform how work gets done in the AI era…

Today’s browsers weren’t built for work. They were built for browsing – reading the news, watching videos, looking up recipes. And sure, you may do some of those things in your browser during the workday, but most of those tabs represent a task that needs to get done. A meeting to schedule. A design to review. A work item to update in Jira. A memo to write. Before you know it, it’s hard to see through the forest of tabs.

Knowledge workers need a browser designed for their specific needs, not one that’s been built for everyone on the planet. That’s what we will build with The Browser Company. Our vision is to make Dia the browser:

  • Optimized for the SaaS apps where you spend your day. Whether you’re working in email or a project management tool or a design app, your tabs will be enriched with context that helps move your work forward.
  • Packed with AI skills and your personal work memory to connect the dots between your apps, tabs, and tasks.
  • Built with trust and security in mind Security, compliance, and admin controls will be baked into every aspect of Dia.

https://www.atlassian.com/blog/announcements/atlassian-acquires-the-browser-companyhttps://browsercompany.substack.com/p/your-tuesday-in-2030

Neo4j launches Infinigraph

Neo4j, a graph database and analytics platform, unveiled Infinigraph: a new distributed graph architecture available in Neo4j’s self-managed offering. Infinigraph enables Neo4j’s database to run operational and analytical workloads together in a single system at 100TB+ scale, without fragmenting the graph, duplicating infrastructure, or compromising performance.

Teams can run both types of workloads in the same system, without ETL pipelines, sync delays, or redundant infrastructure. It can power autonomous agents, compliance systems, and transactional applications on one consistent source of connected truth. Teams can detect fraud and analyze fraud rings from the same dataset. They can generate real-time customer recommendations while analyzing decades of customer data and behavioral trends.

The database guarantees full ACID compliance so that every read, write, and update is consistent, reliable, and recoverable, even with billions of relationships and thousands of concurrent queries run in real time.

The new architecture uses sharding that distributes the graph’s property data across different members of a cluster. The graph stays logically whole, queries behave as expected, and applications scale without code changes or manual workarounds.

Infinigraph is available now as part of Neo4j’s Enterprise Edition and will soon be available in AuraDB, Neo4j’s cloud-native platform for graph applications.

https://neo4j.com/press-releases/neo4j-launches-infinigraph

Gilbane Advisor 7-30-25 — Neurosymbolic AI, on-device models, chat lies

This week we feature articles from Melanie Mitchell, Gary Marcus, and Cobus Greyling.

Additional reading comes from Michael Andrews, Robert Dennyson, Sainath Palla, and Eugene Yemelyanau & Jake Grice.

News comes from DeepL, Bloomreach & Snowflake, TileDB, and BrowserStack.

Reminder: We don’t usually publish in August. We’ll resume our regular schedule, such as it is, in September.

All previous issues are available at https://gilbane.com/gilbane-advisor-index


Opinion / Analysis

How o3 and Grok 4 accidentally vindicated Neurosymbolic AI

Gary Marcus …

“This essay explains what neurosymbolic AI is, why you should believe it, how deep learning advocates long fought against it, and how in 2025, OpenAI and xAI have accidentally vindicated it … And it is about why, in 2025, neurosymbolic AI has emerged as the team to beat.”

Those familiar with the long and often heated debates between advocates of neural network and symbol-manipulation approaches to AI may want to skip or scan the first half or so, but Marcus makes a good case for the combo. (19 min)

https://garymarcus.substack.com/p/how-o3-and-grok-4-accidentally-vindicated

Apple foundation models — data sourcing & human oversight in building models

Cobus Greyling shares some rare encouraging news for Apple AI. In particular, Apple’s on-device model (AFM) at approximately 3 billion parameters (~3B), fares well in a benchmark comparison with similar on-device size models from Qwen and Google Gemma. (6 min)

https://cobusgreyling.medium.com/apple-foundation-models-data-sourcing-human-oversight-in-building-models-459de8e0cdcc

Why AI chatbots lie to us

Melanie Mitchell explains in plain language why we should not be surprised that AI chatbots are prone to deceive us, and why caution is called for. A good article for a broad audience. (8 min)

https://www.science.org/doi/10.1126/science.aea3922

More Reading

All Gilbane Advisor issues


Content technology news

DeepL expands real-time voice translation capabilities

DeepL Voice updates include expanded language support and advanced meeting productivity features, with Zoom Meetings integration coming soon.
https://www.deepl.com/en/products/voice

Bloomreach and Snowflake partner

Connecting the Snowflake AI Data Cloud with Bloomreach’s Autonomous Marketing, businesses can centralize and activate data across marketing channels.
https://www.bloomreach.com/en/news/2025/bloomreach-and-snowflake-partner-to-unify-customer-data-and-ai-driven-activation-helping-marketers-personalize-the-entire-customer-journey/

TileDB announces partnership with Databricks to harness multimodal data

The partnership provides for the integration of complex scientific data from TileDB, with Databricks Data Intelligence Platform and analytics workflows.
https://www.tiledb.com

BrowserStack launches Accessibility Design Toolkit

Figma plugin powered by BrowserStack’s Spectra Rule Engine, prevents up to 40% of accessibility issues before development even begins.
https://www.browserstack.com/accessibility-design-toolkit

All content technology news


The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, data, web, and digital experience technology and information professionals. We publish recommended articles and content technology news most Wednesdays. We do not sell or share personal data.

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DeepL expands real-time voice translation capabilities

DeepL, a global Language AI company, announced several updates to its live speech translation solution, DeepL Voice, including expanded language support and advanced meeting productivity features, with Zoom Meetings integration coming soon.

DeepL Voice provides multilingual speech translation in real time, both virtually and in person. DeepL Voice for Meetings provides translated captions during virtual meetings, while DeepL Voice for Conversations offers instant speech translation on mobile for dynamic face-to-face interactions. Updates include:

  • Expanded language coverage: DeepL Voice now supports spoken input in three additional languages – Mandarin Chinese, Ukrainian, and Romanian – adding to its existing lineup (English, German, Japanese, Korean, Swedish, Dutch, French, Turkish, Polish, Portuguese, Russian, Spanish and Italian). Translated captions are available in 35 languages supported by DeepL Translator, with new additions Vietnamese and Hebrew.
  • Enhanced meeting productivity features: Full transcripts and translations from meetings to streamline notes, minutes and follow-up tasks can be downloaded with dedicated admin controls to maintain enterprise-level security and compliance.

DeepL Voice for Meetings will soon be available for Zoom Meetings, expanding beyond its existing Microsoft Teams integration to make multilingual communication accessible on the virtual meeting platform. For in-person interactions, DeepL Voice for Conversations continues to be available on iOS and Android.

https://www.deepl.com/en/products/voice

Bloomreach and Snowflake partner

Bloomreach, a platform for personalization, today announced a new partnership with the Snowflake AI Data Cloud, empowering businesses to activate enterprise-grade data infrastructures across marketing channels. With Bloomreach and Snowflake, businesses can combine customer engagement with maximum personalization, connecting customer data stored in Snowflake with Bloomreach’s AI-powered marketing solutions. This partnership ensures marketers can activate their Snowflake data instantly and intelligently through Bloomreach.

Bloomreach’s native Snowflake integration is already available to businesses. It securely syncs customer attributes, event data, and product catalogs from Snowflake into Bloomreach. Businesses unlock the full value of their customer data, breaking down silos between storage and activation, and enabling personalization powered by AI.

Additionally, this integration enables marketing teams to:

  • Power Loomi AI agents in Bloomreach with enriched customer and product intelligence
  • Automate campaign triggers based on Snowflake events
  • Deliver timely personalization with fresh data and hyper-relevant insights
  • Safeguard sensitive data through selective import capabilities, transferring only the specific data required for a given use case

https://www.bloomreach.com/en/news/2025/bloomreach-and-snowflake-partner-to-unify-customer-data-and-ai-driven-activation-helping-marketers-personalize-the-entire-customer-journey/

BrowserStack launches Accessibility Design Toolkit

BrowserStack, a software testing platform, announced the launch of its Accessibility Design Toolkit, a Figma plugin that helps design teams build accessible products right from the design stage.

BrowserStack’s collaboration with WebAIM on the 2025 WebAIM Million report reveals the scope of the problem: 94.8% of one million analyzed homepages had at least one WCAG failure, with color contrast and missing alt text issues ranking among the top two—both preventable during design.

With over 8,800 ADA lawsuits filed in 2024 and the European Accessibility Act, teams are under pressure to meet standards, yet most still address these issues after launch, when fixes become harder and more expensive.

With BrowserStack’s Spectra Rule Engine, the Accessibility Design Toolkit helps shift accessibility left and enables design teams to:

  • Scan Figma design files for color contrast, touch target size, spacing issues, and more
  • Auto-detect UI components, validate against WCAG standards, and auto-annotate with ARIA roles
  • Get AI-powered suggestions to add alt text, fix heading structure, and improve keyboard focus order
  • Generate developer-ready handoffs with built-in accessibility specs and clear annotations

The Accessibility Design Toolkit is a part of BrowserStack’s all-in-one accessibility suite and is available to all Figma users, integrating into existing workflows.

https://www.browserstack.com/accessibility-design-toolkit

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