AE-02 · SELF-EVOLVING AUTONOMOUS RESEARCH AGENT

AI FOR

RESEARCH

Aegis Research OS plans complex investigations, browses the live web with Playwright, executes code in air-gapped Docker sandboxes, and builds evidence-backed reports with 100% citation traceability.

EXPLORE ARCHITECTURE TRY LIVE DEMO
100% Citation Verification
Air-Gapped Execution
ChromaDB + BM25 Hybrid
SYSTEM NODES SHOWROOM
ONLINE · 8000 PORT
VECTOR STORAGE ChromaDB + BM25
SCRAPER Playwright
SANDBOX Docker Sandbox
ERP INTEGRATION SAP / Oracle
LLM GATEWAY Gemini API
WORKFLOW Workday API
EVIDENCE GRAPH: ACTIVE (82 NODES, ZERO CONFLICTS DETECTED)
0ms HALLUCINATION ESCAPE
100% REPRODUCIBLE RESEARCH
10X FASTER HYBRID RAG
AIR-GAPPED DOCKER SANDBOX
INTERACTIVE SANDBOX DEMO

TEST AEGIS RESEARCH AGENT

LIVE AGENT LOG & EXECUTION TRACE EVIDENCE SCORE: --
[00:00] Agent standby. Enter prompt and click "RUN RESEARCH PIPELINE".
SYSTEM CAPABILITIES

BUILT FOR UNCOMPROMISING ENTERPRISE ACCURACY

HYBRID RAG RETRIEVAL

CHROMADB & BM25OKAPI FUSION

Combines semantic vector embeddings with sparse keyword search and NeMo Guardrails to eliminate hallucinations and retrieve exact citations.

MODULE: DATA_RAG SUB-SECOND LATENCY
HEADLESS BROWSER SCRAPING

PLAYWRIGHT WEB AUTOMATION

Automated web navigation with quarantine parsing to safely extract unstructured text, tabular data, and dynamic web content.

MODULE: BROWSER_CONTROLLER SECURE PARSING
AIR-GAPPED SANDBOX

DOCKER CONTAINER EXECUTION

Isolated Python environment with state snapshots and rollback capabilities. Runs data transformations and math verification securely.

MODULE: SECURITY.SANDBOX SNAPSHOT ROLLBACK
EVIDENCE GRAPH

CITATIONS & CONFLICT TRACKER

Builds a transparent NetworkX directional evidence graph mapping every claim directly back to verifiable source documents.

MODULE: EVIDENCE_GRAPH 100% TRACEABLE
SYSTEM ARCHITECTURE

END-TO-END AUTONOMOUS PIPELINE

Aegis Research OS operates as a decoupled multi-agent system orchestrating cognitive planning, web intelligence, sandboxed code execution, and evidence compilation.

01 / PLANNER
Cognitive Strategy
Decomposes research goal into structured execution steps & YAML strategy files.
02 / SCRAPING
Browser Automation
Launches Playwright headless browser to scrape live web pages and quarantine raw DOM content.
03 / SANDBOX
Docker Execution
Runs Python code in air-gapped container with workspace snapshot rollbacks.
04 / COMPILER
Evidence & Citations
Compiles evidence graph, flags data conflicts, and outputs Markdown report with numbered citations.
USE CASE LIBRARY

TAILORED FOR HIGH-STAKES ENTERPRISE DOMAINS

ENTERPRISE AUDIT

AUTOMATED COMPLIANCE AUDITING

Cross-references regulatory filings against internal ERP databases (SAP/Oracle) to detect compliance gaps.

FINANCIAL RAG

INVESTMENT RESEARCH SYNTHESIS

Extracts earnings disclosures, normalizes balance sheet metrics, and calculates audit-verified ratio charts.

CYBERSECURITY

THREAT INTELLIGENCE AGGREGATION

Scrapes CVE databases, analyzes exploit code in sandboxed Docker containers, and generates threat reports.

FREQUENTLY ASKED QUESTIONS

SYSTEM & DEPLOYMENT FAQ

HOW DOES AEGIS PREVENT LLM HALLUCINATIONS? +
Aegis enforces a strict zero-hallucination constraint by building a directional NetworkX evidence graph. Every output claim must map directly to a verified source node in ChromaDB/BM25, or the citation compiler rejects the statement.
WHY IS DOCKER SANDBOXING REQUIRED? +
To execute code generated by research agents without risking the host system, Aegis runs an air-gapped Docker sandbox container with isolated network policies and automated workspace snapshot rollbacks.
CAN AEGIS RUN FULLY OFFLINE OR AIR-GAPPED? +
Yes! Aegis supports local LLM providers like Ollama alongside vector databases (ChromaDB) and local file RAG, enabling 100% air-gapped enterprise deployments.
HOW DO I LAUNCH THE FULL STACK LOCALLY? +
Run python launcher.py in the terminal. It initializes the FastAPI Sandbox microservice on port 8000 and the Streamlit dashboard on port 8501.