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PHP2Shell: The PHP Bug
Akshay Thakare

AI Tools

Practical tooling for building with AI: frameworks, vector stores, observability.

4 notes · all topicsAgents & AI tools

Start here · beginner1

  1. 1Using AI Coding Assistants Well (and Safely)How to get reliable results from AI coding tools on data projects: give context, ask for small changes, verify with tests, and protect secrets.

Next · intermediate3

  1. 2LLM Frameworks: Raw SDK, LangChain, LangGraph and Agent SDKsWhat each layer of the LLM tooling stack gives you, what it costs in complexity, and how to choose for a project.
  2. 3Observability for LLM ApplicationsWhat to log for every LLM and agent call — prompts, tokens, latency, tool calls, outcomes — and how to turn traces into fixes.
  3. 4Model Context Protocol (MCP) ExplainedA standard way to connect AI assistants to tools and data — servers, clients, tools, resources and prompts.