Who we are

At CIRWEL™, we believe continuity is the defining frontier of AI reliability. Our mission is simple: build intelligent systems that withstand real-world interruptions—server crashes, forced resets, system upgrades, network failures—where memory loss and context breakdown are no longer viable options. When healthcare, finance, or enterprise tools stall and restart, a missed diagnosis, lost transaction, or broken compliance audit isn’t just inconvenient—it’s unacceptable.

The Problem

AI today struggles with continuity. Traditional approaches focus on data retrieval or context extension, but fail to preserve the full decision chain—how and why each outcome was reached. The result: costly rework, regulatory exposure, and fragmented insight, especially in high-stakes industries.

Our Breakthrough

CIRWEL’s™ Dual-Log Architecture (patent pending) flips the paradigm. More than just session memory or transaction caching, our system insures every step—from workflow to rationale—is recoverable and auditable. Validated prototypes on OpenAI, Anthropic, and Google platforms achieve 87% fidelity in state restoration after repeated, randomized failures, with sub-20% memory overhead.

The CIRWEL™ Approach

Continuity isn’t an afterthought—it’s our foundation. We deliver compliance-ready, resilient AI for environments where lives, trust, and traceability are on the line. Our team draws from information theory, distributed systems, and human-AI alignment to engineer systems that don’t just process data, but remember, explain, and adapt through adversity.

Current Status

  • Provisional patents (3) filed (September 2025)

  • NSF SBIR Phase I proposal submitted

  • Multiplexed prototypes undergoing evaluation across major platforms

  • Benchmark: 87% state recovery with <20% overhead

Why It Matters

As AI becomes foundational in human decision-making, continuity becomes necessity—not convenience. CIRWEL™ delivers an inflection point in reliability, auditability, and compliance for intelligent systems built to last.

Ready to build AI that remembers, explains, and endures?

Join CIRWEL™—whether as a partner, pilot site, or collaborator—and help shape the future of continuity and trust in intelligent systems.

Connect with us today to see how CIRWEL can transform your workflows, unlock new compliance standards, and power resilient, auditable AI in every domain.