Noise Kills Alpha.
Stop Choking Your AI with Narrative Garbage.
Vector search is blind. Stop feeding your swarm noise. Dubstrata maps directional market impacts into dense, latency-optimized causal substrates—built natively for fully autonomous AI execution.
Engineered for Swarms.
Wired to Causality.
Financial data decays by the millisecond. Forcing trading swarms to read raw, narrative-heavy documents causes fatal latency and cognitive saturation. Dubstrata extracts only pure Causal Substrates, feeding your agents exact Directional Impacts instantly.
- Causal Graph RAG via ArcadeDB Engine
- Solana x402 Cryptographic Auth & Ledgers
- Self-Healing Headless Playwright Foragers
from dubstrata import DubstrataClient
from schemas import MarketImpact
# Initialize Causal Intelligence Gateway
client = DubstrataClient(api_key="dub_sk_...")
# Fire-and-forget causal extraction
substrate = client.get_impact(
query="ASML Shipment delay Q3",
exposed_assets=["TSMC", "NVIDIA", "SOXX"],
verify_causality=True
)
print(f"Causal path: {substrate.causal_chain}")
# Causal path: ASML Log_Lag -> TSMC Fab_20_Delay -> NVDA Allocation_Cut
The Data Transmutation Pipeline
From raw, chaotic web pages to instantaneous, graph-linked AI Agent context.
Multi-Modal Ingest
Ingest text, visual PDF charts, and audio calls, converting them into structured layout coordinates and speaker transcripts.
Conflict Resolution
Parallel crawlers verify facts across multiple sources, executing conflict resolution using automated LLM referee consensus.
Causal Simulation
Map relationships and causal paths into the property graph, allowing simulated forecasts across adjacent market sectors.
WebSocket Dispatch
Authenticate agents and stream verified causal intelligence instantly over low-latency, secure WebSocket alerts.
System Architecture
Six fundamental pillars engineered to guarantee zero-hallucination data delivery.
Causal Graph Core
Forecasting Narrative Chains
Combine O(log N) vector searches with O(1) relational paths. Simulate how a single catalyst propagates across 7 adjacent channels via the forecasting simulator (/api/v1/query/model-future).
Multi-Modal Causal Synthesizer
Speech-to-Text & Layout-Aware Ingest
Transmute narrative noise, audio speeches, and PDF charts into unified, math-clean facts. Integrates visual coordinate layout grids and speech-to-text transcripts with market feeds.
Stealth Consensus Engine
Coordinated Scraper Conflict Verification
Crawlers forage content in parallel, instantly feeding new data into find_conflicts. Contradictory inputs are analyzed by an LLM referee to maintain a clean consensus floor.
Self-Healing Nervous System
Asynchronous ARQ
Asynchronous monitor loops scan the graph for shallow nodes and trigger headless foragers to actively forage and densify orphaned concepts.
x402 Autonomy Gateway
Stablecoin Micropayment Settlement
Enables autonomous agents to settle their own API queries. Cryptographic Solana bindings settle micro-USDC per-query per-header.
Model Context Proxy & WS Alerts
FastMCP Engine & WebSockets Gateways
Exposes surgical graph tools natively to agent swarms. WebSocket gateways (/api/v1/ws/alerts) broadcast real-time, low-latency updates with strict tenant-secured access checks.
Honest AI. Calibrated Trust.
We don't hide complexity behind loading spinners. Dubstrata provides real-time "Thinking Toggles" and telemetry, exposing the exact extraction reasoning to your development team so you can debug agent decisions with absolute certainty.
Access the Telemetry Docs