Blueprint

Proposed architectures, not delivered case studies.

Twelve reference designs across autonomous applications, agentic systems, retrieval, and LLM strategy — built for regulated industries on Google Cloud. Every figure is grounded in cited industry research; these are design proposals, not client engagements.

Flagship reference architecture

The Autonomous Enterprise — a governance platform for AI that has to answer for itself.

Four process pillars — Quote-to-Cash, Procure-to-Pay, Supply Chain, Finance Operations — sharing one governance crown and a four-layer GCP architecture. Sixteen architecture decision records. Designed so EU AI Act Article 14 explainability and audit-trail obligations are structural, enforced at the infrastructure layer, not bolted on as a dashboard once the model ships.

4

Process pillars

16

Decision records

0

Black-box decisions by design

Explore the full architecture → View on GitHub

Highlights

Four designs worth your time first.

DARE-TIES weight merge — two financial-domain specialists combined into one model. 98.5% of pipeline-baseline quality (FinQA) at half the serving cost. $0 retraining.

Local-first RAG for constrained manufacturing floors. On-prem inference, voice-first interface, under 8 seconds from query to cited procedure. No data leaves the facility network.

AutonomIQ Deal Desk

GCP-native agentic pipeline processing inbound Salesforce opportunities into compliant quote documents, target latency under 90 seconds. Nine ADRs with explicit rebuttals.

Autonomous Series

WhatsApp-native, voice-first HR automation for 2.7 billion deskless workers. Policy-governed RAG. Full leave management at a proposed $0.15 per employee per month.

Complete portfolio

Twelve designs, four categories.

Autonomous Series

WhatsApp-native HR automation for deskless workforces at population scale. 2.7B target population, under 60s leave approval.

WhatsApp API · Whisper · Policy-governed RAG

Autonomous Author

Explainability-first documentation pipeline. 80 Google Style Guide rules enforced. Five agentic stages, one human gate, zero black-box decisions.

LangGraph · Groq · Client-side, zero server

AEGIS — Autonomous Compliance Officer

Governance enforcement platform closing the 43-point gap between AI policy and technical controls. Audit trail generation in under 4 minutes.

EU AI Act Art. 9-17 · NIST AI RMF · IAPP AIGP

Agentic Solutions

AutonomIQ Deal Desk

Agentic Salesforce-to-quote pipeline, ReAct loop, full ADR log with rebuttals.

Vertex AI Agent SDK · Gemini 1.5 · HITL

KnowledgeFlow — Agentic Org Memory

Governed enterprise knowledge graph. RBAC + ABAC + OPA composable access control. GDPR erasure cascade designed-in, not retrofitted.

Neo4j Aura · LangGraph · Chronicle SIEM

MARG — Multi-Agent Report Generator

Five-agent research pipeline with a critic-gated quality loop. 100% of claims in the final report carry a traceable source link.

LangGraph · Ollama · DuckDuckGo

RAGs

Grounding LLMs in live enterprise data — cross-system synthesis across CRM, ERP, and ticketing, not document retrieval.

Groq Llama 3.1 · Connector federation

Federated query synthesis engine, explicitly distinguished from RAG — live API federation, not vector retrieval. Eight ADRs recorded.

Cloudflare Worker proxy · TTL consistency model

Sovereign, on-prem RAG for manufacturing floors. VPC-SC perimeter, CMEK-encrypted, the enterprise holds the keys.

ChromaDB · Ollama · Air-gapped inference

LLMs

Model-merge strategy for domain specialisation without full fine-tune cost. DARE-TIES, fully reproducible benchmarks.

mergekit · vLLM · Vertex AI Model Serving

RLHF/DPO alignment pipeline for regulated industry AI. Six compliance artefacts per model version, generated as a primary pipeline output.

TRL · LoRA · MLflow · Private VPC

Multi-query optimisation engine for enterprise RAG. Query decomposition + RRF fusion, raising multi-hop recall from 44% to 72%.

Gemini Flash · BM25 · Cross-encoder rerank