The Gilbane Advisor

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Gilbane Advisor 10-30-24 — LLM reasoning, alien thinking

This week we feature articles from Melanie Mitchell, and David Weinberger. 

Additional reading comes from Chris Messina, David Haber, Chance Miller, and Michael Parekh.

News comes from Semantic Web Company & Ontotext, Perplexity, Acquia, and Sitecore.

Our next issue will arrive November 6.

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


Opinion / Analysis

The LLM reasoning debate heats up

Three recent papers examine the robustness of reasoning and problem-solving in large language models

Melanie Mitchell describes each papers’ methodology, and findings, and concludes that “… there’s no consensus about the conclusion!” This may not be a surprise, but her article is a very readable and useful update. (11 min)

https://aiguide.substack.com/p/the-llm-reasoning-debate-heats-up

AI doesn’t think like us

David Weinberger wears his philosophy hat to make his case in this journal essay. The result is an especially thoughtful and balanced contribution to discussions about “knowledge” in a world of humans and machine learning. Prepare to think. (15 min)

https://dweinberger.medium.com/ai-doesnt-think-like-us-81a6fdc33e2a

More Reading

All Gilbane Advisor issues


Content technology news

Semantic Web Company and Ontotext merge to create Graphwise

The knowledge graph management platform includes complete multi-modal data support – unstructured, semi-structured and structured data.
https://graphwise.ai

Perplexity introduces Internal Knowledge Search and Spaces

 With Perplexity Pro and Enterprise Pro, you can search across both public web content and internal knowledge bases, and collaborate in Perplexity Spaces.
https://www.perplexity.ai/enterprise

Acquia adds new AI capabilities for digital asset management

Acquia Video Creator, by Moovly, is now available as an add-on module to Acquia DAM and PIM (product information management) solutions.
https://www.acquia.com/products/acquia-dam

Sitecore launches Sitecore Stream

Sitecore Stream helps orchestrate marketer experience across Sitecore solutions, including XM Cloud, Content Hub, and Digital Experience Platform (DXP).
https://www.sitecore.com/products/sitecore-stream

All content technology news


The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, web, data, 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.

Subscribe | View online | Editorial policy | Privacy policy | Contact

DataStax expands Astra DB extension for GitHub Copilot

DataStax, a AI platform, announced the enhancement of its GitHub Copilot extension with its AI Platform-as-a-Service (AI PaaS) solution. This extension makes it easier for developers to directly interact with DataStax Langflow and their Astra DB databases’ vector, tabular, and streaming data right from their IDE (integrated development environment) through the DataStax GitHub Copilot Extension. 

As generative AI adoption accelerates, developers are seeking tools that not only enhance productivity but also simplify complex workflows, enabling them to keep pace with innovation. New features include:

  • Database Creation: Developers can create databases (vector or serverless), in the user’s preferred cloud provider and region, in Astra DB directly through GitHub Copilot.
  • Flow creation: The Copilot Extension can build Langflow flows using simple English conversational prompts, provide direct links to the flows, and generate API calls to Langflow application endpoints in VSCode.
  • Expanded Capabilities: Copilot answers questions about databases and helps troubleshoot queries. These new features address challenges developers face by bringing low-code and traditional developers together, enabling a broader range of experience levels to leverage powerful AI tools within the familiar VS Code environment. This reduces the time to production, especially for teams that need to deliver quickly in competitive environments.

https://www.datastax.com/blog/astra-db-extension-github-copilot-updates

Salesforce launches Agentforce

Salesforce, a CRM (customer relationship management) provider, announced the general availability of Agentforce, a new layer on the Salesforce Platform that enables companies to build and deploy AI agents that can autonomously take action across business functions. Agentforce uses reasoning abilities to make decisions and take action, like resolving customer cases, qualifying sales leads, and optimizing marketing campaigns. Agentforce doesn’t depend on human engagement to get work done; these agents can be triggered by changes in data, business rules, pre-built automations, or signals via API calls from other systems.

Agentforce includes out-of-the-box agents that are easy to customize and deploy with low-code or no-code tools and that work around the clock across any channel. Users can customize pre-built agents to serve any industry and use case, like retail with order management topics, or financial services with billing and payment support topics.

With Agentforce, there’s no need to DIY (do it yourself) your AI. Customers can instantly turn their existing Flows, prompt templates, Apex, and APIs into agent actions, connecting to enterprise data, security models, and automations‌ with tools like Data Cloud, Slack, and MuleSoft. Salesforce admins and developers can use natural language to create instructions for agents.

https://www.salesforce.com/news/press-releases/2024/10/29/agentforce-general-availability-announcement/

Acquia adds new AI capabilities for digital asset management

Acquia, a provider of digital experience software, announced AI enhancements to the company’s digital asset management solution, Acquia DAM, to help creatives and marketers to increase productivity and extract more value from their digital content.

Acquia Video Creator, by Moovly, is now available as an add-on module to Acquia DAM and PIM (product information management) solutions. Acquia Video Creator allows users to produce professional-quality, brand-compliant videos with a drag-and-drop interface, existing assets from their digital asset library, customizable templates, and a library of graphics, animations, and video clips. Start entirely new projects, edit existing videos, and use AI features to generate scripts, voiceover, subtitles, transcripts, and translations. Acquia Video Creator also offers collaboration tools.

Acquia also expanded the AI features available within Acquia DAM to make it easier to manage, find, and share video and image assets. AI Video Transcription enables users to add an AI-generated video transcript that is stored on the video’s asset digest page. Transcripts are time-stamped and available via searches within the DAM. Automated Color Filtering removes human error that can arise in manual tagging by using AI to analyze the color profile of an image and provide filtering and search of specific HEX values.

https://www.acquia.com/products/acquia-dam

Semantic Web Company and Ontotext merge to create Graphwise

Semantic Web Company and Ontotext today announced the two companies have merged to become Graph AI provider, Graphwise. Semantic Web Company brings expertise in knowledge engineering, semantic AI and intelligent document processing, while Ontotext brings a versatile graph database engine and AI models for linking and unifying information.

Combining Ontotext GraphDB’s data management capabilities with PoolParty, knowledge and content management offerings from Semantic Web Company, Graphwise has created a comprehensive knowledge graph management platform, which includes complete multi-modal data support – unstructured, semi-structured and structured data. The Graphwise Platform, will enable customers to benefit from: 

  • Sophisticated, accurate and reliable AI applications that leverage the power of knowledge graphs for applications like Graph RAG, NLP, recommendation systems, and predictive analysis. 
  • Support unstructured and semi-structured data management into data fabric processes. 
  • The ability to scale effortlessly, while ensuring data remains well-structured and classified. This enables businesses to build AI systems capable of navigating vast networks of interconnected information without sacrificing accuracy or performance. 
  • Enhanced flexibility in designing models by providing the tools necessary in one platform to simplify architectural decisions.
  • A combined partner ecosystem and a broader market which creates more opportunities, including significantly larger project volumes. 

https://graphwise.ai

Perplexity introduces Internal Knowledge Search and Spaces

From industry professionals to hobbyists, people use Perplexity in ways we never imagined, but we want to give users even more flexibility and control over the types of sources they prompt, which is why we’re excited to introduce Internal Knowledge Search and Spaces.

While file upload has been part of Perplexity for some time, one of our most requested features has been the ability to search internal files alongside the web. With Perplexity Pro and Enterprise Pro, you can now search across both public web content and your own internal knowledge bases. Seamlessly access and synthesize the best information from all sources to get the answers you need, faster.

We’ve also reinvented how teams research and organize information with Perplexity Spaces — AI-powered collaboration hubs that can be customized to your specific use case. You can invite collaborators, connect internal files, and customize the AI assistant by choosing your preferred AI model and setting instructions for how it should respond.

Spaces gives you access controls over who can access your research and files. For Enterprise Pro customers files and searches are excluded from AI training by default. Pro users can choose to opt out of AI training in their settings.

https://www.perplexity.ai/enterprise

Sitecore launches Sitecore Stream

Sitecore, a digital experience software provider, today announced Sitecore Stream to address challenges and opportunities faced by enterprise marketing teams. Built on Microsoft Azure OpenAI Service, Sitecore Stream helps orchestrate a seamless marketer experience across Sitecore solutions, including XM Cloud, Content Hub, and Experience Platform (XP).

Sitecore Stream leverages generative AI to simplify marketing workflows and enhance productivity through orchestration, content intelligence, and automated assistance. Sitecore Stream leverages Sitecore’s composable product architecture, enabling full interoperability across a brand’s existing martech stack, with built-in AI guardrails to help preserve brand compliance and data privacy. Sitecore Stream includes:

  • Brand-aware AI: Helps align marketers’ actions, recommendations, and experiences with the organization’s brand identity, values, and guidelines.
  • AI-enhanced workflows: Automates repetitive tasks to accelerate execution and boost collaboration. These workflows may be creating content, building a website page, or A/B testing a call to action to help marketers stay in a productive flow.
  • Generative copilots: For brand, brief, content, and experience creation and optimization, these help marketers stay true to their brand and brief as they complete their work.

Sitecore Stream capabilities are available today.

https://www.sitecore.com/products/sitecore-stream

Gilbane Advisor 10-9-24 — ChatGPT Canvas, Agent tooling

This week we feature articles from Kurt Cagel, and Tula Masterman.

Additional reading comes from Michal Malewicz, Tari Ibaba, Eugen Rochko, Rachel Andrew, and Sara Fischer.

News comes from MongoDB, Magnolia, Movable Ink, and Optimizely.

Our next issue will arrive October 30.

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


Opinion / Analysis

An imperfect Canvas … but an interesting first step

OpenAI… “We’re introducing canvas, a new interface for working with ChatGPT on writing and coding projects that go beyond simple chat. Canvas opens in a separate window, allowing you and ChatGPT to collaborate on a project. This early beta introduces a new way of working together—not just through conversation, but by creating and refining ideas side by side.” 

Kurt Cagel has taken Canvas for a spin, and describes his experience using the basic editing capabilities. (6 min)

https://www.linkedin.com/pulse/imperfect-canvas-interesting-first-step-kurt-cagle-1gwvc

AI agents: The intersection of tool calling and reasoning in generative AI

Tula Masterman’s article “… focuses on how reasoning is expressed through tool calling, explores some of the challenges of tool use, covers common ways to evaluate tool-calling ability, and provides examples of how different models and agents interact with tools.” is a valuable resource. Be sure to check out The Berkeley Function Calling Leaderboard V3 she references. (11 min)

https://medium.com/towards-data-science/ai-agents-the-intersection-of-tool-calling-and-reasoning-in-generative-ai-ff268eece443

More Reading

All Gilbane Advisor issues


Content technology news

MongoDB releases MongoDB 8.0

The document database has performance improvements, reduced scaling costs, additional scalability, resilience, and data security capabilities.
https://www.mongodb.com/products/updates/version-release

Magnolia integrates Magnolia DXP with Veeva Vault PromoMats

Marketers can create digital experiences for multiple channels using MLR reviewed and approved assets in Veeva Vault PromoMats.
https://www.magnolia-cms.com

Movable Ink adds Da Vinci to Adobe Experience Cloud integrations

Joint customers can leverage their enterprise-specific data and campaign assets to inform the intelligent assembly and personalization of email templates and content variations.
https://movableink.com/adobe-and-movable-ink

Optimizely to acquire NetSpring

Optimizely’s DXP provides “warehouse native” analytics, enabling customers to tie experimentation and other digital experience activities to business metrics.
https://www.optimizely.com/netspring

All content technology news


The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, web, data, 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.

Subscribe | View online | Editorial policy | Privacy policy | Contact

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