Katharsis by AetherOps
From vibe to value.
Vibe coding ships fast. It lands in production as audit nightmares, token bills, and security gaps. Katharsis audits and refactors your AI-generated code into something you can stand behind.
KATHARSIS
Your AI wrote it. We make it production-ready.
Vibe-coded, LLM-generated, or just carrying years of tech debt. Katharsis works with what you have. Pick the tier that fits.
TIER 1
Audit + Gap Report
See exactly what's broken. A structured analysis of your codebase against production standards (tech debt, security gaps, observability coverage, and AI-generated slop), written up as a report you can act on.
- Tree-sitter AST analysis
- Standards gap report
- Prioritized remediation backlog
- Delivered in 48–72 hrs
MOST POPULAR
TIER 2
AI Contracts + Skills
Give your AI the tools to write better code. We build the contracts, Claude skills, subagents, and hooks specific to your codebase. The next time your AI touches this code, it gets it right.
- Everything in Tier 1
- Custom Claude skills & hooks
- Contract tests per module
- Standards RAG configured
- Subagent workflows
TIER 3
Full Refactor
We do the work. Your codebase comes out production-hardened: logging, observability, security, test coverage, and documentation. Everything from Tier 2 is included.
- Everything in Tier 2
- Full codebase refactor
- Production-grade observability
- Security hardening
- Dedicated engineer
Not sure which tier fits? Ask AetherOps AI: describe your codebase and get a recommendation.
THE AETHEROPS PLATFORM
Katharsis is the start.
The platform is where it goes.
Three pillars for teams building production AI systems, not just running prompts.
Code Quality
Katharsis
Audit, refactor, and harden AI-generated code. From vibe to value, at whichever tier fits your team.
Audit covers
Ask AetherOps AI →- Audit + Gap Report
- AI Contracts + Skills
- Full Refactor
Token Intelligence
Context Engineering
Clarity is the optimization. Right primitive, right model, right cost. Proven principles applied to AI workloads.
When to reach for
Route simple queries to SLMs, medium to private models, complex to frontier. Your best tokens go to your hardest problems.
Ask AetherOps AI →Private AI
Security Tiers
Not every query should touch a public model. AI infrastructure matched to your risk level, from hardened cloud deployments to fully air-gapped private LLMs.
- Cloud-secured: VPC-isolated, guardrails, audit logging
- Hybrid private: On-prem inference, cloud orchestration
- Air-gapped: Terraform-provisioned, zero external calls
Includes a private chat app, prompt injection guardrails, PII filtering, and full output auditability. All delivered as Infrastructure as Code you own.
Ask AetherOps AI →
UNDER THE HOOD
Six named engines, working together.
Code purification
Katharsis
AST analysis & standards-aware refactor
Knowledge
Logos
RAG over your code & ops
Optimization
Metis
Context pruning & model routing
Real-time intelligence
Nous
Streaming RAG over logs & events
Tool bridge
Keryx
MCP & orchestrated execution
Security
Aegis
Guardrails, IaC, audit logging
Built by an engineer. Proven by ops.
AetherOps is built by an engineer who has spent years doing systems work. The same principles that have always made systems reliable (separation of concerns, right tool for the job, keep it comprehensible) apply directly to AI workloads. We didn't invent these ideas. We applied them to a problem most AI tooling has been ignoring.
The platform ships as six named engines (Katharsis, Logos, Metis, Nous, Keryx, and Aegis), each with one job and a clear interface.
- Your data never trains a public model. Air-gapped and private deployments are available.
- Audit trails by default: every AI decision is logged and explainable
- Infrastructure you own: Terraform IaC, not a SaaS dashboard you're locked into
Ready to get started?
Reach out to learn how AetherOps can transform your operations.
hello@aetherops.ai