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Available for select engagements


MG Digital Services partners directly with founders and technical leaders to design fault-tolerant cloud systems, custom business software, and intelligent AI workflows.

Direct Senior Delivery100% Client Code OwnershipPragmatic & Proven Stacks
architecture-cockpit.sys
REFERENCE ARCHITECTURE|Agentic RAG document pipeline
1. Multi-Modal Event IngestionEdge Gateway

Webhook streams, document buffers & payload sanitizer

14,850 evt/s
streaming
Semantic Chunking & Embeddings
1536-dim vector hash
2. pgvector Knowledge IndexHNSW Index

Hybrid semantic search + metadata filtering & rerank

> 0.94 cosine
Top-K: 8 items
Structured Reasoning & Guardrails
Strict JSON Schema
3. Autonomous Agent DispatcherExecution Loop

External ERP sync, database mutations & audit trail

Verified Output
Latency (p99)
18ms
Throughput
14.8k/s
Nodes
6
Replicas
3x

Interactive reference architecture — illustrative sample values, not client data.

Founder-Led Delivery
Founder-Led
Engagement Model
Direct senior delivery
Client-Owned
Code Ownership
Full handover, no lock-in
8 Services
Practice Areas
AI, cloud, software & growth
Remote + NCR
Delivery
Gurgaon / Gurugram, India

Core Competencies & Production Technology Stacks

Next.js 14 & ReactFrontend & Full-Stack
TypeScript & PythonCore Languages
AI & LLM AutomationIntelligent Systems
Cloud & DevOps (AWS / OVH)Infrastructure
PostgreSQL & DatabasesData Architecture
Cybersecurity & Zero-TrustHardening
REST & GraphQL APIsIntegration
Docker & ContainerizationDeployment
Workflow Automation & CI/CDEfficiency
Linux System AdminReliability
Areas of Practice

Practical engineering, applied where bottlenecks exist.

A focused practice delivering high-leverage systems across artificial intelligence, scalable software, and resilient infrastructure.

Core Practice 01

Autonomous AI & Workflow Pipelines

High ROI

Turn repetitive operational friction into autonomous background processes. I design production RAG pipelines, structured agent loops, and intelligent document synthesis that integrate directly with your databases and third-party APIs.

PIPELINE: DOCUMENT REASONING & DISPATCH● ACTIVE
01. INGEST
Multi-Channel Ingress
Webhooks / PDFs
02. CHUNK & EMBED
pgvector Index
Cosine Similarity
03. REASON
Structured LLM
Guardrail Audit
04. DISPATCH
ERP / DB Mutation
Audit Logged
PythonLangChainpgvectorFastAPIClaude APIAutomated QA
Architecture Details
Practice 02

Modern Web & Software Platforms

Custom web applications, dashboards, and customer portals engineered for conversion, responsiveness, and clean maintainability.

Lighthouse Performance100 / 100
Strict TypeScriptServer ComponentsZero Runtime Bloat
Next.jsReactTypeScriptTailwind
Practice 03

Cloud Infrastructure & DevOps

Cost-effective, self-healing cloud setups with automated CI/CD pipelines, container orchestration, and multi-region fault tolerance.

ci-pipeline.yml · pass
✓ Build container: 42s
✓ Run integration tests: 28s
✓ Zero-downtime deploy: live
DockerPostgreSQLRedisCI/CD
Core Practice 04

Zero-Trust Security & Managed IT

Zero-Exposure

Comprehensive systems hardening. I configure private WireGuard mesh networks, eliminate exposed administration ports, implement short-lived credential vaults, and enforce least-privilege identity access controls.

WireGuard Mesh

Encrypted point-to-point tunnels without exposing internal ports.

Secret Isolation

Automated key rotation and zero credentials stored in source code.

Audit SLA

Real-time anomaly monitoring and continuous automated vulnerability scans.

WireGuardTailscaleHashiCorp VaultHardened LinuxOIDC / SSO
Security Architecture
Representative Engagements

Systems & architectures engineered for scale.

Representative examples illustrating the type of systems, autonomous pipelines and platforms we design — not specific client engagements.

Representative examples illustrating the type of work — not specific client engagements.

Technology Radar

Production-tested tools. Zero speculative bloat.

A transparent inventory of the languages, frameworks, databases, and security systems I deploy in production.

Python
AI & Data · Core Standard

FastAPI backends, data pipelines, and custom AI orchestration engines

LangChain & LlamaIndex
AI & Data · Production

Structured agent workflows, document chunking, and memory retrieval

pgvector / Pinecone
AI & Data · Core Standard

High-dimensional embeddings, semantic indexing, and hybrid search

Claude & OpenAI APIs
AI & Data · Production

Tool-calling agents, synthetic structured data, and audit evaluation

TypeScript
Languages & Core · Strict Mode

End-to-end type safety across client interfaces, APIs, and shared models

Next.js 14 / React
Languages & Core · Core Standard

Server Components, static export generation, and high-velocity web apps

Node.js
Languages & Core · Core Standard

Event-driven microservices, real-time WebSockets, and background workers

Tailwind CSS
Languages & Core · Production

Modern token-driven design systems with zero CSS bundle bloat

PostgreSQL
Cloud & Data · Primary Relational

ACID transactional store, JSONB document querying, and replication clusters

Redis
Cloud & Data · In-Memory Core

Sub-millisecond session caching, pub/sub queues, and rate-limiting

Docker & Compose
Cloud & Data · Standard

Deterministic local development and containerized multi-service packaging

AWS / Cloudflare
Cloud & Data · Infra Standard

Global Anycast DNS, SSL termination, edge caching, and serverless compute

WireGuard & Tailscale
Security & Mesh · Zero-Trust

Encrypted mesh networks eliminating public open ports for remote teams

Hardened Linux
Security & Mesh · OS Baseline

Minimalist Debian/Ubuntu server baselines with kernel security tuning

HashiCorp Vault / KMS
Security & Mesh · Secret Isolation

Short-lived API credentials, dynamic secrets, and zero plaintext in repos

OAuth2 / OIDC / SAML
Security & Mesh · Identity Standard

Multi-factor authentication, enterprise SSO integration, and RBAC

The Consulting Standard

Engineering discipline over agency bureaucracy.

A direct senior technical partnership built on craftsmanship, rapid delivery, and transparent execution.

01

Direct Principal Delivery

You work directly with a senior engineer and architect who personally designs the system, writes the code, and verifies the deployment.

  • Zero account managers or junior developer handoffs
  • Immediate technical feedback and rapid prototyping
  • Direct accountability for every architecture decision
02

Zero-Bloat Production Code

Lean, maintainable systems built on rock-solid fundamentals. Strict types, battle-tested packages, and zero unnecessary dependencies that incur debt.

  • Strict TypeScript and automated test suites
  • Exhaustive architectural docs and operational runbooks
  • Clean code your internal developers will love maintaining
03

Zero-Trust Security Baseline

Security is treated as a fundamental design constraint, not an afterthought. Hardened endpoints, credential vaults, and encrypted communication from day one.

  • Least-privilege permission and access models
  • Short-lived credentials with automated rotation
  • Continuous vulnerability scanning in CI/CD
04

Pragmatic & Measurable ROI

Technology chosen strictly to eliminate bottlenecks, automate manual hours, and accelerate revenue—not to chase ephemeral tech fads.

  • Laser focus on concrete business milestones
  • Cost-optimized cloud resource allocation
  • Fast time-to-production with incremental releases

Engagement Model Comparison

How MG Digital Services' hands-on approach compares to conventional software agencies.

CriteriaFounder-Led Delivery (Manish Gupta)Traditional Agency Model
Execution Team
✓Direct senior technologist who writes the code
✕Senior salesperson, then handed to junior devs
Code Ownership
✓100% client-owned, documented & zero lock-in
✕Often tied to agency proprietary boilerplates
Delivery Speed
✓Rapid weekly prototypes with continuous feedback
✕Lengthy discovery phases with heavy overhead
Communication
✓Direct async channels (Slack/Discord) + weekly sprint syncs
✕Filtered through layers of non-technical account managers
Pricing Model
✓Predictable sprint/project scope with transparent outcomes
✕Opaque hourly billing with scope-creep markups
Available for select engagements

Have a technical bottleneck or system to engineer?

Share what you are building. You will receive a direct, pragmatic engineering assessment—not an aggressive sales pitch or junior account manager handoff.

MG Digital Services
MG Digital ServicesOnline

Founder, MG Digital Services

Direct 1-on-1 architecture review with our founder
Strict NDA and client IP protection guaranteed
Clear scope, deliverable milestones, and production timeline
Response: 1–2 business daysDirect Founder Access
Quick Engagement Scope
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