Tools chosen for reliability, speed, and clarity
The working stack behind SEAL, Otter, DSpace, Asguard, Azeru, Hauser, Koe, and Vpipe — not a buzzword list. Each layer is selected for latency, cost, security, and maintainability.
Backend systems
Layer 01Go is the default for services that need concurrent I/O and predictable performance. Gin handles HTTP routing; GORM maps domain models to PostgreSQL. Firebase/Firestore covers real-time product surfaces where operational speed matters more than custom infrastructure.
- Language
- Go / Golang
- HTTP
- Gin
- ORM
- GORM
- Runtime alt.
- Node.js
- Relational
- PostgreSQL
- Realtime / BaaS
- Firebase
Frontend
Layer 02- Framework
- Next.js 15+ · React 19
- Types
- TypeScript
- Styling
- Tailwind CSS
- Standards
- HTML5 · CSS3 · ES6+
AI engineering
Production AI means retrieval quality, inference latency, provider fallbacks, and safety — not demos. RAG pipelines chunk and embed documents; multi-provider routing (Groq, OpenAI, Anthropic, OpenRouter) keeps systems resilient when one endpoint slows down.
Methods
RAG architecture
Vector embeddings
Prompt + context design
Focus
Semantic search
NLP extraction
Secret sanitization
Sui Move & on-chain systems
Primary Web3 focus is Sui: object-centric Move contracts, programmable transaction blocks (PTBs), wallet UX via Mysten dapp-kit, and gateways that settle AI spend on-chain. Shipped: SEAL, Otter, and DSpace.
On-chain
AgentTreasury objects
Spend policies & caps
Spawn / reclaim budgets
Off-chain
TS settlement gateways
Multi-provider LLM routes
Wallet dashboards
Also
Solidity · Web3.js · Storj · Hybrid Firebase + chain dApps
Tools & DevOps
Layer 05- Docker Containers
- Git / GitHub VCS
- Cloud Functions Serverless
- CI/CD pipelines Automation
- Postman API testing
Security
Layer 06- Auth
- OAuth / JWT, secure session design, API hardening
- Background
- B.Tech Cybersecurity · ethical hacking foundations · Kali Linux
- Practice
- Clean architecture, least privilege, secret scrubbing before LLM egress
How I pick tools
Prefer boring reliability over novelty when the path is hot. Use Go when concurrency and binary deployment matter; Next.js when product velocity and typed UI matter; Sui Move when object ownership and parallel settlement beat account-based chains; managed Firebase when realtime collaboration beats owning every infra knob; LLMs only behind clear retrieval, truncation, sanitization — and, for agent spend, on-chain caps. Architecture should still make sense six months later — not just in the demo.