💰$180/mo
Optimised Prod
vs $2k/mo SaaS · 11× ROI
⚡−78%
Claude Cost Opt
Prompt caching on RAG queries
🤖96%
Agent Consensus
All 4 agents ≥95% agreement
🎯≥99.5%
PDCA Target
Cross-validated · 1 HITL/phase
🛤️Golden Path
2 docker services · same engine local/prod · LiteLLM provider abstraction
📈BC1 → BC2+ Evolution
SQLite → RDS · ChromaDB → pgvector · Claude → Bedrock — all config changes
🏭1 HITL + 9 Agents
ADLC framework: 62 commands · 20 skills · 58 MCPs · 22 governance hooks
🎯F2T2EA Cycle
Find · Fix · Track · Target · Engage · Access — north-star operational methodology
4-AGENT CONSENSUS · DORA + ADLC ANALYTICS● PO● CA● MEE● IE
FRAMEWORK DORA
Deploy FrequencyOn track
3/sprint
target: ≥2/sprint10/10
Lead TimeOn track
<2 days
target: <2 days9/10
Change Failure RateOn track
0%
target: <5%10/10
MTTRNot measured
N/A
target: <1 hour—
PDCA Composite
—
target ≥95%
HITL Manager
1
T-shape overseer
🖥️
L6xOps Interface
Open WebUI 0.8+
Pipeline engineMCP clientSCIM 2.0
terraform-aws-web (M3)$45–85/mo⚡ WIP⚙️
L5Runbooks + ADLC API
FastAPI 0.115+ + CrewAI 0.102+
119+ analyzersCrewAI Flows v2LiteLLM gateway
terraform-aws-web (M3)$25–50/mo⚡ WIP🧠
L4Data + Knowledge
SQLite + ChromaDB (via CrewAI Knowledge) + Open WebUI RAG
SQLiteChromaDBOpen WebUI RAG
terraform-aws-efs (M4)$6 (EFS)/mo⬜ GAP🌐
L3Delivery Edge
CloudFront + WAFv2 + ALB + ACM + Route53
CloudFrontWAFv2 ATPALB sticky
terraform-aws-web (M3 — edge submodule)$15–60/mo⚡ WIP⚡
L2Compute (M2)
ECS Fargate Graviton4 ARM64
Graviton4 ARM64Fargate SpotApp Signals
terraform-aws-ecs (M2 — PUBLISHED ✓)Incl. $110/mo✓ PUBLISHED🔐
L1Identity (M1)
IAM Identity Center + SCIM 2.0
SCIM 2.0OIDCPermission Sets
terraform-aws-iam-identity-center (M1 — PUBLISHED ✓)$0✓ PUBLISHEDSUB-PRODUCTS · RESEARCH QUESTIONS