Constructed Futures: Recent Episodes
Hugh Seaton
A weekly conversation about the future of our built environment, featuring outside experts and seasoned leaders in construction, architecture and more.
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In addition to MCP, Google, IBM and others have presented protocols and frameworks that will help AI agents talk to each other. These protocols are essential unlocks to getting value out of agents. This hosted briefing walks through the protocols and why they matter.
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Here's a shorter briefing based on the same information
Executive Summary:
Anthropic's Model Context Protocol (MCP), announced in late November 2024, is an open protocol designed to standardize how AI systems interact with external data sources and tools. It aims to overcome the current fragmented landscape of AI integration, where bespoke solutions are often required for each new connection. MCP establishes a universal framework for communication, simplifying development, enhancing AI agent effectiveness through improved context and tool access, and fostering a vibrant ecosystem of AI capabilities. By utilizing a client-server architecture and defining key primitives for data and action exchange, MCP offers a more dynamic and context-aware approach compared to traditional REST APIs. The emergence of MCP registries and marketplaces like smithery.ai further signifies its potential to transform the future of AI by enabling more interconnected, adaptable, and powerful AI systems.
Key Themes and Important Ideas/Facts:
1. Addressing the Challenges of AI Integration:
- The current method of integrating AI models with external resources is often complex and requires custom solutions for each connection. "When building AI applications today, each project frequently requires unique, bespoke solutions for how AI processes are constructed and how they connect with necessary data resources." (Introduction)
- This leads to significant development and maintenance burdens.
- MCP aims to solve this by providing a universal, open standard for connecting AI systems with data sources and tools. "MCP offers a unified solution to this problem by providing a universal, open standard for connecting AI systems with data sources, effectively replacing these fragmented integrations with a single, consistent protocol." (Introduction)
- The motivation is to overcome the limitations of isolated AI models "trapped behind information silos and legacy systems." (Introduction, citing source 2)
- MCP addresses the "MxN problem" by transforming it into an "N plus M setup," where each model and tool only needs to conform to the standard once. "Without a standardized protocol, this results in a complex web of M multiplied by N individual integrations... MCP's approach transforms this into a much simpler N plus M setup, where each tool and each model only needs to conform to the MCP standard once..." (Introduction, citing source 3)
- By open-sourcing MCP, Anthropic intends to foster collaboration and a shared ecosystem.
2. Core Concepts of MCP:
- Client-Server Architecture: MCP is built on this established pattern. "At its core, the Model Context Protocol (MCP) is built upon a client-server architecture, a well-established design pattern in computing, to facilitate the connection between AI models and external resources." (Core Concepts)
- Host: The AI-powered application or agent environment the user interacts with (e.g., Claude desktop app, IDE plugin). "The Host is the AI-powered application or agent environment that the end-user directly interacts with." (Core Concepts) It can connect to multiple MCP servers and manages client permissions.
- Client: An intermediary within the Host that manages the connection to a single MCP server, maintaining a one-to-one link. "The Client acts as an intermediary within the Host, responsible for managing the connection to a single MCP server." (Core Concepts) It handles communication lifecycle and maintains stateful sessions.
- Server: An external program that implements MCP and provides capabilities (tools, data, prompts) for a specific domain (e.g., databases, cloud services). "The Server is a program, typically external to the AI model itself, that implements the MCP standard and provides a specific set of capabilities." (Core Concepts) Anthropic and the community have released servers for Google Drive, Slack, GitHub, Postgres, SQLite, and web browsing.
- This architecture is likened to a "USB port" for AI. "This client-server architecture, often likened to a 'USB port' for AI applications, provides a standardized way for AI assistants to 'plug into' any data source or service without requiring custom code for each connection." (Core Concepts, citing source 3)
3. MCP vs. REST APIs for AI Agents:
- Limitations of REST APIs: Require significant manual effort, lack standardized context management, often stateless, static API definitions. "Integrating AI agents with external services via REST APIs often requires significant manual effort and lacks a standardized way to manage the evolving context of agent interactions." (MCP vs. REST APIs for AI Agents)
- Advantages of MCP:Standardized Communication: Based on JSON-RPC, simplifying integration.
- Dynamic Tool Discovery: AI can query servers to understand available tools. "AI models equipped with an MCP client can query connected servers to understand the tools and resources they offer." (MCP vs. REST APIs for AI Agents)
- Two-Way Real-Time Interaction: Supports persistent connections for context updates.
- Superior Approach Scenarios: Complex workflows with multiple tools, real-time data integration, frequently changing toolsets, intelligent assistants, automated coding tools, dynamic data analytics.
4. Enhancing AI Agent Effectiveness:
- Improved Contextual Awareness and Management: MCP allows agents to access and retain relevant context from multiple sources, overcoming context window limitations. "One of the most significant ways in which the Model Context Protocol enhances the effectiveness of AI agents is by enabling improved contextual awareness and management." (Enhancing AI Agent Effectiveness)
- The ability to connect to multiple servers simultaneously supports complex workflows.
- The "Resources" primitive provides just-in-time, modular context, leading to more efficient processing and accurate responses.
- Facilitating Seamless Integration: MCP eliminates the need for custom code for each new data source or tool. "By providing a standardized interface, MCP eliminates the need for developers to write custom code for each new data source or tool that an AI agent needs to interact with." (Enhancing AI Agent Effectiveness)
- Pre-built servers for popular systems (Google Drive, Slack, GitHub, databases) streamline integration.
- Supporting Advanced Reasoning and Decision-Making: The "Tools" primitive allows agents to invoke functions and access real-time data.
- The "Sampling" primitive enables complex, multi-step reasoning processes (with recommended human approval).
- Real-World Examples:Corporate chatbots querying multiple internal systems.
- AI-powered coding assistants (Sourcegraph Cody, Zed Editor) accessing codebases.
- Anthropic's Claude Desktop accessing local files. "By integrating MCP, Claude can securely access local files, applications, and services on the user's computer." (Enhancing AI Agent Effectiveness)
- AI2SQL generating SQL from natural language.
- Apify allowing AI agents to access Apify Actors for automation.
5. Driving Adoption for AI Tool Providers:
- Standardized Integration: Reduces the complexity and costs of developing and maintaining multiple custom integrations. "By providing a single, open standard for connecting AI models with tools, MCP reduces the need for tool providers to develop and maintain multiple custom integrations tailored to different AI platforms." (Driving Adoption for AI Tool Providers)
- Increased Interoperability: Tools can work with any MCP-compatible AI model, broadening the potential user base and reducing vendor lock-in. "Tools built using the MCP standard can seamlessly work with any AI model that has implemented an MCP client, regardless of the AI provider (e.g., Anthropic, OpenAI) or whether it's an open-source model." (Driving Adoption for AI Tool Providers)
- Opportunities for Innovation and Specialization: Enables developers to create specialized servers that can be accessed by any MCP client, fostering a division of labor.
- Benefits for Scalability and Future-Proofing: Ensures integrations remain compatible with future AI models adhering to the standard.
6. Real-World Use Cases and Examples of MCP Implementation (Detailed):
- Coding Assistants: Sourcegraph Cody and Zed Editor.
- Enterprise Integrations: Block and Apollo. "Companies like Block and Apollo have adopted MCP to securely connect their AI systems with internal data repositories and customer relationship management (CRM) systems." (Real-World Use Cases and Examples of MCP Implementation)
- Desktop AI Applications: Anthropic's Claude Desktop.
- Data Querying Tools: AI2SQL.
- Automation Platforms: Apify.
- Community-Built Servers: Numerous servers on platforms like Smithery.ai and mcp-get.com for databases, cloud services, etc.
7. Future Implications and the Evolving AI Ecosystem:
- Fostering Interoperability and Standardization: MCP has the potential to become a universal standard for AI integration. "By establishing a universal standard for AI integration, MCP could become the equivalent of HTTP for the web or USB-C for device connectivity in the AI world." (Future Implications and the Evolving AI Ecosystem)
- Could decouple AI model choice from underlying integrations.
- Potential Impact on AI R&D and Deployment: May shift focus towards effective utilization of external information over solely increasing model size. Could lead to more modular AI system designs.
- Addressing Potential Challenges: Requires buy-in from AI providers and tool developers. Security is paramount. Ensuring user trust and human oversight are crucial. "Security is another paramount concern. Allowing AI agents to access and interact with external systems, especially sensitive enterprise data, necessitates robust security measures to prevent unauthorized access or data leaks." (Future Implications and the Evolving AI Ecosystem)
Conclusion:
MCP offers a promising path towards a more interconnected, context-aware, and effective AI ecosystem. Its standardized framework addresses critical integration challenges, enhances AI agent capabilities, and provides new opportunities for tool providers and the broader AI community. While adoption challenges exist, the potential transformative impact of MCP on the future of AI is significant.
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Ellen Crews has been at the center of specifications, data and the standards used to govern information in construction for many years. As a former board member of CSI and long tenured specifier, her perspective on how information is used and how facilities need to be managed is unique. In this conversation, Ellen shares some of the concerns about the data loss between construction and handover, and some of the specific reasons what is a 'good' decision for construction might set an asset up for trouble later on.
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Like many contractors, Haskell faced the need to innovate head on, and created an increasingly sophisticated approach to assessing, piloting, partnering and investing in construction technologies. Through their Dysruptek subsidiary, Haskell is able to play a number of roles in the innovation ecosystem. Hamzah Shanbari serves as the construction technologist for Dysruptek, bringing his experience in VDC together with investment and broader technology acumen.
The Association of Union Constructors is 1,800+ contractors focused on building the power, industrial and other engineering-heavy buildings that help make our world. Todd Mustard and his team have worked to create a culture if innovation and knowledge sharing amongst TAUC members, culminating every year with their Industrial Grade Innovation show. Todd had some great ideas and observations about technology, and how its going to continue to impact how the world gets built.
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Fieldwire connects different members of the construction field painlessly - so painlessly that they've seen a large part of their early growth through organic word of mouth, something construction is not usually known for. Yves Frinault, CEO and Co-Founder walks through the benefits of immediate, seamless connectivity, and how Fieldwire makes it easier for everyone to just get the job done.
What if you could have a rich, interactive jobsite meeting with just your mobile phones, tablets and laptops, without needing to leave the trailer, office, or even area of the jobsite? What if you could record those meetings for interactive, 3D playback later? Imajion does this and more, helping contractors, owners and architects meet much more regularly, painlessly, and document work and discussions along the way.
Keeping up with work that has been done on the construction jobsite is a never ending struggle. Documenting work that has been completed takes time and has in the past been primarily manual. StructionSite have pioneered the use of scans and photos to automate site documentation, and in doing so have created an entirely new class of construction software. Matt Daly, CEO of StructionSite, shared their product, vision and some great perspective on where the jobsite of the future is going.
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Larry Aoun is a project manager at Gilbane Building Company, where he'll oversee the process of bringing in customer requirements, turning those into logs, running the job then finally handing over the project to the owner. We discuss progress of digitizing this process. A fantastic view into how projects are run and what goes into making sure that requirements are communicated, managed and tracked across a project's lifecycle.
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At the end of every construction project, files, warranties, and other materials need to be handed over to the owner - a process that is often difficult, expensive and hard to do satisfactorily. In today's hyper competitive construction market, solid handovers can be a competitive advantage, and Buildr was designed to make that easy and efficient. Co-founder Caleb Taylor takes us through their process and the launch of their new CRM for new business at Buildr.
Contracts are at the heart of construction projects, and often are the source of inefficiencies and ultimately litigation. Brian Perlberg, Executive Director and Senior Counsel of ConsensusDocs, walks us through how they're making better contracts, creating new contracts that empower innovations like BIM, Design-Build and more, and are formed from a huge coalition of contractors, technologists, trades and more.
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Fabrication of construction materials continues to evolve, becoming more and more efficient, accurate and effective. Pypeserver has developed their own proprietary file formats, processes and software to push the envelope and provide best in class fabrication. David shares his thoughts on fabrication, and introduces the idea of a 'well constructed point solution.'
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BIM is critical to most construction workflows - as expectations for quality BIM work continue to grow, companies like BIM Designs help owners and contractors to handle the work. Mark Oden shares how his team have built a world class, union-centric BIM detailing crew.
CSI has been the steward and producer of the MasterFormat, UniFormat and OmniClass standards for decades. CSI now makes these available digitally through an API. Rick takes us through the value of the API and its unique "crosswalking" functionality, as well as what it takes to make a truly world-class API.
Construction projects are full of repetitive, tedious, but necessary tasks, like filing daily reports, administering orientations, and so on. Nyfty.ai creates 'bots' that handle critical tasks like these, and leverages powerful natural language understanding to make interacting with these bots fast and easy. As more and more processes digitize, understanding how to automate these processes will be critical.
Supply chain and Logistics are one of the more complex parts of any operation, and construction is especially complex. James Swanston applies critical lessons learned in a military career to the problems of logistics in construction, and gives us some ideas for where supply chain and logistics will evolve in the future.
More and more attention is being paid to preconstruction processes. Jeff Sample, head of communications at Join, explains that the key missing ingredient in many preconstruction processes is effective communication amongst different teams. Join was designed to provide the tools and platform to facilitate those communications.
Sharing files easily, securely, instantly on a jobsite is not easy. Doing so with uneven WiFi can be even harder. Egnyte's Ronen Vengosh explains how they keep files secure, what it takes to help their clients with cybersecurity, and some of the cool file sharing features that Engyte offers.
At a time when there are a great deal of new technologies and products to help with the construction process, navigating this new landscape can be a challenge. Kaushal Diwan, and Henning Roedel share their lessons learned and approach to assessing, piloting and managing a portfolio of technologies across DPR.
Scott Ellison has invested in a number of contech startups, and is actively involved in the space. We talked about his "respect/disrupt" ratio, and how some of the unique aspects of the construction industry affect technology adoption, startups and the future of the industry. A great set of perspectives for startups, investors and innovation teams.
Trent is one of four hosts of the Construction Dorks, find more about them here: https://www.constructiondorks.com/
LS Black, a general contractor based in Minneapolis, has needed to be at the forefront of construction cybersecurity because of government contracts. Peyton Kringlie is one of the team members driving the development of sophisticated cybersecurity practices and policies throughout the company. Peyton shares some great lessons learned for other contractors starting a similar journey.
Why should owners care about digital twins? Actually lots of reasons, and Augmented Construction's Carl Ericson takes us through a number of them. From scope certainty, to future changes to really understanding what their building will look and feel like, digital twins offer a powerful set of benefits for owners.
Learn more at: http://augmentedconstructioninc.com/
Revizto was made to open up BIM and VDC workflows for greater collaboration among the entire team, not just Revit users. Brett Settles brings his years of experience in VDC to our conversation to explain past and current issues, and how Revizto addresses them.
Our conversation also covered the interesting idea of technology getting out ahead of management, and their need to understand what is being produced and used - Revizto helps with this issue as well.
Red Team started within a mid-tier construction company, and has grown over the years to address the distinct needs of this market segment. Frederic Guitton, Red Team's Chief Revenue Officer, shares his insights about Construction's mid-market, and how Red Team addresses those needs.
Learn more at: https://www.redteam.com/
Benny Baltrotsky has been in leadership roles across the construction technology ecosystem, from the Construction Progress Coalition to eSub, and now MSUITE. We discuss the evolution of MSUITE and its role in the continued development of offsite and prefabrication processes. MSUITE provides a fantastic case study for construction technology companies, as it has found a balance of customer-led and internally generated innovation, and between configurability and "out of the box" settings that make it easy for early users.
eVolve MEP grew from a desire to give powerful BIM detailing tools to the trades, and has grown into a set of products that 'turn days into hours' in terms of workflow. Clay Smith, CEO of eVolve, describes their journey, how they're working to create ever better products, and some ideas for the future of MEP supply chains.
MCAA has been a leader in thinking about technology, training and work process of trades in construction. At their recent MEP Innovation conference, mechanical, pipefitting, electrical, sheet metal trades all collaborated to recognize commonalities and think through new approaches. Sean shares some of the findings from this process and others.
Travis Voss is leader of innovative technology at Helm mechanical, where he's overseen implementation of a range of technologies. We discuss the realities of getting technology to work for project teams, manage a full technology stack, and think about data strategy.
For years, Jon Chesser has been a leader in the use of RFID and other tagging technologies to add unprecedented data to supply chain planning and analytics. Through Jovix, Jon and his team are able to change everything from labor to scheduling to payment through the addition of detailed, up-to-the-minute status of materials from fabrication through shipping to location on laydown yards and more. A fascinating picture of how construction supply chains can evolve.
Jeff Houtz has spent decades in the construction supply chain, and has seen it evolve from simple purchasing to more a strategic function. Jeff explains the complexities of balancing total cost with simple price, but also how data can truly change how we think of supply chains in construction.
Industrialized, or offsite construction, is emerging as a powerful new approach to solving some of constructions biggest problems, from safety, to labor, to productivity, to cost & schedule overruns. Vikas Murali takes us through how Offsight provides crucial visibility into the offsight production process and marries it to the field.
Understanding jobsite progress is time consuming, inaccurate and expensive. Constru AI are using advanced computer vision techniques from autonomous vehicles and other sectors to revolutionize how we collect jobsite data, how it is analyzed, and how it changes engineering and management workflows. Michael Sasson, Constru CEO, explains all of this and where it is going next.
How should contractors approach data strategy? How can they make the most of past and future data generated in construction operations? Roz Buick, Construction SVP at Oracle, shares her perspectives on where to start, and where data can take the industry next.
Every jobsite has new subcontractors, short term laborers and other team members onboarding constantly. How can general contractors ensure that new workers have the safety training they need, and are in compliance? John Noughton and I discuss the issues and solutions.
Bruce Orr, Founder and Chief Data Scientist of ProNovos, shares his experience creating value with construction data, joined by ProNovos client and partner Wick Zimmerman of Outside the Lines, a Design-Build contractor.
For over a decade, Nathan Wood has been a leading thinker in the construction world, driving the conversation around data connectivity, lean processes and more. Join us for a look at the state of integration and how its being moved forward.
David Bowcott and Donais Deetz talk about AON insurance's Technology Assessment Panel, and the insights this and other efforts provide about how construction technology impacts risk, control of risk and the future of project delivery.
Josh Levy spent years as a lawyer with, and for, top construction companies. He and his team discovered that the same issues come up and over, so they created a ground breaking software to help contractors navigate the key clauses in contracts - in the process better understanding and potentially reducing their risks.
Gregg Wallace is an investing principal at Building Ventures, a built environment-focused Venture Capital firm that grows from over 20 years of ConTech experience. Gregg shared insights into how startups can be founded much faster than in the past, what it takes to attract investment, and where the industry might be headed.
Versatile provides a unique blend of sensors and analytics that give contractors a much more comprehensive awareness of their jobsite and all the activities going on at a granular level. By re-thinking the problem of how to really see everything that is going on, Versatile have created a crane-based system that literally overlooks the jobsite.
Jonathan Marsh is an accomplished technologist focused on MEP projects through his company, Steel Toe Consulting. Through many years and projects, he's developed an understanding of MEP work processes - and here he asks why we are still only partially using BIM as the core of these and other construction processes.
Kelly Doyle has been deep into construction technology for years, and brings his perspective on how systems connect, how data flows across systems and how to unify it all for a project.
Josh Bone, Executive Director of Electri, the research and education organization for the electrical contracting industry, has a unique perspective on the present and future of the trades. Join us as Josh lays out some of the opportunities both for the trades to evolve their expertise, and for construction overall to benefit from that evolution.
DADO has been developing software that connects workers on the jobsite to the information they need, right when they need it. DADO has evolved into an amazing AI Voice powered tool that combines a deep knowledge of actual construction processes, with powerful search and natural language processing to ensure that folks on the jobsite have what they need, when they need it.
Albert Bou Fadel is CEO and founder of Smart Barrel, a hardware & software platform that helps companies manage jobsite manpower. Albert and his team have found innovative ways to blend tough, 'low tech' solutions that work anywhere, with sophisticated cloud services that are just getting started.
It's a refreshing to hear innovation stories that don't start with an acronym.
We hear about industrialized construction, but what's really going on? Ray and Charlie are completing real projects, seeing the benefits and dealing with the complexities that comes with industrialized construction. Join us for a fascinating episode!
How does innovation happen? How do startups work in the construction industry? How do big companies stay nimble and innovate like startups? Justin Saeheng, Director of Construction Technology at Stanley X, talks about these topics and more.
David Noble is Director of the Werth Institute at University of Connecticut and an innovator both as an entrepreneur, and entrepreneurship educator. Join us for a discussion about starting up a company, product innovation and what matters in building a construction technology product.
Procore has lead the construction software field with their integrations strategy, centered around the Procore Marketplace. Kris Lengieza is at the center of that development, and shares with us their experiences and some of the benefits of that level of integration.
Note since airing: The committee Stephan brought together over the past 9 months has worked to put together an initial draft for 3D Construction Printing Standards, kicked off it's first official meeting on Thursday March 25th as ISO/TC 261/JG 80"Joint ISO/TC 261-ASTM F 42 Group: Quality requirements for additive manufacturing in building & construction (structural and infrastructure elements)"
These standards will enable commercial and scalable adoption of 3D Construction Printing as an integral tool for every construction project irrespective of material used or robotic approach.
Anil Sawhney, Global Program Lead for Construction at the Royal Institute of Chartered Surveyors (RICS), joins me to talk about the role of standards, what RICS is, and the value of quantity surveying as a practice.
Henry Lederman, founder of Qnect, has been driving innovation in the structural steel sector for decades. Learn about how changes in structural steel fabrication quality have made it possible to much more accurately design the connections that make our buildings stand and stay standing.
Salla Eckhardt, Director of Transformation Services at Microsoft, joins the podcast to talk through the need for a digital building lifecycle, and progress she is seeing toward that goal. Salla is an amazing thinker and shared a deep understanding of digital transformation.
Aarni Heiskanen is the founder of AEC-Business.com, and a leading thinker in AEC technology. Aarni talked with me about the need to develop much clearer, useful and accessible tools for awareness of what's going on at the construction job site.
Renowned architect, speaker and Stanford University educator Terry Beaubois takes us on a journey from NASA in the 1970s to where technology and design might take us in the future.
Join Dan Bulley of the Chicago MCA, and Mike Zivanovic of the United Association and GTP Services as they explore their decades of experience introducing technology to their respective trades.
Karl Sorensen and Peter Shiner founded Blue Collar Capital Partners because they love the industry, and because they see a real opportunity to fund and incubate companies that will bring greater efficiency to jobsites.
In this episode, we talk about what they're seeing in the market, and what drives them to support tomorrow's innovators today.
Ciara Peter is one of the most respected Product Management leaders in Silicon Valley. Ciara shares a variety of approaches and frameworks for how to design for real people, and increasing engagement, utilization and ultimately value to the user.
Innovation guru and author Bryan Mattimore debunks some myths about innovation and gives us ideas for how organizations large and small can innovate reliably, and profitably.
Matt Maher, founder of M7 Innovations, talks about how to integrate new technologies like AI voice, augmented reality and others into construction workflows.
Join Paul Doherty, one of the Construction Industry's leading voices, as we explore a range of topics about how things are changing, and powerful frameworks for where the industry might go next.
Join Danielle Dy Buncio for a conversation about how companies in construction are navigating the journey of digital transformation. As founder and CEO of VIATechnik, Danielle is on the front lines of change across the industry.
Guy Geier, Managing Partner of FXCollaborative, one of New York's premiere architectural firms, joins us to discuss collaboration and creativity in virtual settings. How is virtual meeting better, when is it necessary to be in person?
Join me for this episode with Chris Mayer, the former publisher of the Boston Globe, and first Chief Innovation Officer of Suffolk Construction, and currently one of the leading thinkers in Construction Technology.
Damon joins the podcast to talk about his experiences in developing 3D data applications for construction, founding the AEC hackathon, and where he sees 3D technologies going on the jobsite of the future.
Constructed Futures is a podcast featuring industry leaders sharing their vision for the future of the built environment.