Case Studies
Real constraints. Real deployments. Each scenario is independently reproducible.
Secure code review pipeline for a fintech team
Python-based solutions were rejected by the security team. Kernex let the security team approve a tool that would have been blocked with any Python alternative.
3-phase pipeline, under 30 seconds per PR. Audit logs satisfy SOC 2 evidence.
Documentation bot with persistent memory
A solo maintainer with 40k lines of Rust. kx remembered a breaking-change decision from March and surfaced it unprompted in April.
Support question response time: 15 minutes to 4 minutes.
Internal knowledge bot for a remote engineering team
Tribal knowledge spread across Notion and Slack. Skills directory committed alongside the codebase. Version-controlled, reviewable, auditable.
New developer onboarding time reduced from 4 weeks to 2 weeks.
Local AI assistant for air-gapped development
Full offline operation with Ollama. OS-level sandboxing as a compliance feature. No data leaves the machine, ever.
Approved for use in a classified development environment.
Data pipeline debugging agent
200+ daily ETL jobs. TOML-defined triage pipeline version-controlled alongside the jobs. A new team member can understand the logic by reading the topology file.
Triage time reduced from 30-45 minutes to 2 minutes.