Multi-Agent Design Patterns: The Four That Work in Production
Sequential, orchestrator-worker, hierarchical, and dynamic handoff — the four multi-agent patterns used in production in 2026, with LangGraph implementation guidance for each.
Read post →Technical writing by Mudassir Khan — agentic AI consultant and AI systems architect. New posts published directly on this site. Earlier writing on Dev.to.
Multi-agent design patterns, LLM selection, agent evaluation, and security for production autonomous systems.
Sequential, orchestrator-worker, hierarchical, and dynamic handoff — the four multi-agent patterns used in production in 2026, with LangGraph implementation guidance for each.
Read post →Not all LLMs are equal for agentic AI. This comparison covers GPT-5.4, Claude Sonnet 4.6, and Gemini 2.5 across tool-call reliability, context, cost, and safety for production agents.
Read post →Agent failures happen at the span level, not the final output. This guide covers RAGAS metrics, span-level evaluation, LangSmith setup, and the target scores that matter in 2026.
Read post →Prompt injection is OWASP's number one LLM risk. This guide covers the Lethal Trifecta, indirect injection, and the seven-layer defense stack for production agents in 2026.
Read post →AI agents with wallets, smart contract execution, and on-chain governance are live in 2026. This guide covers the architecture, ERC-4337 account abstraction, and production use cases.
Read post →Production RAG pipelines, vector database selection, fine-tuning tradeoffs, and LLM governance.
JavaScript is the language of the web and modern AI tooling. This guide covers variables, functions, loops, objects, async, and your first program.
Read post →Most RAG failures happen at retrieval. This guide covers chunking, hybrid search, reranking, and RAGAS metrics for production RAG pipelines in 2026.
Read post →RAG fixes knowledge gaps. Fine-tuning fixes behavior gaps. Here is the decision framework that actually helps in production, plus the 2026 hybrid standard.
Read post →An AI architect's guide to choosing a vector database in 2026. Start on pgvector, migrate when you must. Here is when each option wins and what the performance numbers actually show.
Read post →EU AI Act full enforcement begins August 2026. This practical checklist covers the five governance layers every production LLM system needs — with ISO 42001 and EU AI Act mappings.
Read post →When to hire, which AI roles you actually need, and how to structure consulting engagements.
A practical guide to hiring an agentic AI consultant — when you actually need one (vs. a general AI agency), what to look for, how engagement models work, and what it costs in 2026.
Read post →A clear breakdown of what an AI systems architect does, how the role differs from ML engineers and data scientists, when your team needs one, and what they deliver in 2026.
Read post →Should your startup hire an AI engineer or engage a consultant? This decision guide covers timeline, cost, risk, and the hybrid model most seed-stage teams actually use.
Read post →Ethereum, Solana, smart contracts, wallets, on-chain transactions, and ERC token standards.
Learn the uint array in Solidity end to end. push, pop, delete, swap and pop, memory arrays, fixed length, and a Remix contract with every method.
Read post →Learn the int array in Solidity end to end. push, pop, delete, swap and pop, signed values, memory arrays, fixed length, and a Remix contract with every method.
Read post →Learn the string array in Solidity end to end. push, pop, delete, swap and pop, the memory keyword, fixed length, and a Remix contract with every method.
Read post →Learn the address array in Solidity end to end. push, pop, delete, swap and pop, the zero address, memory arrays, and a Remix Whitelist with every method.
Read post →Learn the struct array in Solidity end to end. push, pop, delete, swap and pop, field updates, memory and storage, and a Remix StudentRegistry contract.
Read post →Build an ERC20 token from scratch and deploy it on Remix IDE. Full interface, contract code, deploy walkthrough, and the approve and transferFrom pattern.
Read post →Build a complete ERC721 NFT contract on Remix IDE. Full interface, mint and transfer code, IPFS metadata, and the safeTransferFrom receiver pattern.
Read post →Build an ERC1155 multi token contract on Remix IDE. Full interface, batch operations, mint and transfer code, and a deployable game ready example.
Read post →Distributed ledgers, immutability, and decentralization explained — plus a side by side breakdown of Ethereum's Gasper consensus and Solana's Proof of History. Speed vs security.
Read post →A developer's guide to blockchain network environments — mainnet vs testnet, Chain IDs that prevent replay attacks, RPC nodes explained, and how to add any EVM network to MetaMask.
Read post →Solidity is the language for Ethereum smart contracts. This guide covers variables, functions, loops, control flow, and your first deployable contract.
Read post →Mapping with struct is Solidity's workhorse for per-user state. Learn the pattern, see a full voting registry, master storage packing, and avoid the four common pitfalls.
Read post →Arrays plus loops in Solidity: for vs while, the vote tally pattern, the unbounded loop bug, pagination, and pull over push. Six patterns and a complete worked example.
Read post →Learn arrays in Solidity from scratch. Fixed and dynamic arrays, push, pop, length, delete, storage vs memory vs calldata, plus a full worked contract.
Read post →Build a Solidity calculator smart contract from scratch. Add, subtract, multiply, divide with pure functions, stored state, events, and require, deployed in Remix.
Read post →Solidity powers Ethereum DeFi. Rust powers Solana's Sealevel parallel runtime. Here is how the two languages differ on safety, performance, learning curve, and ecosystem depth.
Read post →How an Ethereum wallet actually works — private and public keys, address derivation, seed phrases, and how a signed transaction proves ownership without revealing your key.
Read post →An Ethereum transaction is a signed message. This guide walks through every field, the wallet to mempool to block lifecycle, gas pricing, and why some transactions fail.
Read post →ERC token standards from ERC20 to ERC4337 — fungible tokens, NFTs, multi token contracts, tokenized vaults, and account abstraction with what each standard is for.
Read post →What a crypto wallet actually stores, the difference between custodial and non-custodial, and a step by step guide to installing MetaMask and Phantom and sending your first testnet transaction.
Read post →Essays and early-stage thinking, published on Dev.to.
How closed-loop retrieval with shared-space learning improves grounding quality in production RAG systems — and why most RAG pipelines are broken at the retrieval–generation boundary.
Read on Dev.to ↗A practical perspective on prompt-first workflows, governance, and how software engineering teams are evolving their practices.
Read on Dev.to ↗A narrative take on everyday AI behaviour and what it signals about where human-AI interaction is heading.
Read on Dev.to ↗A 30-post technical series on agentic AI architecture, LangGraph patterns, blockchain compliance engineering, and production AI systems is in progress. Follow on Dev.to or LinkedIn to be notified.