AURA & GRID // COMMERCIAL ASSET SHOWROOM

High-performance distributed systems & compute infrastructure, sold as clean title.

17 triads — each pairing a containerized FastAPI compute engine, an interactive SCADA telemetry cockpit, and a React 19 operator utility — authored by a sole systems architect and sealed into 5 micro-clusters. Direct turnkey APA title transfer with full source code, schemas, and deployment rights — zero debt, zero equity, and zero licensing seats.

[DYNO SEALED 4/4 GATES]
FLEET PAYLOAD17 TRIADS // 51 UNITS
TEST VERIFICATION105/105 PASSING GATES
CLEAN-ROOM IPMIT / APACHE-2.0
CHASSIS YAW+32° // 60 FPS
$1,173,000
Retail Replacement Benchmark
ASC 350-40 SCOPE // COST-TO-REBUILD, 17 TRIADS
$805,000
Official 5-Cluster Portfolio Asking Price
100% PURE SOFTWARE ASSET SALE // DIRECT APA
$145,000 – $185,000
Standalone Cluster Range
Individual Turnkey Buyout // MC-01 through MC-05
100% Pure APA
Direct Sovereign Title Transfer
SOLE DEVELOPER // ZERO EQUITY // ZERO SEAT FEES
MC-01 ASKING$185,000

Ultra-Low Latency Attention & KV Memory Fabrics

Radix tree prefix hashing, multi-block flash decoding, paged memory pools and MQA/GQA engines.

4 TRIADS // 12 UNITS

  • KV Cache
  • Flash Decoding
  • Paged Attention
  • MQA / GQA
  • FastAPI
  • Python 3.11
  • React 19
  • PostgreSQL 16 RLS
DYNO TESTS
26/26 PASS
LICENSE
MIT / APACHE-2.0

TARGET ACQUIRER Distributed compute platforms, high-throughput data processing clusters, and GPU cloud operators.

VIEW 4 TRIADS
  1. MC-01.1 Prefix Caching & Radix Tree KV Hash Indexing
    SCADA cockpit preview →
  2. MC-01.2 Flash-Decoding & Multi-Block Attention Partitioning
    SCADA cockpit preview →
  3. MC-01.3 Paged Attention Memory Pool & Block Allocator
    SCADA cockpit preview →
  4. MC-01.4 MQA & GQA Attention Flash-Decoding
    SCADA cockpit preview →
MC-02 ASKING$145,000

Distributed High-Throughput & Speculative Scheduling

Continuous iteration batching, chunked prefill scheduling and speculative draft verification.

3 TRIADS // 9 UNITS

  • Continuous Batching
  • Chunked Prefill
  • Speculative Decoding
  • FastAPI
  • Python 3.11
  • React 19
  • PostgreSQL 16 RLS
DYNO TESTS
19/19 PASS
LICENSE
MIT / APACHE-2.0

TARGET ACQUIRER Parallel execution schedulers, high-concurrency API gateways, and quantitative trading desks.

VIEW 3 TRIADS
  1. MC-02.1 Continuous Batching & In-Flight Request Scheduler
    SCADA cockpit preview →
  2. MC-02.2 Chunked Prefill & Mixed-Phase Scheduling
    SCADA cockpit preview →
  3. MC-02.3 Speculative Decoding & Draft Verification
    SCADA cockpit preview →
MC-03 ASKING$145,000

Extreme Quantization & Sub-Byte Compression Cores

FP8/INT4 hierarchical KV cache compression, 4-bit weight dequantization and FP6 tensor processing.

3 TRIADS // 9 UNITS

  • FP8 / INT4
  • FP4 Dequant
  • FP6 Tensor Core
  • FastAPI
  • Python 3.11
  • React 19
  • PostgreSQL 16 RLS
DYNO TESTS
19/19 PASS
LICENSE
MIT / APACHE-2.0

TARGET ACQUIRER High-throughput data processing appliances, embedded compute systems, and on-premise compute centers.

VIEW 3 TRIADS
  1. MC-03.1 Hierarchical KV Cache Quantization (FP8/INT4)
    SCADA cockpit preview →
  2. MC-03.2 FP4 Quantization & 4-Bit Weight Dequantization
    SCADA cockpit preview →
  3. MC-03.3 FP6 Mixed-Precision Tensor Core & Dot-Product
    SCADA cockpit preview →
MC-04 ASKING$185,000

Distributed Mesh Parallelism & Inter-Node Interconnects

MoE expert routing, ring-attention context parallelism, hybrid pipeline and activation checkpointing.

4 TRIADS // 12 UNITS

  • Expert Parallelism
  • Ring Attention
  • Pipeline Parallelism
  • Checkpointing
  • FastAPI
  • Python 3.11
  • React 19
  • PostgreSQL 16 RLS
DYNO TESTS
23/23 PASS
LICENSE
MIT / APACHE-2.0

TARGET ACQUIRER Hyperscale cluster architects, parallel execution operators, and distributed compute networks.

VIEW 4 TRIADS
  1. MC-04.1 Expert Parallelism & MoE Token Routing
    SCADA cockpit preview →
  2. MC-04.2 Context Parallelism & Ring Attention
    SCADA cockpit preview →
  3. MC-04.3 Multi-Node Tensor & Pipeline Parallelism Hybrid
    SCADA cockpit preview →
  4. MC-04.4 Multi-GPU Pipeline Parallelism & Activation Checkpointing
    SCADA cockpit preview →
MC-05 ASKING$145,000

Zero-Overhead Hardware Acceleration & Host-GPU Fabrics

CUDA graph capture and launch serialization, FP8 tensor math and zero-copy unified memory.

3 TRIADS // 9 UNITS

  • CUDA Graphs
  • FP8 Tensor Core
  • Unified Memory
  • FastAPI
  • Python 3.11
  • React 19
  • PostgreSQL 16 RLS
DYNO TESTS
18/18 PASS
LICENSE
MIT / APACHE-2.0

TARGET ACQUIRER Mission-critical edge computing, real-time distributed telemetry, and low-latency FinTech infrastructure.

VIEW 3 TRIADS
  1. MC-05.1 CUDA Graph Capture & Kernel Launch Serializer
    SCADA cockpit preview →
  2. MC-05.2 FP8 Mixed-Precision Tensor Core & Scaled Dot-Product
    SCADA cockpit preview →
  3. MC-05.3 Zero-Copy Unified Memory & Host-Device Interlock
    SCADA cockpit preview →