Agent SystemsEXPERIMENTexperiment · ops agents

Raven

Name: Raven
Brand: growthperclick

Autonomous ops agent bench: memory, tools, and fallback.

The Thesis & Bottleneck

The Real-World Bottleneck

Ops agents fail silently: one model, one attempt, no memory of what worked last time.

The Architectural Insight

Reliability is an architecture: credential pools, provider fallback, audit trails, and memory that compounds.

The bench where provider fallback, auto-rotation, and two-layer memory patterns get proven before client deploys.

Technical Stack & Protocols

HermesOpenClawSQLiteTailscale

Observed Production Outcome

Continuous uptime patterns with an audit trail for every decision.

What I Learned The Hard Way

“Every silent failure is a missing sensor. Instrument first, optimize second.”

System TrackAgent Systems
Current StatusEXPERIMENT
Architectureexperiment · ops agents
Launch StageBench that feeds production. Its patterns run inside the 14-agent VPS setup.

Relationship memory between agents, tools, and knowledge.

8-agent trading intelligence for Indian markets.

Identity-first personal agent architecture and sovereign AI agent infrastructure.

Interested in how this architecture works under load?