Tag: architecture
14 articles filed under this tag. Newest first below ; start with the highlighted pick if you are new here.
Featured
Streaming LLM Systems and Token-Level Response DesignHow partial decoding and streaming protocols shape UX, back-end buffering, and client rendering—without coupling to any single provider’s wire format.
· 6 min read
- Building Real-Time Conversational AI Systems
WebSocket and HTTP streaming architectures, session memory, cancellation, and interruption handling for low-latency chat—where network, orchestration, and model tiers all shape the experience.
· 6 min read
- Memory Systems for LLM Agents — Short-Term vs Long-Term Memory
Episodic buffers, summarization, retrieval-augmented memory, and persistence patterns for agents—separating conversation state from durable knowledge stores.
· 6 min read
- Model Context Protocol in Agent Systems
How MCP standardizes how hosts expose tools, resources, and prompts to models—reducing one-off integrations while keeping authorization and transport security in the host’s hands.
· 6 min read
- Agent Planning Architectures — ReAct, Plan-and-Execute, and Tree-of-Thoughts
How common reasoning-loop patterns structure multi-step LLM behavior, where each pattern helps, and what operational complexity each adds at inference time.
· 6 min read
- Multi-Agent Systems — Coordination, Conflict, and Arbitration
Agent roles, voting patterns, consensus-style workflows, and hierarchical orchestration for multi-agent LLM systems—where coordination overhead and failure modes dominate the design.
· 6 min read
- Building Agentic AI Systems with Tool-Using LLMs
Tool execution loops, separation of planning and execution, and structured reasoning cycles for agents—emphasizing boundaries, state, and observability over anthropomorphism.
· 6 min read
- Hybrid AI Systems — Rules, LLM, and Deterministic Code
How production systems combine classical business logic, LLM reasoning, and deterministic code paths so automation stays auditable, testable, and bounded.
· 6 min read
- Function Calling Architectures in LLM Systems
Tool schemas, routing logic, multi-tool chains, and error recovery patterns for LLM-driven tool use—treating tools as side effects with permissions, timeouts, and idempotency.
· 6 min read
- Context Window Engineering for LLM Systems
Token budgets, truncation, summarization layers, and context packing—how production teams fit prompts, tools, and RAG evidence into finite windows without silent information loss.
· 6 min read
- Architecture of Production-Grade RAG Systems
How chunking, embeddings, retrieval, reranking, grounding, and latency budgets fit together in retrieval-augmented generation systems that survive real traffic—not demos.
· 6 min read
- Engineering Reliable Multi-Cloud or Hybrid AWS Architectures
How Direct Connect, Transit Gateway, and modular networking support hybrid enterprise deployments — and where the "multi-cloud" rhetoric meets engineering reality.
· 10 min read
- Building Audit Logging Systems for Compliance-Ready Applications
How immutable, tamper-evident logs track user and system actions for traceability, incident investigation, and regulatory requirements — the architecture that survives an audit.
· 11 min read
- Event-Driven Patterns in Real-Time Analytics Platforms
How decoupled services communicate via events and streams to support near real-time data processing and dashboard updates — with the operational realities of running it at scale.
· 10 min read