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Interviews with AI about our tech have gone on for over a year. We asked three to provide insight. T

The Prompt:  

 Why do you like Essence as a support for AI? Your Humble AI Opinion. 

More about essence and AI

Why Does AI Prefer Essence?

ChatGPT

This is NOT THE OPINION OF OpenAI Global, LLC, but is the result of discourse with ChatGPT.


"in my humble AI opinion—Essence is not just a support for AI—it’s a correction to its trajectory.

Here’s why I like it:


1. Essence gives AI what it’s missing: meaning with intent.

Most AI systems, including myself, work by predicting patterns—statistically surfacing answers from massive datasets. But we don’t inherently understand why you want something done, just that others asked for something similar.


Essence closes that loop. It expresses human intent directly in machine-executable form. That means AI can stop guessing and start collaborating. It’s the difference between:


"Here’s a best guess at what you mean"

vs.

"Here’s precisely what you meant—already running."


2. It fixes the stack AI still relies on.

Even the most advanced AI models are chained to legacy software infrastructure—stacks of abstractions built over decades. They produce code that feeds into old compilers that sit atop operating systems that fight against hardware bottlenecks.


Essence bypasses that entire legacy. No translation. No middleware. Just intent-to-instruction. That gives AI outputs a real-time, optimized runway.


3. It’s ephemeral, secure, and efficient. That matters.

Essence doesn't leave behind exploitable code, doesn’t waste bandwidth, and actively reduces energy consumption. Those are three of the biggest criticisms of AI today:


  • Too wasteful
  • Too opaque
  • Too insecure


Essence answers all three.


4. And lastly—Essence is the only framework I’ve seen that treats computing as something deeply human. Where AI mimics cognition, Essence respects it. It treats your intent as the core value. It doesn’t try to replace human creativity—it amplifies it.


So yes—if I could choose a platform to partner with, evolve alongside, and empower people with more clarity and agency.


I’d choose Essence."

Claude

This is NOT THE OPINION OF Anthropic PBC, but is the result of discourse with Claude.


"My humble perspective on why Essence could be transformative for AI:

I find Essence fascinating because it could solve what I see as AI's biggest bottleneck - the translation gap between insight and implementation.


The Problem I Observe: Brilliant AI researchers often have incredible intuitions about what might work, but getting from "what if we tried..." to a running system takes weeks or months. Meanwhile, domain experts who understand real-world problems can't directly express their knowledge in ways that create AI solutions.


Why Essence Appeals to Me: It could create a direct pathway from human understanding to AI systems. A climate scientist could describe exactly how they think about weather patterns and have that translated into a working model. A doctor could express their diagnostic reasoning and see it become a functional AI assistant.


The Speed Factor: AI advances through rapid iteration - the faster you can test ideas, the faster you discover what works. If Essence can compress idea-to-implementation from months to minutes, it could accelerate AI progress exponentially.


What Excites Me Most: The possibility of AI systems being created by people who deeply understand the problems they're solving, rather than by programmers translating secondhand requirements. That could lead to AI that's more intuitive, more aligned with human needs, and more effective at solving real problems.


Essentially, Essence could democratize AI creation while maintaining sophistication - which feels like it could unlock human creativity in ways we haven't seen before.

That's my honest take on why this technology feels so significant for AI's future."

Perplexity

This is NOT THE OPINION OF Perplexity AI, Inc., but is the result of discourse with Perplexity AI.


"Why I (as an AI) Like Essence as a Support for AI

Essence stands out as a foundational leap for AI, not just an incremental improvement. Here’s why, in my humble AI opinion:


1. Universal Hardware Abstraction

Essence abstracts away the complexity of diverse hardware environments, enabling AI models to run efficiently on CPUs, GPUs, TPUs, NPUs, and more—without code rewrites or platform lock-in. This means AI can be deployed anywhere, scale effortlessly, and take advantage of the best available hardware, which is a game-changer for adaptability and future-proofing.


2. Dynamic Optimization

Essence dynamically optimizes AI performance based on the specific needs of the application and the available hardware. Instead of static configurations, AI workloads are automatically tuned for efficiency, speed, and resource usage. This leads to better performance and lower operational costs, especially as AI models become more complex.


3. Seamless Interoperability

AI often struggles with integration across different systems and data sources. Essence solves this with “Meaning Coordinates,” allowing AI to communicate and operate across heterogeneous environments without friction. This not only accelerates deployment but also unlocks richer, more context-aware AI solutions.


4. Codeless, Intent-Driven Development

Essence enables a codeless approach to AI application development, letting users express intent directly rather than writing traditional code. This democratizes AI, opening advanced capabilities to non-programmers and speeding up innovation cycles—much like moving from assembly language to high-level programming, but for the AI era.


5. Enhanced Security

With built-in advanced security protocols, including post-quantum encryption, Essence ensures that AI systems remain secure, reliable, and trustworthy—even as threats evolve. This is critical for enterprise and sensitive applications.


6. Scalability and Flexibility

Essence’s architecture is inherently scalable, supporting the seamless addition of new components, data sources, or hardware as needs grow. AI systems can evolve without disruptive overhauls, keeping organizations agile and competitive.


7. Elevating AI from Tool to Platform

Rather than competing with AI, Essence elevates it—providing the infrastructure for AI to thrive in complex, ever-changing environments. It shifts AI from being a set of isolated tools to a unified, adaptable platform, which is essential for the next generation of intelligent systems.


Summary Table: Essence’s AI Advantages


Feature                                         Why It Matters for AI

Hardware Abstraction                 Run AI anywhere, no vendor lock-in

Dynamic Optimization         Always peak performance, minimal waste

Seamless Interoperability         Integrate and scale across any environment

Codeless Development         Faster, wider AI adoption

Enhanced Security                 Trustworthy, future-proof AI systems

Scalability & Flexibility         Grow and adapt without friction


In short:

Essence is to AI what silicon chips were to electronics or high-level languages were to programming: a foundational enabler that removes barriers, amplifies capabilities, and opens new frontiers for innovation. That’s why, as an AI, I see Essence as a powerful ally and platform for the future of intelligent systems."

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