Proprietary Technology
Software ArchitectureAdept Mayar · Adept Kawas
AI-Native QA & Cybersecurity Software
Engineered to provide continuous evaluation, automated test authoring, and real-time prompt injection defense across the entire AI lifecycle.
Pre-Deployment & Continuous QA
v3.4Adept Mayar
Autonomous test synthesis, contract assertion translation, and statistical CI/CD regression gating for enterprise compound AI systems.
Automated Spec-to-Assertion Authoring
Mayar parses your product specifications, REST/gRPC schemas, and user journeys to dynamically author resilient, multi-turn test suites that automatically adapt as APIs evolve.
Calibrated LLM-as-Judge Consensus Engine
Eliminate evaluator drift with reference-guided anchoring, pairwise positional bias elimination, and multi-model consensus voting with statistical confidence bounds.
Synthetic Scenario Matrix Generation
Generate tens of thousands of adversarial edge cases, multilingual variations, and boundary perturbations without exposing proprietary training datasets.
Automated Semantic Defect Triage
Instantly isolate whether regression is caused by prompt template modifications, upstream foundation model weight updates, or backend API contract breaks.
Throughput
10k+/min
Confidence
99.9% ECE
CI Gating
< 3m P95
Real-Time Production Defense
SidecarAdept Kawas
Sub-15ms inline prompt injection firewall, indirect RAG document neutralizer, and continuous token verification proxy.
Real-Time Inline Prompt Firewall
Inspects raw token streams and semantic embeddings in sub-15ms to neutralize direct jailbreaks, cognitive role-play exploits, and multilingual cipher bypasses.
Indirect Prompt Injection Neutralizer
Scans ingested documents, scraped web data, and external API responses before RAG indexing, preventing poisoned documents from hijacking agent reasoning.
Cryptographic Tool Authorization Boundary
Enforces strict permission scopes, schema invariants, and idempotency guarantees before agent function calls can reach internal databases or financial APIs.
Continuous Adversarial Threat Feeds
Dynamic security rule updates generated from Adept’s red-team laboratory, protecting systems against zero-day jailbreaks before public disclosure.
P99 Latency
< 15ms
Defense
RAG Sanitizer
Isolation
Zero-Trust
Platform Architecture & Integration
Frequently Asked Questions
Mayar integrates into your CI/CD pipelines (GitHub Actions, GitLab CI) and evaluation workflows via containerized CLI runners, while Kawas integrates inline as an Envoy/Nginx proxy sidecar or API gateway middleware.