Enterprise Multi-Agent Autonomous Swarm Systems Agentic AI Architect
Infixio · Senior AI Engineer & Applied Data Scientist
Founder & CEO, Delta AI Engineering · venture since 2022, registration in progress
Applied AI. Enterprise Architecture. Research with Purpose.
Mission To translate research into accountable AI systems, sustainable businesses and international collaborations.
Karachi, Pakistan (UTC+5) · English, Urdu · on-site with relocation, hybrid or remote.
Each band links a system to a kind of value it delivers. The map tours each value by itself; hover or tap one to trace where it comes from.
Production multi-agent and RAG platforms with evaluation, observability and cost guardrails; NDHRA, a national-scale health-record prototype; TALEEM for public education.
No government deployment yet; NDHRA runs on synthetic data.
From: Infixio AI platforms, NDHRA / NDHIMS, TALEEM
Every SHIFA-AI output passes human review; DRIS signs every tool call (SHA-256) and encrypts exports; Zeta-9 and RAHAT-AI keep professionals in charge.
HIPAA/GDPR-aligned design, not certification.
From: DRIS, SHIFA-AI, Zeta-9, RAHAT-AI
Release gates, automated rollback, drift monitoring, OAuth 2.1, RBAC and OWASP LLM & Agentic Top 10 controls; human approval before irreversible actions.
Readiness and alignment, not certification.
From: Infixio AI platforms, DRIS, Delta Sentinel, AeroNova
LUMINA in 58 languages with full RTL; TALEEM in 14 Pakistani languages; DRIS in 58 languages; RTL in Delta Horizon.
Arabic output not yet evaluated by native reviewers.
From: DRIS, LUMINA, TALEEM, Delta Horizon
Delta Sentinel: Neo4j graph correlation, HMAC honeytokens and an append-only Merkle chain of custody.
Prototype; evidence chain aligned to PECA.
From: Delta Sentinel
Zeta-9 special-needs hub, ISHARA-AI sign language, LUMINA IEP generation and the Delta Minds Core IEP hub.
Decision support only; professionals decide.
From: Zeta-9, LUMINA, ISHARA-AI, Delta Minds Core
MARS-MINDS: terrain and dust-storm classification, landing-hazard and habitat models on public NASA and ESA imagery.
Public imagery; no space-agency affiliation.
From: MARS-MINDS
11 years of .NET, SharePoint, Project Server, Azure and Power Platform delivery; Delta Horizon as a Project Online replacement.
Enterprise roles documented 2010–2023.
From: Delta Horizon, Enterprise engineering, 2010–2023
Production multi-agent and RAG platforms with evaluation, observability and cost guardrails; NDHRA, a national-scale health-record prototype; TALEEM for public education.
Infixio AI platformsNDHRA / NDHIMSTALEEM
No government deployment yet; NDHRA runs on synthetic data.
Every SHIFA-AI output passes human review; DRIS signs every tool call (SHA-256) and encrypts exports; Zeta-9 and RAHAT-AI keep professionals in charge.
DRISSHIFA-AIZeta-9RAHAT-AI
HIPAA/GDPR-aligned design, not certification.
Release gates, automated rollback, drift monitoring, OAuth 2.1, RBAC and OWASP LLM & Agentic Top 10 controls; human approval before irreversible actions.
Infixio AI platformsDRISDelta SentinelAeroNova
Readiness and alignment, not certification.
LUMINA in 58 languages with full RTL; TALEEM in 14 Pakistani languages; DRIS in 58 languages; RTL in Delta Horizon.
DRISLUMINATALEEMDelta Horizon
Arabic output not yet evaluated by native reviewers.
Delta Sentinel: Neo4j graph correlation, HMAC honeytokens and an append-only Merkle chain of custody.
Delta Sentinel
Prototype; evidence chain aligned to PECA.
Zeta-9 special-needs hub, ISHARA-AI sign language, LUMINA IEP generation and the Delta Minds Core IEP hub.
Zeta-9LUMINAISHARA-AIDelta Minds Core
Decision support only; professionals decide.
MARS-MINDS: terrain and dust-storm classification, landing-hazard and habitat models on public NASA and ESA imagery.
MARS-MINDS
Public imagery; no space-agency affiliation.
11 years of .NET, SharePoint, Project Server, Azure and Power Platform delivery; Delta Horizon as a Project Online replacement.
Delta HorizonEnterprise engineering, 2010–2023
Enterprise roles documented 2010–2023.
Planetary research, clinical and special-needs AI, multilingual education and enterprise systems. Every system carries a declared status.
MSc thesis, NED University: deep learning on orbital imagery to classify terrain, find habitat sites, judge landing hazards, plan missions and forecast dust storms. Version 2 (in development) coordinates five specialist models with a reinforcement-learning controller across 21 public NASA and ESA datasets.
Results as reported by the author from thesis experiments. Public NASA, JPL and ESA imagery; no space-agency affiliation.
Synthetic illustration of the classification task, not thesis output.
DrugReport Intelligence System: agentic pharmacovigilance on LangGraph and Claude over the public OpenFDA API (3M+ records), 19 clinical modules, human clinical review, SHA-256 signed tool calls, AES-256 exports, 58 languages with RTL. v2.0 in development.
Claude API · LangGraph · Next.js 15 · FastAPI · Python 3.12
Clinical AI with refusal-aware orchestration: when a model declines or confidence drops, the graph reroutes or escalates instead of guessing. Human review on every output.
LangGraph · LangSmith · Claude · FastAPI
The special-needs hub: a credential-verified network across 22 healthcare and SEN categories, verified against PM&DC and AHPC. 250+ practitioners in six months (author's figure). ASPIRE NIB IV finalist, one of 24 from 800 applications.
Next.js · NestJS · GraphQL · PostgreSQL RLS · LiveKit
The IEP hub: guided intake that ends in a first roadmap and individualised education plan, and a directory of 23 specialist categories bridging into Zeta-9.
Next.js 16 · React 19 · FastAPI
One citizen, one 13-digit number, one lifelong health record; the Digital Child Development Passport as flagship; 17 clinical agents under human review; 16 languages.
Claude · LangGraph · Supabase · pgvector
Burnout prevention for healthcare teams and a mobile mental-health channel with CBT- and ACT-informed exercises, crisis-routing boundaries and clinician handoff.
Guardrails AI · Literal.ai · Expo
Also: Child Development Platform, ASD screening analytics over 4,460 records (2024). The BCBA AI platform is on the roadmap. Screening analytics support clinicians, not diagnosis.
Global Classroom Intelligence: classroom analytics and automated IEP generation across 30+ SEN boards and 200 subjects, pre-school to A-Level, in 58 languages with full RTL. Per-board schema and citation layer; median IEP under 3 s (author's measurement).
Claude · LangGraph · BM25 + FAISS · pgvector · FastAPI · Next.js
Taleem roshni hai — education is light. AI tutor mapping each learner to one of 28 Pakistani boards, in 14 languages including Urdu, Sindhi, Punjabi, Pashto, Balochi, Saraiki and Hindko.
LangChain · RAG · SSE · pgvector · Next.js 16 · Expo
Intelligent Sign and Hand Articulation Recognition Assistant: Pakistan Sign Language ↔ Urdu and English, text and speech. Lighthouse 100 × 4, zero axe-core violations (self-measured).
MediaPipe · Whisper-turbo + Urdu LoRA · LangGraph · Next.js 16
A guarded AI article and writing generator so students use AI safely instead of unguarded chatbots: five LLM providers, nine security layers, 99.2/100 on a 500-prompt internal benchmark.
Claude · LangGraph · LlamaIndex · Pydantic AI
Also: AQLENTIS residency platform (live). PREPARE AI is on the roadmap.
Security and fraud intelligence: LangGraph investigation agents correlate entities on Neo4j, HMAC SHA-256 honeytokens fingerprint intrusions, findings go to an append-only Merkle chain of custody (PECA s.38).
Neo4j · Claude · LangGraph · Kafka · ClickHouse · Kubernetes
Project and portfolio management for PMOs: 14 modules, sub-100 ms real-time sync, AI-assisted plan drafting, RTL; a Microsoft Project Online replacement with a Tauri 2 desktop app.
Next.js · React 19 · FastAPI · Supabase · Tauri 2
Agentic, ATS-optimised executive CVs and cover letters aligned to an employer's requirements and to Pakistan, Netherlands, UK, US and Gulf conventions, with PDF and DOCX export.
Claude API · FastAPI · Pydantic v2
A ReAct concierge that asks for human approval before it commits; a deterministic engine handles fares, seats, loyalty tiers and five currencies. The model proposes; code disposes.
LangGraph · human-in-the-loop · FastAPI
Also: VehicleIQ (MVP) and WISER-AI (benchmark study). CALIX, SPEND-AI and Delta Codex are on the roadmap.
One shared architecture runs under every system: orchestration, an ephemeral runtime, an interoperable transport fabric, zero-trust security, tracing with cost attribution, and governance with human approval.
Press Trace a request or choose a layer.
LangGraph · Claude Agent SDK · OpenAI Agents SDK · Google ADK · CrewAI · AutoGen · Temporal (durable workflows) · XState
Python / FastAPI · Pydantic (structured output) · E2B / gVisor sandboxes · Docker · pgvector · Neo4j / NetworkX graph traversal · Redis · vLLM
MCP Python / TypeScript SDKs · A2A SDK · AP2 · Connect RPC / Protobuf · gRPC · OpenAPI · NATS / Kafka · Envoy / AgentGateway
SPIFFE / SPIRE · OAuth 2.1 / OIDC (Keycloak) · Open Policy Agent · HashiCorp Vault · PostgreSQL RLS · Kubernetes NetworkPolicy · mTLS
OpenTelemetry · LangSmith · Langfuse · Grafana / Prometheus · Sigstore-style signing · FOCUS 1.4 · OpenCost · Power BI
LangGraph interrupts (HITL) · NeMo Guardrails · Guardrails AI · DeepEval / Ragas evaluation · GitHub Actions gated releases · Argo Rollouts
21 systems with a declared status: 14 delivered, 3 in build, 4 being confirmed. Upcoming work sits on the roadmap below.
Live, MVP, prototypes and completed research
Planetary AI: thesis system, four models
ResearchAgentic pharmacovigilance, 19 clinical modules
HealthSpecial-needs and health professional hub
HealthIEP hub, intake and specialist directory
HealthNational digital-health identity
HealthWellbeing intelligence, crisis routing
HealthPower BI over 4,460 records
HealthAI tutor, 28 boards, 14 languages
EducationSecurity and financial-crime intelligence
EnterpriseFive-country conventions, ATS checks
EnterpriseVehicle valuation, Pakistan and Gulf
EnterpriseWarehouse demand forecasting, RMSSE 0.7582
ResearchOmnichannel lead qualification, one client
Client workAI residency community platform
AQLENTISActive development
IEP generation, 30+ boards, 58 languages
EducationGuarded AI article generator for students
EducationEnterprise PPM, 14 modules
EnterpriseStatus being confirmed
Clinical AI with mandatory human review
HealthDevelopment passport, milestones, plans
HealthSign-language translation, both directions
InclusionFlight booking with human approval
EnterpriseA Now · Next · Ahead route map: work grouped by how certain it is, not by promised dates. Personal growth and projects run side by side, kept apart from the index so finished and unfinished systems are never mixed.
Certification on top of the completed CPMAI™ course.
Preparing for a PMI certification, building on the completed Introduction to Cognitive Project Management in AI (CPMAI)™ course; to be used in AI project delivery and in the PMI-aligned project-management platform.
Behaviour analysis for BCBAs, therapists, parents and children; joins the Zeta-9 hub.
Applied behaviour analysis in AI form for BCBAs, therapists, parents and children: programme planning, session data and progress for each child, with the BCBA making every clinical call. Its own domain, connected to Zeta-9 as the special-needs hub.
The next major version of the live clinical-intelligence platform.
The next major version of DRIS, the live agentic pharmacovigilance platform with human clinical review.
Brain-health intelligence for professionals; name to be confirmed.
Brain-health intelligence for professionals: finds vulnerable patterns and the point of origin of brain-related medical, psychological and mental-health conditions so clinicians and providers can act in time. Professional-facing only.
A minimal public release of the thesis system, as submitted.
A minimal public version of the MSc thesis system, kept as submitted to the university, before version 2.
Five specialist models and an RL controller across 21 public datasets.
Five specialist models coordinated by a reinforcement-learning controller across 21 public NASA and ESA datasets. A minimal public release of the v1 thesis system comes first.
Live race-outcome prediction from Formula One data.
Formula One race, timing and telemetry data used to predict race outcomes live, as a race unfolds.
Voice AI for people who cannot speak, hear or read, in their own language.
Conversational voice AI for people in Pakistan who cannot speak, hear or read, including in their home language: speech in, reasoning, speech out, with barge-in and sub-second first audio as the design target.
A learner's IEP turned into adapted lessons, worksheets and weekly plans.
Personalized Reframing of Educational Content into Printables, Activities, Routines and Expression: a learner's IEP and school curriculum turned into adapted lessons, worksheets, activities and weekly plans.
Credit-card and statement guidance that keeps people away from debt traps.
Statement processing and expenditure navigation for people struggling with credit cards: flags risky patterns early and keeps users away from revolving-debt traps.
AI for SAP ERP with human approval and an audit trail.
AI for SAP ERP processes, carrying over the human-approval and audit-trail patterns already used in the agent architecture.
A professional-identity operating system: one verified record, kept current.
An AI-powered professional-identity operating system: one verified record of skills, work and credentials, kept current.
Software engineering practice Dec 2010 – Apr 2022 · AI practice May 2022 – present.
Senior AI Engineer / Applied Data Scientist
Nov 2023 – present · 2 yrs 11 mo
LangGraph · MCP · A2A · FastAPI · pgvector · Kubernetes · OpenTelemetry
Founder & CEO
Jan 2022 – present · Venture
Claude · LangGraph · Next.js · Tauri 2
Co-Team Lead, AI residency
Sep 2026 – present · Concurrent
Agent design · evaluation · mentoring
Graduate Researcher, MARS-MINDS thesis
Jan – Dec 2025 · 1 yr
PyTorch · EfficientNetV2 · ConvNeXtV2 · DenseNet · InceptionV3
Lead Software Engineer → Software Architect
Feb 2019 – Oct 2023 · 4 yrs 9 mo
Azure · Azure AI Services · Power Platform · SharePoint · Azure DevOps
Senior Software Engineer
Aug 2015 – Jan 2019 · 3 yrs 6 mo
.NET · C# · SharePoint · Project Server · SQL Server · SSRS
Junior Software Engineer → Software Engineer
Dec 2010 – Jul 2015 · 4 yrs 8 mo
ASP.NET MVC · C# · Entity Framework · WCF · T-SQL
Zeta-9 · LUMINA · TALEEM · the BCBA AI platform
Read each ladder from the bottom up. The volunteer classroom years (orange) run beside the engineering career and lead, through clinical and SEN training, to the special-needs and education products at the top.
Training certificates; no clinical licensure.
In engineering, Δ means change. Delta AI Engineering designs, builds and operates production AI to produce a specific, measurable change in how an organisation works, and proves it happened.
Multi-agent workflows with tools, memory and human approval at the points that matter.
Hybrid search, reranking and knowledge graphs that answer from your own documents, with citations.
Containerised services, CI/CD, infrastructure as code and observability from the first commit.
Regression evaluations, tracing, release gates and cost tracking so quality is measured, not assumed.
Forecasting, classification and analytics that feed decisions, with honest error bars.
Use cases ranked by value, feasibility and risk; build, buy or wait; what it should cost to run.
A fixed, short engagement that ends with a ranked opportunity map, an architecture and a costed plan.
One production-ready workflow, delivered end to end with evaluation and monitoring.
Engineers join the client team to deliver, review and mentor, with shared ownership of outcomes.
Agentic AI architect and applied-AI leadership roles, 4–16 week implementation partnerships, and research collaborations on planetary AI or clinical multi-agent evaluation. On-site with relocation, hybrid or remote.
“An Apex of AI.” — REI's personal motto