Modern AI coding assistants revolutionized the speed of software creation. Teams can now prototypeentire applications in a weekend. But when real users arrive, AI models don't manage databaseconnections, prevent silent memory leaks, or untangle recursive agent prompt loops under load.
Our mission
AI makes software faster to build. Making it reliable takes engineering.
Orvatos helps founders diagnose bugs, resolve production issues, and strengthen AI-built applications through practical, hands-on engineering.
We focus on understanding root causes, fixing what matters most, and helping founders move forward with clearer technical foundations.
How we operate
We operate as a specialized hands-on engineering team, not an outsourced agency. When production issues arise under load, our team embeds directly into your infrastructure under three core principles:
Production Incident Triage
We step into live codebases and resolve critical production bottlenecks while prioritizing system availability and minimal disruption to your users.
Root Cause Over Band-Aids
We don't just restart your servers or increase compute tiers. We profile memory, trace query latency, and permanently eliminate architectural defects.
Direct Engineering Collaboration
No account managers, no layers of bureaucracy, and no ticket queues. You collaborate directly with experienced systems engineers via dedicated triage channels.
What We Triage & Harden
Intervention targeting the exact friction points that emerge when AI-built software meets real production traffic.
Database & Pools
Supabase & PostgreSQL connection pool exhaustion, pgbouncer tuning, deadlocks, unindexed queries, and transaction timeouts.
Fullstack Stability
Next.js App Router hydration crashes, Node/Express event loop stalls, silent heap memory leaks, and CPU spikes under load.
AI & Agent Loops
Runaway prompt loops, context window overflow, LLM provider rate limits, streaming disconnection, and tool execution failures.
Security & Uptime
Exposed API keys, CORS and authentication leaks, production failover configurations, and automated zero-regression checks.
What you can expect
Transparent, accountable engineering from the moment we begin. Our work is guided by three clear commitments:
Clear explanation of findings & risks
We walk you through root causes, system vulnerabilities, and potential risks before writing a single line of production code.
Clear Scope & Pricing
Clear technical scope, milestones, and flat-rate pricing established upfront—no open-ended billing or surprise costs.
Documented Changes & Testing
We document changes and perform testing appropriate to the agreed scope, helping you understand what was changed, what was verified, and any remaining limitations.
Your Code Deserves Careful Protection
We treat your codebase and technical information with care. Access is limited to what's needed for the agreed work, and confidentiality, data handling, and code retention are addressed before work begins.