DGPL System-1 Sub-Millisecond Mathematical Decision Platform (48.8M)
⚡ 10.3 µs LATENCY · ZERO HALLUCINATION · 100% OPEN BENCHMARKS

DGPL System-1 Open-Source Research Repositories

Autonomous driving simulators, real-time physics engines, and comparative benchmark arenas powered by DGPL System-1 decision streams. Clone directly from GitHub to run and evaluate on your local machine.

AUTONOMOUS VEHICLE CLIENT

BRPilot — Highway Autopilot

Interactive highway autopilot client featuring continuous 60 FPS decision loops, dynamic CTE lookahead steering, and collision-free overtake maneuvers over WebSocket.

60 FPS Control WebSocket Stream MIT License
View BRPilot on GitHub
GAMEPLAY & BENCHMARK ARENA

Laya vs DGPL Kombat Arena

Head-to-head AI combat and snake tournament benchmark comparing DGPL System-1 sub-millisecond decision streams against ModernBERT Laya.

66.1 Dec/s Speed Zero-Leak 100% Win Rate
View Arena on GitHub
⚡ 5 REPLICABLE ENTERPRISE RECIPES · SUB-MILLISECOND LATENCY

High-Throughput Enterprise Neural Recipes

Explore ready-to-deploy architectural patterns powered by DGPL System-1. From noisy 100-line unstructured log classification to autonomous vehicle collision-avoidance and automated SOC incident mitigation.

Messy Log & Entity Extraction

Unstructured Logs & OCR Text Dumps

Extract intent, classify customer metadata, and route to proper backend workers directly from unformatted 100-line server logs, stack traces, and email headers without costly LLM roundtrips.

⚡ 10.3 µs Primitive: choice Cost: $0.00

Autonomous Vehicle Navigation

60 FPS Real-Time Physics Stream

Continuous sensor fusion streaming over WebSocket. Evaluates radar telemetry, lane CTE lookahead, and neighboring obstacle vectors for collision-free highway overtake trajectories.

⚡ 60 FPS WebSocket Streaming Sub-100µs Control

Zero-Day SOC Threat Mitigation

Autonomous Security Incident Response

Instantly triage brute-force SSH authentication bursts, unauthorized privilege probes, and lateral movement traces to trigger instant BGP null-routes or step-up MFA challenges.

⚡ Zero-Delay Automated Remediation SOC Defense

High-Velocity Fraud Scoring

Payment Gateway & Risk Engine

Real-time transaction risk evaluation analyzing cross-border velocity spikes, device fingerprint mismatches, and synthetic identity markers within the payment gateway hot path.

⚡ Hot-Path Routing Risk Classification Zero Chargebacks

SaaS Enterprise SLA Triage

Priority Incident Ticket Routing

Classify enterprise customer support alerts, webhook timeout reports, and mission-critical production outages into deterministic P0/P1/P2 paging tiers with SLA guarantees.

⚡ Sub-ms Triage P0 Paging Router SLA Guarantee

Developer API Keys & Quota

Manage your API credentials. New keys pass through the Sovereign Admin Approval Gate before activation.

Authentication Required

Please sign in or create a developer account to request and manage your DGPL System-1 API keys.

Live Decision Sandbox

Execute real-time decision queries directly against the DGPL System-1 backend.

Quick Preset Examples:
Response Payload 0.00 µs 
// Execute a query above to inspect live output

Quickstart Code Snippets

curl -X POST https://br.durbhasigurukulam.com/api/v1/systemone \
  -H "Content-Type: application/json" \
  -H "X-DGPL-API-Key: YOUR_API_KEY" \
  -d '{
    "task": "choice",
    "state": "raw_server_log_event: timestamp=\"2026-09-24T14:10:02Z\" client_ip=\"185.220.101.4\" payload=\"CRITICAL: Database connection timeout for customer_support_vikas@example.com...\"",
    "candidates": [
      "Extract Profile & Route to Billing Support",
      "Escalate Network Incident to Infra Pod",
      "Retry Database Query",
      "Discard Redundant Warning"
    ]
  }'

System-1 Invariants:

  • ⚡ Deterministic $O(1)$ Latency: Evaluates in $10.3\ \mu\text{s}$ on standard CPU.
  • 🔒 Zero Cloud Cost: Runs on private local weights ($48.8\text{M}$ params).
  • 🛡️ Admin Gate: Every key strictly authorized and rate-limited.