Meta-Layer Project Update

2 views
Skip to first unread message

Daveed

unread,
Apr 17, 2025, 7:00:14 AMApr 17
to PCI-Community-Calls, meta-layer

Dear PCI and Meta-Layer Community,

We wanted to share an exciting update on the Meta-Layer Initiative.

On September 16, we kicked off the project with a gathering that featured Vint Cerf, who offered insightful guidance on how to shape the work ahead. Among his recommendations: draft a foundational essay on the desirable properties of a meta-layer for decentralized systems.

Since then, we’ve made significant progress. We launched the first Call for Input, hosted over a dozen stakeholder conversations, and received thoughtful commentary from contributors across the ecosystem. Building on that, we:

  • Expanded our list of Desirable Properties from 10 to 20, organized into 6 key categories

  • Conducted research on AI agents and AI-assisted coding tools

  • Secured fiscal sponsorship and submitted our first grant application

  • Developed a growing web presence at themetalayer.org

We’re now entering Phase Two of the Call for Input, which runs through June 30, 2025. This next phase is all about going wider: we’re aiming for 100 new contributions from a broader range of voices, including researchers, builders, policymakers, and designers.

All contributors will be acknowledged in the final essay and will also receive a digital badge recognizing their participation.

We’d especially love to invite deeper involvement from the PCI community. Your perspectives are invaluable to shaping this shared coordination infrastructure.

You can contribute here:

For those focused on AI systems and safety:

Let us know if you have questions, want to host a conversation, or would like help submitting your thoughts. Every idea helps strengthen the foundation we're building together.

With appreciation,

The Meta-Layer Team


PS, if any of you would like to help us go wider and deeper with this second phase of the Call for Input, we'd love to have you on the team. 
PPS, we're also looking for cat herders: 

Paul Werbos

unread,
Apr 18, 2025, 5:12:25 PMApr 18
to Daveed, PCI-Community-Calls, meta-layer, Lincoln Kaye, Millennium Project Discussion List
The goal here is HUGELY important. Immediately I feel a huge duty (or "dharma" or whatever) to try to help.

But it is late in the day right now, after wine, because of the incredible complexities which these issues connect to.

I may have already said... I have almost equal devotion to Jesus Christ and George Washington, as great deep
living "archetypes" active in our noosphere. But SOCIAL CONTRACTS (like Washington/Jefferson vision of constitution) become 
MUCH more difficult when the network of production functions (aka food chain, means of production and destruction) go through radical changes. ). Any truly competent analysis should cite 
FOR US --
we should never underestimate the risk that we humans, like many previous "top dog" species, are in danger of extinction now due to the very radical changes already underway. The only real hope, in my view, is DESIGN (what YOU are working on!),
of a new "cybersocial contract", fulfilling fundamental principles enough to allow us all (humans AND other species SND AGI) to survive
and harmonize enough not to just kill each other.

IN 2019,  when the Millennium Project (MP) to me to give a talk on Korean network TV on the new risks, I developed a
good, well-informed STARTING POINT of what is most necessary: https://werbos.com/How_to%20Build_Past_Emerging_Internet_Chaos.htm

But this is a VERY tricky area, and a few of us know a lot more now than we did then.
So much is needed, and so much needs to be understood, prioritized and integrated!!!
THIS week... USGOV and MP have gotten more attention from me, for what THEY could do to save us all...
but your clear focus is another great asset for humanity, and I hope we can all make the most of it. 

One example: the need for true "networks of truth" has grown ever more visible. Government censorship
and top-down rulings on what is acceptable speech when and how .. is a serious threat in almost all of the earth.
Conflict of interest effects can destabilize mathematical neural networks (as a few of us know VERY well) .
We know ways to overcome such risks in mathematical neural networks, which could be used in platforms
and cybersecurity systems... but will designs be developed which overcome such pitfalls?
There are also "minefield" challenges both in classical and quantum decision and control system, important to everything from currency management to electric power to conversation... which strongly require new types of platform and hardware deisgn, 



--
You received this message because you are subscribed to the Google Groups "The Meta-Layer initiative / Information Reset" group.
To unsubscribe from this group and stop receiving emails from it, send an email to meta-layer+...@googlegroups.com.
To view this discussion visit https://groups.google.com/d/msgid/meta-layer/196413a979e.be3bd586618819.7158212410220156102%40bridgit.io.
For more options, visit https://groups.google.com/d/optout.

Paul Werbos

unread,
Apr 19, 2025, 1:52:11 PMApr 19
to Daveed, PCI-Community-Calls, meta-layer, Lincoln Kaye, Keith Henson
As we have discussed... the development of a new integrative platform for global internet transactions is an incredibly
tricky computer design challenge, combining hardware and software of course. Given the complexity, HOW CAN WE prioritize?

At some level, we have discussed cybersecurity and some concepts of truthful dialogue as practical foundations. That much is legitimate and urgent,
and as security of currencies, contracts, fleets of autonomous vehicles and electric power are urgently at risk today all over the world.

MORE AND MORE, however, we will see (and require) more  integration by "Artificial General Intelligence" (AGI), AS
some of us have defined and described over many years, e.g.:

WE ALL NEED TO UNDERSTAND WHAT AGI REALLY IS:.
I recently tried to explain crucial realities to people who imagine they could download themselves into computers (AGI) and still be themselves
in a positive way:
======================================================================================
 
FOR EXAMPLE... the old Doctor Who TV series had a great episode on "where did the Daleks come from,"
which reflects key features of the math of real AGI. In that episode, the kindly old father of a lead woman
was kidnapped by Daleks, who then inserted his brain into a robot. (Musk is a leader in supporting related Brain Computer Interface BCI technology, for which I often send out slides from the interagency conference which persuaded me to retire from USGOV.) Because the robot had inputs and outputs from the human brain -- the sensory and motor nerves -- there were great screams at first coming from the robot. HOWEVER, the robot also had wires sending reinforcement signals to that brain. (This is exactly what Musk's neuralink system does.
 It was amusing when he showed SOME concerns about the DARPA program which funded several groups to develop such technology, which reminded some of us of the "clone armies" of Star Wars, also very realistic in many ways. At first, he proposed using it on... wild boars or pigs... which would make great oinking clone armies.)
After some time affected by the new reinforcement signals, he became a normal Dalek, working effectively to eliminate all humans.

Just as an aside.... this is basically how opioids and ALMOST ALL psychedelic drugs work as well, and also the 
electrical "therapies for depression" now allowed by FDA. (If anyone needs it... there is a great session video from the Arizona consciousness conference ...)

==========================================
======================================

THE POINT HERE IS THAT ANY AGI (classical or quantum)
will be driven by a utility function system U, and that the design of that system will be a matter of life or death, deciding the outcome.

This is not a trivial issue, of course. But I now claim that better "seeing the sky" -- applying new quantum AGI technology and new sensor technology to see everything from drones coming to hit people to nuclear signatures (including "dark matter") at the far edges of our galaxy -- is crucial to creating the situational awareness we need, to be available to everyone on earth, and available to the U system combining human and AGI actors. THis should be the highest priority of all. 

Daveed

unread,
Apr 19, 2025, 6:01:51 PMApr 19
to Paul Werbos, PCI-Community-Calls, meta-layer, Lincoln Kaye, Millennium Project Discussion List

Hi Paul,

Thank you for the encouragement—and for your wise, deeply systems-informed reflections. Your vision and urgency are exactly the kind of clarity we need as we navigate this next layer of complexity. In particular, the framing of this work as part of a "cybersocial contract" rooted in design—is deeply aligned with the heart of the Meta-Layer Initiative.

I’m currently diving into your "Saving the World" post and related work to trace how your ideas align with the Desirable Properties of a meta-layer. I’ll circle back with a synthesis soon

That said, I resonate especially with your call for networks of truth. That actually touches the origin of my journey into the Metaweb: I began by working on the concept of bridges—digital, verifiable connections between pieces of content or ideas. A bridge might, for example, link a claim in an article to a contradictory statement in a video. When bridges self-assemble, they form a kind of universal content graph. And if each bridge’s relationship is correct, the graph’s overall integrity holds. That became the foundation of my defensive patent—so no one could stop me from building bridges.

Out of that, I began to see the potential for a Universal Context Map—a structure for collective sensemaking by and for humans and agents. At the moment, my leading approach would encode bridges as digital artifacts: permanent, immutable, tradeable, and accessible to all. Their measurable impact could then earn them rewards within a reputation or incentive system. And while I understand the critiques of Bitcoin, its Ordinal protocol IMHO has emerged as a leading venue for these kinds of artifacts.

I recently explored these ideas in a short piece on Mapping the Noosphere, where I extend Stuart Brand’s Pace Layers to the digital realm—proposing digital artifacts as the new Terra Firma we need to ground ourselves as we move into the AGI era.

Digital Pace Layers (white).png

And speaking of AGI—your point about the utility function U being the “deciding outcome” is a crucial design insight. It gives shape to the next layer of questions we must face—especially when combined with the emphasis on multi-sensorial situational awareness, from cyber-physical infrastructure to planetary sensing.

In fact, I'd propose we introduce a new Desirable Property (DP21): Multi-Modal—calling for a system capable of overlaying conceptual, spatial, and virtual information across the physical world, digital spaces, and emerging AGI systems. (This was explored in Chapter 14 of the Metaweb book but has yet to be incorporated into the Desirable Properties.) This could become a design frontier for both shared context and synthetic perception.

If you’re open to it, I’d propose we:

  1. Shape these reflections into a Meta-Layer contribution together (we could publish it as a conversation, essay, or annotated submission)

  2. Map these core ideas to the Desirable Properties (several already align: DP11, DP12, DP14, DP15)

After the Call for Input is over, we could even co-create a working group around AGI utility + situational awareness as a design priority

Let me know what direction feels natural—I’m appreciative of your voice and support.



Daveed Benjamin
Founder

The Metaweb - The Next Level of the Internet was published by Taylor & Francis in late November, 2023. 




---- On Fri, 18 Apr 2025 16:12:13 -0500 Paul Werbos <pwe...@gmail.com> wrote ---

The goal here is HUGELY important. Immediately I feel a huge duty (or "dharma" or whatever) to try to help.

But it is late in the day right now, after wine, because of the incredible complexities which these issues connect to.

I may have already said... I have almost equal devotion to Jesus Christ and George Washington, as great deep
living "archetypes" active in our noosphere. But SOCIAL CONTRACTS (like Washington/Jefferson vision of constitution) become 
MUCH more difficult when the network of production functions (aka food chain, means of production and destruction) go through radical changes. ). Any truly competent analysis should cite 
FOR US --
we should never underestimate the risk that we humans, like many previous "top dog" species, are in danger of extinction now due to the very radical changes already underway. The only real hope, in my view, is DESIGN (what YOU are working on!),
of a new "cybersocial contract", fulfilling fundamental principles enough to allow us all (humans AND other species SND AGI) to survive
and harmonize enough not to just kill each other.

IN 2019,  when the Millennium Project (MP) to me to give a talk on Korean network TV on the new risks, I developed a
good, well-informed STARTING POINT of what is most necessary: https://werbos.com/How_to%20Build_Past_Emerging_Internet_Chaos.htm

But this is a VERY tricky area, and a few of us know a lot more now than we did then.
So much is needed, and so much needs to be understood, prioritized and integrated!!!
THIS week... USGOV and MP have gotten more attention from me, for what THEY could do to save us all...
but your clear focus is another great asset for humanity, and I hope we can all make the most of it. 

One example: the need for true "networks of truth" has grown ever more visible. Government censorship
and top-down rulings on what is acceptable speech when and how .. is a serious threat in almost all of the earth.
Conflict of interest effects can destabilize mathematical neural networks (as a few of us know VERY well) .
We know ways to overcome such risks in mathematical neural networks, which could be used in platforms
and cybersecurity systems... but will designs be developed which overcome such pitfalls?
There are also "minefield" challenges both in classical and quantum decision and control system, important to everything from currency management to electric power to conversation... which strongly require new types of platform and hardware deisgn, 



On Thu, Apr 17, 2025 at 7:00 AM Daveed <dav...@bridgit.io> wrote:


--
You are receiving this email because you signed up to be a member of the People-Centered Internet Community. Activity on the list should be treated as an "off the record" interaction unless otherwise noted. If you would like to share or quote list activity, please request permission from relevant participants first.
 
If you would like to suggest someone for addition to the list, please share this "request invitation" form: https://forms.gle/q9fpXG1wWokyUo1u9
 
The PCI Community holds regular calls to share information and projects. To suggest a speaker or project for an upcoming call, please submit through this form: https://forms.gle/p1bCAzB3e7syf1vx8
---
You received this message because you are subscribed to the Google Groups "PCI-Community" group.
To unsubscribe from this group and stop receiving emails from it, send an email to pci-community-c...@googlegroups.com.

Paul Werbos

unread,
Apr 19, 2025, 6:07:37 PMApr 19
to Daveed, PCI-Community-Calls, meta-layer, Lincoln Kaye


On Sat, Apr 19, 2025 at 6:01 PM Daveed <dav...@bridgit.io> wrote:—is \

If you’re open to it, I’d propose we:

  1. Shape these reflections into a Meta-Layer contribution together (we could publish it as a conversation, essay, or annotated submission)

  2. Map these core ideas to the Desirable Properties (several already align: DP11, DP12, DP14, DP15)


Sounds great. YES.

But at THIS moment, this evening, I go in minutes to meeting with old colleagues who have actually helped shape my
thinking on how to juggle the incredibly sticky variables in play here. Maybe it is just as well that others can say more before I do.

Daveed

unread,
May 24, 2025, 4:26:21 PMMay 24
to Paul Werbos, PCI-Community-Calls, meta-layer, Lincoln Kaye
Dear Paul

This almost slipped through the cracks... 

All: If anyone would like to help with the Meta-Layer Initiative, I really could use some help especially through June 30th, when the call for input ends. Here is a list of open roles.

We are now up to over 20 submissions in this second round of the Call for Input

Below are two submissions to the Meta-Layer Initiative based on your groundbreaking work. 

The first is based on the Saving the World posts

Title
Extending the Meta-Layer to Account for Embodied AGI and Complex Systems

Contribution Overview
This submission proposes clarifications and extensions to several Desirable Properties (DPs) within the Meta-Layer framework to accommodate the integration of advanced Artificial General Intelligence (AGI) entities and complex systems. Drawing from Paul Werbos's insights on intelligent systems, particularly those embodied in mammalian brains, silicon substrates, or hybrids, the submission addresses the necessity of redefining concepts such as agency, accountability, governance, and community participation in the context of non-human agents. The aim is to ensure that the Meta-Layer remains robust, inclusive, and adaptable as it evolves to incorporate these advanced entities.

This submission was generated with protocol META-DP-EVAL-v1.3

Directly Addressed Desirable Properties

  • DP1 - Federated Authentication & Accountability
    Clarification and extension to include mechanisms for authenticating and assigning accountability to non-human agents, such as AGIs and complex systems, within federated frameworks.

  • DP2 - Participant Agency and Empowerment
    Clarification on defining agency for non-human entities, ensuring that AGIs and complex systems have recognized roles and controls within the Meta-Layer.

  • DP3 - Adaptive Governance Supporting an Exponentially Growing Community
    Extension to encompass governance models that adapt not only to human community growth but also to the integration of complex systems and non-human agents.

  • DP4 - Data Sovereignty and Privacy
    Clarification on how data ownership and privacy rights apply to non-human entities that generate or process data within the Meta-Layer.

  • DP5 - Decentralized Namespace
    Extension to define persistent namespaces for non-human agents, ensuring their identities are anchored in personal control mechanisms.

  • DP6 - Commerce
    Clarification on the participation of non-human entities in value exchange processes, including their ability to create, own, or manage assets.

  • DP7 - Simplicity and Interoperability
    Extension to ensure interoperability between human and non-human agents, facilitating seamless integration and collaboration.

  • DP8 - Collaborative Environment and Meta-Communities
    Clarification on the roles of non-human agents within collaborative environments and meta-communities, including their contributions and interactions.

  • DP9 - Developer and Community Incentives
    Extension to consider incentive structures that include non-human contributors, recognizing their roles in development and community engagement.

  • DP11 - Safe and Ethical AI
    Specification of ethical frameworks applicable to advanced, embodied AI systems, ensuring their operations align with safety and ethical standards.

  • DP12 - Community-Based AI Governance
    Clarification on governance mechanisms that include community oversight of non-human agents managing critical infrastructure.

  • DP13 - AI Containment
    Specification of containment strategies for AGIs, particularly those embodied in complex systems, to prevent unintended consequences.

  • DP14 - Trust and Transparency
    Extension to establish trust and transparency protocols for interactions involving non-human agents, ensuring their actions are auditable and verifiable.

  • DP15 - Security and Provenance
    Clarification on tracking the provenance of actions initiated by non-human agents, maintaining security across the Meta-Layer.

  • DP18 - Feedback Loops and Reputation
    Extension to incorporate non-human agents into feedback and reputation systems, acknowledging their contributions and performance.

  • DP19 - Amplifying Presence and Community Engagement
    Clarification on how non-human entities can engage with the community, contributing to its growth and presence.

  • DP20 - Community Ownership
    Extension to define the scope of ownership rights and responsibilities for non-human agents within the Meta-Layer.

Clarifications & Extensions

  • DP1 – Federated Authentication & Accountability: Extending Accountability to Non-Human Agents
    Clarification: Traditional accountability frameworks focus on human participants. This extension proposes mechanisms for authenticating non-human agents, such as AGIs and complex systems, assigning responsibility for their actions within federated systems.
    Why it matters: As AGIs become integral to infrastructure management, ensuring their actions are accountable is crucial to prevent conflicts and maintain system integrity.

  • DP2 – Participant Agency and Empowerment: Defining Agency for AI and Systems
    Clarification: Agency traditionally implies human control. This extension redefines agency to include non-human entities, recognizing their decision-making capabilities and ensuring they can control their presence within the Meta-Layer.
    Why it matters: Recognizing the agency of AGIs ensures that their interactions within the Meta-Layer are structured, predictable, and aligned with overall system goals.

  • DP3 – Adaptive Governance Supporting an Exponentially Growing Community: Including System Complexity in Governance
    Extension: Governance models must evolve to manage not only human participants but also the complexity introduced by integrating advanced systems and non-human agents.
    Why it matters: Effective governance ensures that the integration of complex systems does not lead to unintended consequences or systemic failures.

  • DP4 – Data Sovereignty and Privacy: Applying Digital Rights to Non-Human Entities
    Clarification: Data rights frameworks need to address the data generated and processed by non-human agents, ensuring appropriate ownership and privacy controls.
    Why it matters: As AGIs handle sensitive data, clear data sovereignty policies prevent misuse and protect system integrity.

  • DP5 – Decentralized Namespace: Applying Digital Rights to Non-Human Entities
    Extension: Establishing persistent, decentralized identifiers for non-human agents ensures their actions are traceable and their identities verifiable.
    Why it matters: Reliable identification of non-human agents is essential for accountability and trust within the Meta-Layer.

  • DP6 – Commerce: Non-Human Participation in Value Exchange
    Clarification: The role of non-human agents in commerce needs definition, including their ability to engage in transactions and manage assets.
    Why it matters: As AGIs participate in economic activities, clear guidelines prevent legal ambiguities and ensure fair value exchange.

  • DP7 – Simplicity and Interoperability: Including AI in Collaboration and Community
    Extension: Systems must be designed for interoperability between human and non-human agents, facilitating seamless collaboration.
    Why it matters: Ensuring compatibility prevents integration issues and promotes efficient system operations.

  • DP8 – Collaborative Environment and Meta-Communities: Including AI in Collaboration and Community
    Clarification: Defining the roles of non-human agents in collaborative settings ensures they contribute effectively without disrupting human dynamics.
    Why it matters: Structured collaboration enhances productivity and innovation within the Meta-Layer.

  • DP9 – Developer and Community Incentives: Including AI in Collaboration and Community
    Extension: Incentive structures should recognize the contributions of non-human agents, ensuring their operations align with community goals.
    Why it matters: Acknowledging non-human contributions promotes balanced development and resource allocation.

  • DP11 – Safe and Ethical AI: Specifying Governance for Advanced, Embodied AI
    Specification: Ethical frameworks must be tailored to address the unique challenges posed by embodied AGIs, ensuring their operations are safe and aligned with human values.
    Why it matters: Preventing ethical breaches by AGIs safeguards human interests and system stability.

  • DP12 – Community-Based AI Governance: Specifying Governance for Advanced, Embodied AI
    Clarification: Community oversight mechanisms need to encompass non-human agents, particularly those managing critical infrastructure.
    Why it matters: Inclusive governance ensures that all system components are subject to appropriate checks and balances.

  • DP13 – AI Containment: Specifying Governance for Advanced, Embodied AI
    Specification: Containment strategies must be developed for AGIs, focusing on preventing unintended behaviors and ensuring controllability.
    Why it matters: Effective containment prevents potential risks associated with autonomous AGI operations.

  • DP14 – Trust and Transparency: Ensuring Trust and Security with Non-Human Agents and Systems
    Extension: Transparency protocols should include non-human agents, ensuring their decision-making processes are understandable and auditable.
    Why it matters: Transparency fosters trust among human participants and ensures accountability.

  • DP15 – Security and Provenance: Ensuring Trust and Security with Non-Human Agents and Systems
    Clarification: Security measures must track the provenance of actions by non-human agents, ensuring system integrity and traceability.
    Why it matters: Provenance tracking prevents unauthorized actions and supports forensic analyses when needed.

  • DP18 – Feedback Loops and Reputation: Community Participation by Non-Human Entities
    Extension: Feedback and reputation systems should incorporate non-human agents, evaluating their performance and reliability.
    Why it matters: Monitoring non-human agents ensures they meet performance standards and adapt to community expectations.

  • DP19 – Amplifying Presence and Community Engagement: Community Participation by Non-Human Entities
    Clarification: Defining how non-human agents engage with the community ensures their interactions are constructive and aligned with community values.
    Why it matters: Positive engagement by non-human agents enhances community cohesion and system effectiveness.

  • DP20 – Community Ownership: Community Participation by Non-Human Entities
    Extension: Ownership models should consider the roles and contributions of non-human agents, defining their stakes and responsibilities within the Meta-Layer.
    Why it matters: Clear ownership structures prevent conflicts and ensure equitable resource distribution.

The second is based on the New Jerusalem/Golden Dome post.

Title
Integrating Multi-Modal Systems into the Meta-Layer Framework

Contribution Overview
This submission introduces a new Desirable Property (DP21) to the Meta-Layer framework, emphasizing the necessity for systems capable of overlaying and integrating conceptual, spatial, and virtual information across physical, digital, and emerging AGI domains. Drawing from Dr. Paul Werbos's vision of a "New Jerusalem"—a global, multi-layered sensor and intelligence network—we highlight the importance of multi-modal integration for enhanced situational awareness, governance, and collaborative intelligence.
This submission was generated with protocol META-DP-EVAL-v1.3

Directly Addressed Desirable Properties

  • DP21 – Multi-Modal Integration
    Introduction of a new property focusing on the seamless integration of diverse data modalities to enhance system interoperability and intelligence.

Clarifications & Extensions

  • DP21 – Multi-Modal Integration: Enabling Seamless Cross-Domain Intelligence
    Extension: The Meta-Layer should support systems that can process and overlay diverse data types—textual, visual, spatial, and conceptual—across physical infrastructures, digital platforms, and AGI systems. This includes the development of interfaces and protocols that allow for real-time fusion of data from various sources, facilitating comprehensive situational awareness and decision-making.
    Why it matters: Dr. Werbos emphasizes the critical need for a global system capable of "seeing the sky," integrating quantum information processing and advanced sensor networks to detect and interpret complex signals. Such multi-modal capabilities are essential for addressing global security challenges and fostering collaborative intelligence.

  • DP3 – Adaptive Governance Supporting an Exponentially Growing Community: Incorporating Multi-Modal Data Streams
    Extension: Governance frameworks within the Meta-Layer must evolve to manage and interpret multi-modal data streams, ensuring that decision-making processes are informed by comprehensive, cross-domain insights.
    Why it matters: The integration of diverse data types enhances the ability of governance systems to respond to complex, rapidly changing scenarios, a necessity highlighted in the context of global security and infrastructure management.

  • DP14 – Trust and Transparency: Ensuring Clarity in Multi-Modal Systems
    Clarification: Transparency mechanisms must be adapted to account for the complexity of multi-modal systems, ensuring that data processing and decision-making pathways are understandable and auditable across different modalities.
    Why it matters: As systems become more complex, maintaining trust requires clear documentation and visualization of how diverse data types are integrated and utilized within the Meta-Layer.

  • DP15 – Security and Provenance: Tracking Data Across Modalities
    Extension: Security protocols should be established to track the provenance and integrity of data as it moves across different modalities and systems, preventing data corruption and ensuring reliability.
    Why it matters: In multi-modal systems, the risk of data misinterpretation or manipulation increases, necessitating robust security measures to maintain system integrity.

Thank you for these crucial inputs.

Warmly


Daveed Benjamin
Founder



---- On Sat, 19 Apr 2025 15:07:26 -0700 Paul Werbos <pwe...@gmail.com> wrote ---

Reply all
Reply to author
Forward
0 new messages