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Neuro-Symbolic Substrate Runtime

A production-ready, zero-dependency inference runtime that replaces probabilistic token sampling with deterministic constraint resolution. Where hallucination is a violation of physics.

Read Documentation
Substrate Online v1.0.0-stable 52.6M NEPS 0.86ms TTC
Interactive Laboratory

Substrate Physics Engine

Watch a topological constraint graph converge in real-time. Neural model outputs are mapped to nodes with 64-bit trait masks. Dissonant hallucinations are physically pruned via exponential stability decay.

Prompt Injection
Constraint Graph
Epoch: 0
Node Registry
0 nodes
0
Epochs
0
Pruned
0
Survived
0ms
TTC
substrate-evaluator.log
Performance Suite

InferenceX-Grade Benchmarks

Mirror the SemiAnalysis InferenceX methodology. Compare GlyphOS against vLLM, SGLang, and TensorRT-LLM across TTC, NEPS, and concurrency metrics.

Benchmark Configuration
TTC vs TTFT — Time to Convergence
4096 nodes
RuntimeHardwareLatencyNotes
vLLM / SGLangH100 SXM~42.0 msO(N²) attention
vLLM / SGLangMI300X~48.5 msO(N²) attention
GlyphOS SubstrateNative CPU— msO(N) parallel
NEPS — Node-Epochs per Second
WorkloadThroughputHardware
Llama-3 8B (vLLM)~850 TPSH100 SGLang
Concurrency Sweep — SCHED_RESONANCE Overhead
Model Integration

Connect Any LLM

Plug any OpenAI-compatible API (vLLM, Ollama, llama.cpp, LM Studio) into the Substrate Guardrail. Logits pass through the constraint graph before a single token reaches the screen.

API Configuration
Not connected
Inference Console
Awaiting inference...
Comprehensive Test Suite
Trait Laboratory

64-Bit Symbolic Taxonomy

Every symbolic entity in GlyphOS carries a 64-bit trait mask. Click cells to toggle bits. Watch the resonance and conflict detection update in real-time.

Trait Mask A
0x0000000000000000
Trait Mask B
0x0000000000000000
Resonance Analysis
0
Overlap Bits
0%
Jaccard Index
Resonance
Conflict
Select bits above to compute resonance.
Self-Healing Memory

Aether-Recall Lattice

Deterministic failure memory. When a GVM encounters a logical paradox, the kernel canonicalizes the failure, queries the mesh lattice, and applies a historically-proven fix. No LLM required.

Failure Simulator
Lattice Lookup
0 records
Historical Resolutions
System Design

Full-Stack Architecture

A complete neuro-symbolic computing platform. From the 32-bit Glyph ISA to the heterogeneous HAL, every layer is designed for formal verification and thermodynamic execution.

┌─────────────────────────────────────────────────────────────────────────┐
│                      NEURAL MODEL LAYER (GGUF / ONNX)                  │
│         logits, embeddings, hidden states  →  continuous tensors       │
└──────────────────────────────┬──────────────────────────────────────────┘
                               │
         ┌─────────────────────┼─────────────────────┐
         │                     │                     │
    ┌────▼─────┐         ┌────▼─────┐         ┌────▼─────┐
    │ COMPILER │         │   HAL    │         │   IPC    │
    │  BRIDGE  │         │ BACKEND  │         │  AGENT   │
    └────┬─────┘         └────┬─────┘         └────┬─────┘
         │                     │                     │
    ┌────▼─────────────────────▼─────────────────────▼────┐
    │              GLYPHOS SUBSTRATE KERNEL                │
    │                                                     │
    │  ┌──────────────┐  ┌──────────────┐  ┌───────────┐  │
    │  │   EVALUATOR  │  │    KERNEL    │  │   AETHER  │  │
    │  │ (Convergence)│  │ (SCHED_RES)  │  │  (Lattice)│  │
    │  └──────────────┘  └──────────────┘  └───────────┘  │
    │                                                     │
    │  ┌──────────────────────────────────────────────┐   │
    │  │  SUBSTRATE PHYSICS: resonance, coherence,    │   │
    │  │  stability, entropy, neural_energy, traits    │   │
    │  └──────────────────────────────────────────────┘   │
    └────────────────────────┬────────────────────────────┘┌────────────────────────▼────────────────────────────┐
    │                  GLYPH ISA v1.0                      │
    │  64 families × 32 subglyphs × 4 modes × 8 opclasses │
    │  32-bit encoding: FAMILY|SUB|MODE|OPCLASS|OPCODE    │
    └─────────────────────────────────────────────────────┘

Imperative VM

Fetch-decode-execute loop with 256 registers, 64 memory regions, and a 64-deep call stack. Memory writes trigger exponential stability decay.

Declarative Evaluator

Topological graph convergence. Nodes propagate traits, compute coherence, and prune when stability drops below threshold. No program counter.

Heterogeneous HAL

Unified interface for CPU, GPU, NPU, FPGA, and WASM backends. Smart routing based on payload size and capability flags.

SCHED_RESONANCE

Thermodynamic scheduler. GVMs earn CPU time based on memory coherence × stability. Hallucinating agents are starved of compute.

Trait-Filtered IPC

Messages pass only if sender and receiver trait masks are compatible. The Pauli Exclusion Principle for software architecture.

Aether-Recall

Self-healing swarm memory. Canonicalizes failures, queries mesh lattice, applies historically-proven fixes. No LLM required.

Resources

Documentation & Toolchain

Everything you need to build, assemble, and deploy GlyphOS programs.

Quick Start
$ curl -sSL https://glyphos.dev/install.sh | bash
Installing GlyphOS toolchain...
✓ glyph-as      (assembler)
✓ glyph-disas   (disassembler)
✓ glyph-vm      (standalone VM)
✓ glyph-kernel  (multi-GVM kernel)

$ cat > hello.gasm
REGION_NEW %r1, %r0
REGION_FILL_ASC %r1, %r0
PRINT_STR %r1, %r0
HALT

$ glyph-as hello.gasm -o hello.gobj
$ glyph-kernel -p 2 hello.gobj
[KERNEL] Loaded hello.gobj -> GVM#1
[KERNEL] Resonance: 1.000
ISA Reference
FamilyRangeDescription
MEM0-7Memory operations
CMP8-15Compute + Substrate
CTL16-23Control flow
IPC24-31Inter-process
SYS32-47System / HAL
APP48-63Application

Physics API

resonance, coherence, stability, entropy, traits

Model Bridge

OpenAI-compatible endpoints

Trait Taxonomy

64-bit symbolic bitmasks

Aether Mesh

Self-healing failure memory