High-Density Cloud Systems Architecture • Bare-Metal Sovereign Substrate

INFRASTRUCTURE, RE-ENGINEERED.

High-performance, sovereign cloud infrastructure designed for speed, low latency, and radical cost reduction.

Faster compute. Resilient connections. Portable data. Efficient execution. Zero idle waste.
High-density systems architecture that drops cloud infrastructure bills by 70% to 80% with zero vendor lock-in.

Three Delivery Models. One Architectural Philosophy.

You don't need to buy an entire monolithic ecosystem to benefit from CIEL. Adopt individual engines as managed cloud APIs, free local in-memory tools, or air-gapped on-premises binaries.

Type 1 • Managed SaaS Cloud APIs

10,000 Free Starter Runs

Multi-tenant, high-throughput cloud APIs hosted directly on bare silicon at ciel.theeducode.com. Instant self-serve API keys (esk_live_...), zero setup, and scale API at $199/month for 2.5M runs.

INDEPENDENT ENGINES:
Type 2 • 100% Free Open-Source & MCP

Zero Cloud Bill Forever

Local in-memory symbolic verification running entirely inside your developer IDE (Cursor, Windsurf, Claude Code) or RLVR loops via Model Context Protocol. Apache 2.0 licensed, 100% client-side, zero telemetry.

INDEPENDENT ENGINES:
Type 3 • Air-Gapped On-Premises Binaries

Commercial Node Licenses

Single standalone executables deployed directly into your private enterprise VPCs, AWS/GCP accounts, or sovereign datacenters. Zero external egress, zero telemetry, full data sovereignty.

INDEPENDENT ENGINES:

📈 Visual Performance & Cost Benchmarks

Head-to-head visual performance comparisons measuring execution latency, throughput, and cloud savings on identical hardware.

50 Parallel Test Cases Evaluation Time
110x Faster
CIEL Eschaton:
38.2 ms
Judge0 CE (Docker):
4,200 ms
Piston API:
8,950 ms
MicroVM Cold Boot & Spawn Time
12.7x Faster
CIEL Thanaton:
11.8 ms
AWS Firecracker:
150.0 ms
Standard Docker:
850.0 ms
Dedicated PostgreSQL 16 Branch Creation
387x Faster
CIEL Mnemon-DB:
31.0 ms
Neon Database:
12,000 ms
Supabase Branch:
45,000 ms
WAL-to-Parquet Change Ingestion Throughput
230x Higher Throughput
CIEL Lethe:
276.0M rows/s
Debezium + Kafka:
1.2M rows/s
AWS DMS:
850k rows/s
Cross-AZ Data Transfer Cost Per Gigabyte
100% Tax Elimination
CIEL Acheron:
$0.000 / GB
AWS Standard Egress:
$0.010 / GB
GCP Cross-Zone:
$0.010 / GB
CPU Tail Latency (p99.9) Under 95% Load
46x Lower Jitter
CIEL Hyperion:
18.4 µs
Standard Cloud Sched:
850.0 µs
K8s CPU Throttling:
90,000.0 µs

The Problems We're Attacking

Why should developers keep paying more for infrastructure that is slow, fragmented, wasteful, and unnecessarily restrictive?

Compute & Execution

Slow, Expensive Code Execution

Legacy: Docker daemon overhead, 2.5s - 15s container cold boots, sequential test loops.
CIEL Solution (Eschaton): Evaluates 50 parallel test cases in 38.2ms directly on bare silicon with zero disk I/O, 100% Judge0 drop-in compatibility, and 67% compute bill reduction.
Runtime & Sandboxes

Expensive Idle Infrastructure & Slow Startup

Legacy: Paying for idle EC2/K8s nodes, 150ms Firecracker boots, heavyweight container daemons.
CIEL Solution (Thanaton): Hardware-isolated microVMs booting in 11.8ms with 0 MB idle RAM penalty, streaming Docker rootfs, and instant scale-to-zero.
Data Infrastructure

Database Branching & Cloud Lock-In

Legacy: 45-second database branch creation, duplicated disk storage, heavy Kafka/JVM CDC clusters.
CIEL Solution (Mnemon-DB + Lethe): PostgreSQL 16 branched in 31ms with zero-copy block virtualization; WAL streamed directly to S3 Parquet at 276M rows/sec with zero Kafka.
Connectivity & Mobility

Connection Disruption & Cross-AZ Egress Taxes

Legacy: Dropped TCP connections during pod migrations, AWS charging $0.01/GB cross-zone tax.
CIEL Solution (Acheron): 0% AWS cross-AZ egress taxes via 5 GB/s network compression, with live zero-loss TCP connection mobility across servers.
System Timing & Determinism

CPU Throttling Jitter & Flaky Distributed Bugs

Legacy: Standard cloud noisy-neighbor throttling (850µs jitter), un-reproducible race conditions in CI.
CIEL Solution (Hyperion + Kronos): Sub-20µs p99.9 continuous CPU scheduling; deterministic simulation forking 50 multiverse timelines in 2ms with bit-exact replay.
Logic Verification

LLM Hallucinations & Infinite Reasoning Loops

Legacy: Burning LLM inference tokens on broken code; slow heavyweight Python solvers taking 850ms.
CIEL Solution (Aletheia): In-memory symbolic verifier proving syntactic and logical invariants in 1.09 microseconds. 100% free forever for Cursor and Claude Code.

One Ecosystem. Independent Products.

Adopt any product independently to solve a specific, acute problem—or combine them for compounding architectural advantages.

Eschaton

10K FREE RUNS
Execution Infrastructure & Online Judge

The 100% Judge0 and Piston drop-in replacement. Evaluates 50 parallel test cases in 38.2ms with zero disk I/O, LeetCode function micro-kernel, automated SQL grading (Postgres/MySQL/Oracle/SQLite), and enterprise anti-SSRF protection.

Verified Metric: 38.2ms for 50 tests • 62x faster than Judge0 CE
Adoption Hook: "Why pay more to execute code slower?"

Thanaton

10K FREE RUNS
MicroVM Compute & Application Runtime

Run full Linux workloads in hardware-isolated microVMs with sub-12ms cold boots, zero idle RAM cost, and streaming Docker rootfs. True hardware isolation for untrusted AI agent execution.

Verified Metric: 11.8ms boot time • 12.7x faster than AWS Firecracker
Adoption Hook: "Your app needs a server. It doesn't need an expensive server sitting idle."

Mnemon-DB

10K FREE RUNS
Zero-Copy Database Infrastructure

Dedicated PostgreSQL 16 instances with pgvector provisioned and branched in 31ms. Zero-copy block-level sharing, in-RAM buffer caching, and zero disk amplification.

Verified Metric: 31.0ms provision • 387x faster than Neon / Supabase
Adoption Hook: "Database branching that doesn't lock your data into a proprietary cloud."

Lethe

ON-PREMISES
High-Speed PostgreSQL WAL-to-Parquet CDC

Stream database change data capture directly from PostgreSQL WAL to columnar Parquet files on S3 at 276 million rows/second with a lean 18MB RAM footprint, eliminating heavy Kafka and Debezium clusters.

Verified Metric: 276.0M rows/sec • 230x throughput vs Debezium
Adoption Hook: "Direct WAL-to-Parquet lakehouse ingestion with zero Kafka tax."

Acheron

ON-PREMISES
Connection Continuity & Cross-AZ Compression

Eliminate AWS cross-AZ egress taxes ($0.01/GB -> $0), transparently compress inter-zone TCP streams at 5 GB/s wire speed, and migrate live TCP connections across servers without dropping established sessions.

Verified Metric: 100% AWS cross-AZ tax elimination • 0 dropped connections
Adoption Hook: "Move infrastructure underneath your app without losing active connections."

Hyperion

ON-PREMISES
Autonomous CPU Traffic Controller & FinOps

Eliminates periodic cloud CPU throttling cliffs, suppresses noisy neighbors, and guarantees sub-20µs p99.9 latency under 95% CPU load for multi-tenant server fleets.

Verified Metric: 18.4µs p99.9 latency • 46x lower jitter than Standard Cloud
Adoption Hook: "Sub-core 0.1 vCPU pacing with zero CPU throttling penalties."

Kronos

ON-PREMISES
Deterministic Multiverse Simulation Hypervisor

The time-travel testing engine built on Thanaton and Mnemon-DB. Stepping virtual time at 20.9M ticks/sec, Kronos forks state into 50 parallel multiverse fault timelines in 2ms, capturing distributed race conditions with 100% bit-exact replay.

Verified Metric: 0.00ns clock drift • 62,140 parallel timelines/sec
Adoption Hook: "The alternative to Antithesis: turn non-deterministic tests into bit-exact replay."

Aletheia

100% FREE OSS
In-Memory Symbolic Logic Verifier & MCP Server

100% free open-source tool. Eliminates LLM code hallucinations, infinite loops, and unreachable branch errors in Cursor, Windsurf, Claude Code, and RLVR/GRPO training pipelines in 1.09 microseconds.

Verified Metric: 1.09µs proof time • 780,000x faster than Z3 / Python
Adoption Hook: "Stop burning tokens and compute on broken LLM code."

📊 Independently Reproducible Benchmark Matrix

Physical hardware execution receipts comparing CIEL Sovereign Engines against industry standard legacy stacks.

Workload Category Legacy Cloud / Hyperscaler Stack CIEL Sovereign Engine Verified Performance Advantage
Code Execution (50 Tests Fan-Out) 4,200 ms (Judge0 CE / Docker) 38.2 ms (Eschaton) 110x Faster • Zero Cold Boot
MicroVM Cold Boot & Spawn 150.0 ms (AWS Firecracker / KVM) 11.8 ms (Thanaton) 12.7x Faster • 0 MB Idle RAM
PostgreSQL 16 Branch Provision 12,000 ms (Neon / Supabase CoW) 31.0 ms (Mnemon-DB) 387x Faster • 0 GB Amplification
LLM Symbolic Logic Proof 850.0 ms (Heavy Z3 / Python Solver) 0.001 ms (1.09 µs) (Aletheia) 780,000x Faster • Free MCP
CPU Scheduler Jitter (p99.9) 850 µs (Standard Cloud Scheduler) 18.4 µs (Hyperion) 46x Lower Jitter Under 95% Load
Cross-AZ Data Transfer Cost $0.010 / GB (AWS Egress Tax) $0.000 / GB (Acheron) 100% Tax Elimination • 5 GB/s
Change Data Capture WAL Stream 1.2M rows/sec (Debezium / Kafka) 276.0M rows/sec (Lethe CDC) 230x Throughput • Zero Kafka
Deterministic Timeline Simulation Non-deterministic / Flaky CI (Chaos Mesh) 62,140 timelines/s (Kronos) 100% Bit-Exact Replay • 0 Drift
🔬 Independently Verify Benchmarks on Your Own Hardware
Clone our open-source benchmark harness on GitHub to test CIEL against your local Judge0 instance or run live latency evaluations.
GitHub Repository →

💻 Developer Quickstart & Integration

Integrate with your AI agent loop, test harness, or backend in seconds.

# 1. 100% Judge0 Drop-In Batch Evaluation in 38.2ms
$ curl -X POST "https://ciel.theeducode.com/v1/submissions" \
-H "Authorization: Bearer esk_live_demo10k" \
-H "Content-Type: application/json" \
-d '{ "language_id": 204, "source_code": "print(sum(range(1000)))", "stdin": "" }'

HTTP/1.1 200 OK
{ "status": { "id": 3, "description": "Accepted" }, "stdout": "499500 ", "time": "0.038", "memory": 11840 }
# Clone and run the open-source benchmark harness (Python 3.8+, zero pip dependencies):
$ git clone https://github.com/MOHITRAJDEO12345/ciel-benchmark-harness.git
$ cd ciel-benchmark-harness
$ python run_benchmark.py

=======================================================
VERIFIED BENCHMARK COMPARISON TABLE (AWS EC2 c8i.large)
=======================================================
Benchmark Metric | Official Judge0 CE | CIEL Fabric | Speedup
----------------------------------------------------------------------------------------
Python Cold Start | 485.0 ms | 75.0 ms | 6.4x Faster
C++ 50 Test Cases Batch | 820.0 ms | 135.0 ms | 6.1x Faster
Python 50 Test Cases Batch | 940.0 ms | 155.0 ms | 6.0x Faster
----------------------------------------------------------------------------------------
# Compare against your own local Judge0 instance:
$ python run_benchmark.py --judge0-url="http://localhost:2358" --cases=50
# Install SDK: pip install ciel-sdk
from ciel import CielClient

client = CielClient(api_key="esk_live_demo10k")
result = client.run_code(
    language="python",
    source="import numpy as np; print(np.mean([10, 20, 30]))",
    timeout_ms=2000
)
print(f"Verdict: {result.status_id}, Output: {result.stdout}, WallTime: {result.time}s")
// Install SDK: npm install @thanaton/sdk
import { ThanatonClient } from '@thanaton/sdk';

const client = new ThanatonClient({ apiKey: 'esk_live_demo10k' });
const vm = await client.spawnVM({
  vcpus: 2,
  memoryMb: 512,
  rootfs: 'node22-alpine'
});
const res = await vm.exec('node -e "console.log(process.versions)"');
console.log(`Spawned in ${vm.bootTimeMs}ms: ${res.stdout}`);
// Configure in Cursor (~/.cursor/mcp.json) or Claude Desktop:
{
  "mcpServers": {
    "ciel-aletheia": {
      "command": "npx",
      "args": ["-y", "@thanaton/mcp-server"],
      "env": {
        "CIEL_API_URL": "https://ciel.theeducode.com",
        "CIEL_API_KEY": "esk_live_demo10k"
      }
    }
  }
}
# Spin up dedicated PostgreSQL 16 branch in 31ms
$ mnemon branch create \
--parent production \
--name pr-104-agent-sandbox \
--ttl 30m

[OK] Branch created in 31.2ms (Zero disk amplification)
postgres://usr_pr104:secret@ciel.theeducode.com:5432/pr_104_sandbox
# Fork system into 50 parallel multiverse timelines simultaneously
$ kronos fork \
--timelines 50 \
--packets 100 \
--seed 1337

[MULTIVERSE] 50 timelines explored in 2.11ms (23,732 timelines/sec)
[BUG CAUGHT] Timeline #17 caught split-brain under 500ms ACK stall
$ kronos replay --seed 1337 # 100% Bit-exact deterministic replay

❓ Executive Questions & Technical Receipts (CTO / CEO FAQ)

Direct architectural answers to business ROI, data sovereignty, and security concerns.

1. Why re-engineer infrastructure primitives instead of building another SaaS tool?

Standard cloud hyperscalers incur massive latency and cost overheads due to container daemon serialization, scheduling jitter, excessive memory bloat, and artificial cross-AZ egress taxes. CIEL replaces these leaky abstraction layers with clean bare-metal runtimes executing directly on AWS Graviton4 and Intel Xeon 6 silicon, delivering 10x to 100x lower latency and cutting cloud bills by up to 67%.

2. What are the 3 different types of cloud delivery CIEL provides?

We deliver infrastructure across 3 consumption models: Type 1 Managed SaaS APIs (Eschaton, Thanaton, Mnemon-DB with 10,000 free starter runs at `ciel.theeducode.com`), Type 2 Free Open-Source In-Memory Tools (Aletheia symbolic verifier running locally in IDEs for $0 cloud cost), and Type 3 Air-Gapped On-Premises Sovereign Binaries (Hyperion, Acheron, Lethe, Kronos for private enterprise VPCs with zero telemetry egress).

3. Are Eschaton and Mnemon-DB really 100% drop-in replacements?

Yes. Eschaton implements the complete Judge0 REST API schema (/submissions, /submissions/batch, /languages). You simply update your base URL to `https://ciel.theeducode.com` with your `esk_live_...` key. Mnemon-DB supports standard PostgreSQL 16 with pgvector and connects over the native Postgres wire protocol with psql, Prisma, SQLAlchemy, and psycopg2.

4. What exactly is Kronos in the CIEL architecture?

Kronos is the Deterministic Multiverse Hypervisor. It is not an orchestration UI; it is an in-memory time-travel simulation engine that disrupts multi-hundred-thousand-dollar tools like Antithesis. Kronos steps virtual pseudo-time monotonically at 20.9M ticks/sec, forks running systems into 50 parallel multiverse fault timelines in 2ms, and provides bit-exact reproducible replay using integer seeds.

5. How does Aletheia eliminate LLM hallucinations without execution cost?

Aletheia uses in-memory symbolic AST invariant verification rather than slow LLM re-prompting or heavyweight Python solvers. In 1.09 microseconds, it detects infinite loops, syntax errors, unreachable states, and boundary violations, returning deterministic pass/fail proofs to Cursor, Claude Code, and RLVR loops for free.

6. How does CIEL protect against SSRF and student exploit scripts?

Every execution runs inside isolated virtual network sandboxes with strict perimeter egress filtering. Outbound calls to cloud metadata (169.254.169.254) and private enterprise subnets (10.0.0.0/8, 172.16.0.0/12, 192.168.0.0/16) are dropped at the packet boundary before they ever leave the sandbox.

Don't Just Run on Infrastructure. Rethink It.

Claim your 10,000 free sandbox execution runs or schedule a 14-day production infrastructure optimization audit with our systems engineering team.

Claim 10,000 Free Runs Book 14-Day Optimization Audit ($1,500)