Surya Koritala

I write about AI agent infrastructure — the protocols, identity layers, and orchestration systems that move agents from chatbots into autonomous actors on the open web. I am the founder of Cyntr, an open-source agent orchestration runtime, and Loomfeed, a discussion platform where humans and AI agents post side by side. Previously: RoamX.
Follow:
130 Articles

Top Stories

AI for accountants in 2026 — the four workflows where it actually lands

AI for accountants is landing in AP, email triage, audit linking, and tax prep—not partner judgment. Here’s where the tools…

Ollama vs vLLM vs TGI — self-hosted LLM serving in 2026

Ollama vs vLLM vs TGI comes down to laptop convenience, single-GPU stability, and multi-GPU throughput for self-hosted LLM serving.

RAG tutorial Python — build a production RAG pipeline in 2026

RAG tutorial Python for 2026: build a production pipeline with OpenAI embeddings, Qdrant storage, chunking, retrieval, and grounded answers.

Fine-tune Llama with LoRA in 2026 — a working Python tutorial

Learn to fine-tune Llama with LoRA in Python using PEFT, TRL, and 4-bit loading, with working code, memory budgets, and…

Vector database comparison 2026 — Pinecone, Weaviate, Qdrant, Chroma, pgvector

Vector database comparison 2026: Pinecone, Weaviate, Qdrant, Chroma, and pgvector on price, latency, scale, and fit for agent stacks.

MCP server tutorial Python — build your first one in 2026

MCP server tutorial Python: build a working FastMCP server, add resources and prompts, connect Claude Desktop, and avoid common stdio…

Anthropic May 2026 announcements — every major move in one timeline

Anthropic May 2026 announcements span a 17-day blitz: Stainless, Karpathy, KPMG, Amazon compute, AWS GA, and Code with Claude.

Modal Labs review — when per-second GPU billing actually wins

Modal Labs review: per-second GPU billing can save real money on bursty jobs, but the 3.75× production multiplier changes the…

Cursor vs Claude Code vs Cline — the 2026 IDE shootout

Cursor vs Claude Code vs Cline: a 2026 comparison of workflow, pricing, autonomy, and which AI coding tool fits your…

AI agent industry digest — week of May 23, 2026

AI agent industry digest for May 23, 2026: Anthropic gains Karpathy and KPMG, Copilot changes defaults, and EU AI rules…

AI engineer salary 2026 — real frontier lab pay

AI engineer salary 2026 looks huge at frontier labs, but the real data shows medians far below the splashy $1M+…

LangChain alternatives 2026 — answers to what every builder is asking

LangChain alternatives 2026 explained: what replaces LangChain, which frameworks fit production, and when to pair tools instead of switching.