Seedcore.ai — Agentic AI & Heterogeneous Model Architecture

The Heterogeneous AI Advantage

Our architecture intelligently delegates tasks to the right model for the job, blending the efficiency of specialized SLMs with the power of LLMs. This hybrid approach delivers unparalleled cost-performance, privacy, and strategic flexibility.

Cost-Efficient Automation

We use fine-tuned SLMs to handle 90% of routine digital work—like data extraction, parsing, and structured JSON generation—at 10-30x lower cost than LLMs. This reserves your budget for complex, high-value reasoning tasks where LLMs truly shine.

Automate Digital Workflows →

Private On-Premise AI

Deploy specialized SLMs directly on your hardware, even consumer-grade GPUs. This enables real-time, low-latency applications like vision inspection and robotic control without cloud dependencies, ensuring your sensitive data never leaves your premises.

Automate Physical Operations →

Strategic Governance

We help you design and implement a robust governance framework for your hybrid model architecture. This includes cost optimization, performance monitoring, and compliance policies aligned with GDPR and Hong Kong PDPO principles, ensuring your AI is both powerful and responsible.

Plan Your AI Strategy →

Explore All Capabilities

SeedCore: Provably Stable Agentic AI

SeedCore introduces a new class of self-evolving AI organisms that are provably stable, enterprise-ready, and designed for a distributed future. By leveraging specialized Small Language Models (SLMs) for routine operations and reserving Large Language Models (LLMs) for complex reasoning, SeedCore achieves 10–30× cost savings while sustaining peak reliability and performance.

Core Principles: The Foundation of Trust, Performance & Safety

Fidelity

Every control signal is a projection of the organism's canonical energy state. This ensures decisions are grounded, auditable, and mathematically stable.

Performance

Fast path ensures sub-second trust; the flywheel compounds knowledge off-path for continual growth.

Safety & Cost

A multi-layered defense with configurable guardrails, resource budgets, and an auditable lifecycle ensures mutations are always beneficial and bounded.

SeedCore Solution: An Organism, Not a Framework

SeedCore moves beyond fragile frameworks to deliver a new architectural paradigm designed for the next generation of intelligent systems:

🌱 Self-Evolving

Detects anomalies, reasons about failures, and triggers "mutations" like retraining to continuously adapt and improve.

🛡️ Provably Stable

Anchored in the Fidelity principle, a canonical energy model ensures stability and prevents chaotic behavior.

🧠 Smart & Efficient

Handles 90% of tasks on a sub-80ms fast path, reserving costly deep reasoning for when it's truly required.

🌐 Distributed Native

Built for the modern world of cloud data centers, industrial fleets, and swarms of intelligent robots.

Advanced Capabilities & Future Vision

SeedCore's architecture supports meta-controller optimization via reinforcement learning and provides defense-in-depth security with multi-layered protection from anomalous inputs to high-stakes task execution in cryptographically secured environments.

SeedCore is not just another AI framework—it is a new architectural paradigm designed for the next generation of intelligent systems. Built for Trust. Designed for the Future.

Read Architecture Docs View Source on GitHub

Agentic AI with Heterogeneous Model Architecture