Research Preview

Synthetic traffic
at 10 Tbps+

ExaForge generates, replays, and mutates network traffic at exascale. Red-team testing. AI training data. Load testing. Compliance validation. Hardware-accelerated on FPGA.

exaql — ExaForge session
-- Generate 10 PB synthetic traffic from real attack sample
CREATE VIEW "synth-adversarial-2026" AS
    FROM template "real-booking-attack.pcapng"
    SCALE to 10PB
    APPLY traffic-mix { fraud-pattern: 5%, customer-traffic: 95% }
    MUTATE headers randomize
    ENCRYPT level 12

-- Replay at 800 Gbps against target infrastructure
REPLAY "synth-adversarial-2026"
    RATE 800gbps
    TARGET "10.0.0.0/8"
    DURATION 24h
    LOG to "s3://exaforge-results/run-001"
10+ Tbps
Generation Rate
800 Gbps
Per-Node FPGA
10+ PB
Synthetic Datasets
EQL
Native Query Language

Generate. Mutate. Replay.
At wire speed.

ExaForge turns real traffic samples into petabytes of statistically faithful synthetic data — then replays it at line rate through FPGA-accelerated hardware.

Synthetic Generation

Create petabytes of realistic network traffic from small samples. Statistical fidelity preserves flow distributions, protocol ratios, and timing characteristics.

Traffic Mutation

Mutate headers, payloads, and timing patterns to generate novel attack variants. Adversarial ML models evolve traffic to evade detection systems.

Line-Rate Replay

Replay synthetic or captured traffic at 800 Gbps per node through FPGA pipelines. Zero-copy, NUMA-local, DMA-direct to wire.

FPGA Acceleration

Custom packet generation pipelines on Napatech DPU hardware. Separate CPUs handle orchestration while FPGA logic generates packets at wire speed.

AI Training Data

Generate labeled datasets for network intrusion detection, anomaly detection, and traffic classification models. No real PII required — GDPR and IRB compliant.

EQL Native

Full ExaScale Query Language integration. Define traffic patterns, filters, mutations, and replay schedules in a single declarative language.

Who needs synthetic traffic
at exascale?

Security teams, test labs, AI researchers, defense contractors, and telecom operators — anyone who needs realistic network data without the risk of using production traffic.

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Red Team & Penetration Testing

Generate realistic attack traffic at production scale. Test IDS/IPS, SIEM, and SOC workflows against synthetic adversaries that evolve and adapt.

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AI / ML Training Data

Create labeled network datasets for training intrusion detection, anomaly detection, and traffic classification models. Eliminates privacy and data-access barriers.

Load & Stress Testing

Replay 10 Tbps+ against infrastructure to find breaking points before production. Validate capacity planning, failover, and auto-scaling under realistic conditions.

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Compliance & Validation

Generate synthetic datasets that mirror production traffic patterns without containing real PII. Validate GDPR, HIPAA, and PCI-DSS compliance tooling safely.

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Bonafide Vault Testing

Adversarial validation of Bonafide encrypted data vaults. Stress-test three-layer encryption, duress detection, and blind validation consensus under synthetic attack traffic.

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Defense & Intelligence

Cyber range environments with realistic traffic for training, exercises, and capability evaluation. Air-gapped deployment with classified traffic patterns.

Part of the ExaScale platform.

ExaForge is a standalone product and an ExaScale OS module. It integrates with the broader Sly Technologies ecosystem.

ExaScale OS

The operating system for packets. ExaForge plugs into ExaScale's global virtual filesystem, federation control plane, and query language.

Bonafide

Open specification for user-sovereign encrypted data vaults. ExaForge generates adversarial traffic to validate Bonafide's cryptographic guarantees.

Napatech DPU

FPGA-accelerated hardware target. ExaForge runs on Napatech's DPU secure enclave for wire-speed generation with separate CPU + FPGA logic.

Research collaboration open.

ExaForge is in research preview. We're partnering with universities on synthetic data generation, FPGA acceleration, and adversarial security validation.