Security Engineer · IT Audit Labs · Minnesota, USA

Samuel Cala.

Building SOC automation and edge-native products. The disciplined alternative to vibecoding.

Security Engineer | SOC & SOAR Automation | Security Development

SHIPPING SOAR · SOC
The Manifesto · 2026-05-06 lawful · good
Vibecoding
CHAOTIC NEUTRAL
Roll a d20. Pray.
  • Prompt the model. Ship whatever falls out.
  • No specs. No design. Tests are optional.
  • One model. For everything.
  • "It compiles" = "it works".
Vivecoding
LAWFUL GOOD
Engineering discipline + AI as amplifier
  • SDD pipeline: explore → spec → design → apply → verify.
  • Multi-model cross-check. Right model, right job.
  • TDD strict. Authz invariants.
  • The AI amplifies the engineer — not the other way around.
→ read the full manifesto
The Party · Stack & Tools hp · ∞
CLERIC · WIS 18
SOC & SOAR

SOAR playbooks, detection engineering, incident response. XSOAR, Azure AD/Intune, Rapid7, Cisco XDR.

WIZARD · INT 17
Edge-Native Apps

Cloudflare Workers, Durable Objects, D1, KV, Workers AI. Astro SSR + Hono APIs in production.

RANGER · DEX 16
Frontend & DX

React 19, TanStack, shadcn/ui, Tailwind v4. Spec-driven delivery and strict TDD when it earns its keep.

03 · Quest log

Selected work

all engagements →
⚜   automation over toil · evidence over opinion   ⚜