Proven Agentic Security for Any Codebase
Autonomous agents that continuously attack your codebase, turning adversarial risk into a managed, repeatable security workflow.
“With FailSafe, security isn't point-in-time. Their agentic security systems constantly scan for vulnerabilities evolving across contracts and infrastructure, allowing issues to be identified and acted on quickly.”
“FailSafe's SWARM caught vulnerabilities that other AI security tools missed entirely. Their agentic approach found what traditional static analysis and competing AI reviewers couldn't.”
Attackers are leveraging AI to probe you constantly.
The Threat
SWARM finds and fixes vulnerabilities before attackers exploit them.
The Solution
Built by security researchers. Battle-tested in production.
Built Different
Parallel Multi-Agent System
Specialist agents run simultaneously across every major model, then cross-verify findings for maximum coverage and accuracy.
Machine Speed Vulnerability Detection
Traditional pentests take weeks. SWARM delivers human-quality results in hours, letting you ship without slowing down.
Compliance-Ready Reporting
Every SWARM report maps findings directly to the frameworks your auditors, regulators, and enterprise customers require.
All Languages & Stacks
Full coverage across blockchain-native languages and general-purpose stacks. If your team writes it, SWARM can audit it.
Parallel Multi-Agent System
Machine Speed Vulnerability Detection
Compliance-Ready Reporting
All Languages & Stacks
Researcher-Level Depth, at Machine Speed
Four properties that separate SWARM from generic AI security scanners.
Multi-Agent Parallel Analysis
Five specialist LLMs run simultaneously in Phase A, each focused on a distinct domain: architecture, trust boundaries, data flow, state machines, and economic invariants.
Code-Anchored Findings
Every hypothesis must cite the exact file and line numbers that triggered it. No vague warnings, no generalized pattern alerts.
Semantic Deduplication
Cross-model findings are deduplicated by meaning, not wording. The same vulnerability identified from different angles gets merged, reducing noise by ~45%.
Validated Verdicts
Each finding is independently verified through execution path tracing. Every confirmation cites the specific code that proves the defect.
Threat Model–Driven Multi-Phase Attack
Each phase builds directly on the last. No phase generates attack hypotheses without first establishing a structural understanding of the protocol.
Foundation Analysis
Structural understanding before any attack hypothesis.
Five specialist LLMs analyze the codebase in parallel, each from a different perspective. No attack hypotheses are generated here. This phase produces the foundational context that downstream phases build on: invariants, trust boundaries, and entry points.
Threat Hypothesis Generation
Code-anchored attack hypotheses at scale.
Six specialists generate concrete attack hypotheses informed by Phase A. Each specialist runs two passes with different LLMs to maximize coverage through model diversity. Every hypothesis must cite the exact file, line numbers, and the specific pattern that triggered it.
Semantic Deduplication
Signal without the noise.
Multiple specialists often identify the same vulnerability from different angles. Phase C consolidates semantic duplicates while preserving distinct findings, reducing the hypothesis set by roughly half before validation begins.
Validation
Every finding independently verified.
Each deduplicated hypothesis is validated through deep code analysis: verify the proof-of-signal exists in the actual code, trace the complete execution path from entry point to vulnerability, and confirm all preconditions are achievable.
Guided Agentic Deep Dive
Autonomous agents with full protocol context.
Autonomous agents (Claude Opus 4.6 and Codex 5.3) receive SWARM's full threat model as context: architecture, invariants, trust boundaries, confirmed findings, and refuted hypotheses from Phases A–D. They focus on integration boundaries, mathematical edge cases, and multi-step attack chains.
Threat Model–Driven Multi-Phase Attack
Each phase builds directly on the last. No phase generates attack hypotheses without first establishing a structural understanding of the protocol.
Accelerate Your Security Reviews
Run SWARM on your codebase today. Get researcher-level findings in hours, not weeks.
Start Your Security Test“SWARM found critical vulnerabilities in our protocol that other well-known auditors had missed. The proof-of-concept exploits made it easy to understand the real impact and prioritize fixes.”
Proven Security Performance
SWARM is trained on a proprietary dataset of thousands of issues from hundreds of audits and real-world exploits.
SWARM consistently finds more critical vulnerabilities than traditional scanning tools
Trusted by protocols managing billions in total value locked
Real bugs found across hundreds of assessments
Trained on a proprietary dataset of past audits and exploits
Built for Teams That Ship Fast
Whether you're preparing for your first audit or managing ongoing security at scale, SWARM adapts to your workflow.
High-Iteration Teams
Teams shipping frequent updates who need continuous security feedback on every change. Get findings within minutes, not weeks.
- Every code change evaluated
- Real-time security feedback
- Block vulnerable code before it ships
Pre-Audit Preparation
Resolve structural issues before human auditors begin. Ship cleaner code so auditors can focus on novel attack vectors.
- Reduce audit scope and cost
- Faster turnaround times
- Less back-and-forth with auditors
Existing Security Teams
Complement your security team with automated, researcher-level analysis. SWARM handles systematic coverage so your team can focus on complex logic.
- Force multiplier for auditors
- Consistent coverage at scale
- Surfaces leads for deeper review
A Fundamentally Different Approach
SWARM complements human auditors with capabilities that traditional tools simply cannot match.
Multi-Chain, Multi-Language Coverage
Frequently Asked Questions
What does SWARM stand for?
SWARM stands for Systemic Weakness Analysis & Remediation Mechanism. It's a multi-agent framework that operates across five phases: Foundation Analysis, Threat Hypothesis Generation, Semantic Deduplication, Validation, and Guided Agentic Deep Dive.
How does the five-phase pipeline work?
Phase A runs five specialist LLMs in parallel to establish structural understanding of the codebase. Phase B generates 50–80 code-anchored attack hypotheses using six specialists across two LLM passes each. Phase C deduplicates findings semantically, typically reducing the set by ~45%. Phase D validates each hypothesis through execution path tracing, assigning CONFIRMED, REFUTED, or CONTESTED verdicts. Phase E deploys autonomous agents with the full threat model as context to surface integration boundaries, mathematical edge cases, and multi-step attack chains.
What does 'code-anchored' mean for SWARM findings?
Every hypothesis generated in Phase B must cite the exact file, line numbers, and the specific code pattern that triggered it. This rules out vague or generalized alerts and ensures every finding can be immediately located and assessed by your team.
Does SWARM replace a traditional security audit?
No. SWARM resolves a large portion of structural and pattern-based issues before an audit begins, but human auditors still determine exploitability, assess economic risk, and evaluate system-level behavior. SWARM shrinks audit scope and reduces cost, but does not replace expert review.
What languages and chains are supported?
SWARM supports Solidity, Vyper, Rust (Solana, Near, Cosmos), Move (Aptos, Sui), Cairo (Starknet), and Ink! (Polkadot). Support expands continuously based on client needs.
Is SWARM safe to use with proprietary code?
Yes. SWARM runs on private, sandboxed infrastructure. Your code is never shared or used to improve models without explicit consent.
How fast does SWARM work?
Quick scans complete in under 10 minutes. Deep analysis takes 30–60 minutes. Full assessments complete in 2–4 hours depending on codebase size.
Start Uncovering Security Issues Today
Contact our team to learn how SWARM can strengthen your security workflow and prepare your code for safer deployment.