syn-ai — Core AI abstraction layer

tags: [general]

syn-ai — Core AI abstraction layer

Classification: PUBLIC
Crate: fruit/crates/syn-ai/
Milestone: v4+
License: Apache-2.0
Version: v111.0.0 “Last Light”

What It Is

syn-ai is the foundational artificial intelligence engine for Syn_OS, providing decision-making, pattern recognition, neural networks, and intelligent system optimization in a no_std kernel-compatible design. It abstracts AI capabilities behind feature-flagged modules so downstream crates can opt into only the intelligence they need without pulling the full cognitive stack.

Architecture

Modules

Module	Purpose
consciousness	Meta-cognitive state machine with learning insights and layered consciousness states
decision	Decision engine for autonomous choice-making under uncertainty
inference	Inference engine for running trained models and heuristics
neural	Core neural network implementation with activation tracking
pattern_recognition	Pattern matching and extraction from arbitrary input streams
performance	Performance vector tracking, metrics, and scoring system
quantum	Quantum Consciousness Framework using Hamiltonian dynamics and density matrices
scheduler	EDF Consciousness Scheduler with Metabolic Budget for task prioritization
security	Security integration layer bridging AI decisions with auth/trust decisions
tngs	Theory of Neuronal Group Selection (Neural Darwinism) engine

How It’s Wired

1. syn-security — The security module bridges AI confidence scores into security policy decisions (consciousness_bridge integration).
2. Quantum-inspired ML — The quantum module provides Hamiltonian dynamics and density-matrix simulation for quantum-classical hybrid reasoning, wired to the neural and inference modules.
3. ALFRED daemon — The security-integration and ai-bridge feature flags expose a minimal surface for the daemon to consume AI state without pulling the full no_std kernel crate.
4. Consciousness Scheduler — The scheduler module uses Earliest Deadline First with metabolic budgeting to prioritize AI tasks against system resource constraints, integrated at the engine level.

Future Ideas

1. Expose a WASM-safe subset of syn-ai for browser-side inference in the GRIMOIRE client.
2. Add a syn-ai-proto gRPC/HTTP bridge for cross-process AI service calls.

See Also

• syn-security — Security integration and consciousness bridge
• ALFRED — AI daemon and consciousness fusion engine
• ARCANUM — Distributed mesh and federated consciousness

3. Formalize the quantum module into a standalone syn-quantum crate with PQClean bindings mirroring synos-icarus.