Portfolio · AI Integration into Workflows
Applied AI Pipeline
RAG & Workflow Automation ·
No sensitive data leaves the perimeter
Zone 01
Triggers &
Inputs
⚙️
CI/CD Pipeline
Failed Build / PR
🔔
Observability
Error Spikes / Alerts
👤
Internal User
Dev / Ops Query
Webhook
/ API
Zone 02
Automation &
Security
🖥️
AI Gateway
/ Orchestrator
Route · Rate-limit
Audit log
🔒
PII & Secrets
Stripping
regex · NER · vault
before any LLM call
Fetch ctx
Prompt +
Context
Zone 03
Context Retrieval
(RAG)
🗄️
Vector DB
Embeddings
Qdrant / Milvus
📚
Internal Docs
Confluence / Notion
Runbooks
🔒 Data stays on-prem
Prompt +
Context
Zone 04
LLM Engine
🤖
Managed LLM
Strict Data Privacy
OpenAI / Gemini / Local
✦ Only sanitised prompts sent
Structured
output
Zone 05
Actionable
Outputs
🔀
Pull Request
Automated Review
/ Fix Draft
💬
Slack / Teams
Incident Summary
📄
Docs
Post-mortem Draft
Webhook / API
Strip PII & Secrets
Fetch context (RAG)
Prompt + Context
Structured output