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.
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320 Articles
RAG tutorial Python — build a production RAG pipeline in
Agent Infrastructure

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.

By Surya Koritala
21 Min Read
fine tuning LLM neural network
Agent Infrastructure

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…

By Surya Koritala
20 Min Read
Vector database comparison — Pinecone, Weaviate, Qdrant, Chroma, pgvector
Agent Infrastructure

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.

By Surya Koritala
16 Min Read
MCP server tutorial Python — build your first one in
Agent Infrastructure

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…

By Surya Koritala
18 Min Read
Anthropic May announcements — every major move in one timeline
Capital

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.

By Surya Koritala
19 Min Read
Modal Labs review — when per-second GPU billing actually wins
Products

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…

By Surya Koritala
20 Min Read
Cursor vs Claude Code vs Cline — the IDE shootout
Products

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…

By Surya Koritala
19 Min Read
AI agent industry digest — week of May 23,
Agent Infrastructure

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…

By Surya Koritala
18 Min Read
AI engineer salary — real frontier lab pay
Capital

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+…

By Surya Koritala
18 Min Read
LangChain alternatives — answers to what every builder is asking
Agent Infrastructure

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.

By Surya Koritala
19 Min Read
How to build AI agent with Python in
Agent Infrastructure

How to build AI agent with Python in 2026

Learn how to build AI agent with Python in 2026 using the tool-call loop, Pydantic AI, LangGraph, and the patterns…

By Surya Koritala
18 Min Read
EU high-risk AI guidelines — what the May 19 draft actually changes
Governance

EU high-risk AI guidelines — what the May 19 draft actually changes

EU high-risk AI guidelines narrow where the AI Act bites first: five Annex III domains, a June 23 comment deadline,…

By Surya Koritala
19 Min Read