01
Deep Graph Reasoner
AST-based Code Property Graph (CPG) reasoning to trace multi-step tainted data flows, pinpointing complex logic flaws and security boundary breaches across microservices.
Riften Labs // Autonomous Agentic Swarms
Find the rift. Before it breaks.
Autonomous agents traversing Code Property Graphs (CPGs) to uncover zero-days, executing target-aware exploit replays in sandboxes, and validating remediations with zero false positives.
Code Property Graph (CPG)
Live Exploit Replay
Surgical Auto-Remediation
RIFTEN_SWARM@RESEARCH-LAB
Live Swarm
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Core Engines
Autonomous Core. Zero noise.
Every security signal collapses into an active verification loop — from semantic detection to automated, sandboxed confirmation.
02
Sandboxed Exploit Replay
Dynamic payload generation pressure-tested within dedicated target containment sandboxes, mathematically proving breach exploitability with absolutely zero false positives.
03
Autonomous Patch Loops
Distributed agent swarms synthesizing highly precise, localized AST repairs, executing target-aware regression validation, and delivering verified patches to code registries.
The Workflow Cycle
Autonomous research. Continuous assurance.
01 / TRACE
Continuous Graph Ingestion
Ingest codebase shifts and API states. Multi-agent security swarms compile deep Code Property Graphs (CPGs) and map data flows from raw request sources directly down to sinks.
Files Analyzed
48k+
CPG AST Nodes
2.4M+
Flow Tracking
Tainted
02 / PROBE
Exploit Replay Synthesis
Synthesize dynamic target-aware exploit payloads and spin up containment sandboxes. Execute exploit simulations in real-time to mathematically confirm exposure, eliminating false positives.
Sandbox Match
100%
False Positives
0.00%
PoC Exploit
Generated
03 / HEAL
Verified Remediation
Agents draft precise surgical AST repairs, automatically commit code patches to repository branches, and trigger exploit replays to verify that boundaries are fully restored.
Mean Patch Time
<15m
Remediation Rate
98.4%
Regression Check
Passed
Telemetry Stats
Performance that matters.
4.8M+
LOC Graph Base
0.00%
False Positives
99.2%
Exploit Success Rate
<15m
Mean Time To Patch
Architecture
Engineered for boundless research.
From raw source files to sandboxed exploits and verified AST patches. A distributed pipeline engineered for absolute autonomy.
Swarm Loop
The Autonomous Vulnerability Cycle
Four tightly integrated phases from ingestion to verified closure.
01
01 / INGEST
Ingest static codebases and dynamic endpoints to compile hyper-dimensional Code Property Graphs (CPGs).
02
02 / SYNTHESIZE
AI swarm agents automatically synthesize custom target-aware exploit payloads, tracing data routes from sink to source.
03
03 / EXECUTE
Deploy containment runtimes and replay exploits inside secure target sandboxes to mathematically prove exploitability.
04
04 / VERIFY
Synthesize surgical AST patches, verify via automated sandbox regression replays, and record cryptographic proof.
Stack Architecture
Physical Security Infrastructure
High-performance production components engineered for deep code property representation.
Web Console
Next.js dynamic dashboard on Vercel with real-time swarm logs and interactive Code Property Graph visualization.
Next.jsReactVercel
Control Plane
High-speed backend orchestration gateway on Google Cloud behind Cloudflare, secured via mTLS endpoints.
FastAPIGCPCloudflare
CLI & MCP Gateway
Rust-powered local research companion for full IDE integration — connect local workspace directly to the Swarm.
RustMCPLocal-first
Agent Gateway
Cloudflare mTLS tunnels powering agent synchronization, sandbox orchestration, and real-time execution telemetry.
mTLSSecureReal-time
Data Substrate
PostgreSQL, Redis cache layers, and ChromaDB vector substrate powering structural graph queries and contextual vector memory.
PostgreSQLRedisChromaDB
Scan Pipeline
Google Batch high-performance clusters building dynamic Joern-based Code Property Graphs and tracing security boundaries.
Google BatchJoernWorkers
Riften Swarm Alpha
Enter the Autonomous Frontier of Security.
Stop chasing noisy vulnerability signals. Deploy target-aware autonomous agent swarms that discover zero-days, prove exploitability, and repair your boundaries with verified AST patches.
Code Property Graph (CPG)
Sandbox Exploit Replay
Cryptographic Proof attached