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The Ultimate AI Agents Roadmap: Your $200B+ Tactical Guide

The Ultimate AI Agents Roadmap: Your $200B+ Tactical Guide

The Ultimate Guide to Tools, Training & Communities

Pranjal Gupta's avatar
Pranjal Gupta
Jul 09, 2025
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The Ultimate AI Agents Roadmap: Your $200B+ Tactical Guide
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“The Ultimate AI Agents Roadmap: Your $200B+ Tactical Guide

"If information is power, this post is a tactical nuke."


The AI-Agent Economy Is About to Explode

The AI-agent economy is sprinting toward $200 billion by 2035. New tools launch weekly, Twitter threads vanish overnight, and "ultimate lists" go stale in a month.

I scraped the best of the web—GitHub repos, white papers, Discord servers, case studies—and fused them into one mega-roadmap that won't be obsolete next week.

This isn't another listicle. This is your battle plan.


🛠️ No-Code / Low-Code Builders

For the builders who want results, not compile errors:

  • Relevance AI — Drag-and-drop multi-agent workflows. They just raised $24M Series B and their Agent Drop 2025 is wild.

  • Zapier AI Actions — Natural-language automations inside Zapier's 8,000+ app ecosystem

  • Akkio — Point-and-click ML + agent ops for business teams

  • Bubble AI Agent Plugin — Autonomous actions in any Bubble app

  • Parabola AI Steps — Spreadsheet-style flows with GPT blocks


👩‍💻 Full-Code Frameworks & SDKs

For the developers who dream in Python:

  • CrewAI — Role-playing, task-oriented multi-agent Python framework. 30.5K stars, 1M monthly downloads, built from scratch (no LangChain dependency).

  • LangChain — Modular chains, tools, memory management

  • LangGraph — Event-driven agent graphs

  • AutoGen — Microsoft's multi-agent toolkit

  • Haystack Agents — Open-source RAG-first agents

  • Camel — Debate-style reasoning agents

  • MetaGPT — Hierarchical "software-company" agents

  • BabyAGI — Classic task-list loop; great for learning

  • SuperAGI — Production-ready agent runtime

  • AgentGPT — Launch autonomous agents in your browser


🌐 Browser & RPA Automation

Because sometimes you need to click buttons:

  • Browser Use — Natural-language web control

  • Browserbase — SOC-2 headless-Chrome fleets

  • Playwright AI — Browser automation with LLM helpers

  • SeleniumBase GPT — LLM-driven Selenium flows

  • UiPath Autopilot — RPA + GenAI chat builder


🧩 Memory, Vector & Knowledge

Your agents need brains, not just reflexes:

  • LlamaIndex — Connect any data to any LLM

  • Chroma — Open-source vector DB

  • Milvus — Highly-scalable vector database

  • Qdrant — Vector search with real-time filtering

  • MemGPT — Long-term episodic memory wrapper

  • Recall AI — Plug-and-play user-memory layer for agents


🔍 Evaluation & Benchmarking

How do you know if your agent is actually smart?

  • AgentBench — Multi-task practical skills test

  • Arena-Hard — Human-graded agent contests

  • SWE-bench — Code-fix challenge (Devin's infamous 13.9%!)

  • CoT Hub — Crowd-sourced eval prompts

  • OpenCompass — Multilingual LLM + agent suite


🛡️ Security, Monitoring & Observability

Trust but verify (especially your AI):

  • ProtectAI Guardian — Prompt-injection scanning

  • Gantry — Trace capture & feedback loops

  • PromptLayer — Prompt + agent version control

  • Arize Phoenix — Open-source LLM observability

  • Honeycomb AI OTel — Distributed tracing for agents


☁️ Cloud & Enterprise Platforms

For when you need enterprise-grade everything:

  • Microsoft Copilot Studio — 365-native enterprise agents

  • Salesforce Agentforce — Pre-built sales & service agents

  • AWS Bedrock Agents — Serverless agent orchestration

  • Google Vertex AI Agents — Workflow engine + tools

  • OpenAI Assistants API — Persistent, tool-calling assistants

  • Anthropic Console — Claude skills + retrieval

  • Cohere Coral — Retrieval-native agents with compliance

  • Stack AI — Drag-and-drop agents for regulated data


🏥 Industry-Specific Solutions

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