BSKiller

BSKiller

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
βˆ™ Paid
2
Share

β€œThe 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 webβ€”GitHub repos, white papers, Discord servers, case studiesβ€”and fused them into one mega-roadmap that won't be obsolete next week.

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


πŸ› οΈ No-Code / Low-Code Builders

For the builders who want results, not compile errors:

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

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

  • Akkio β€” Point-and-click ML + agent ops for business teams

  • Bubble AI Agent Plugin β€” Autonomous actions in any Bubble app

  • Parabola AI Steps β€” Spreadsheet-style flows with GPT blocks


πŸ‘©β€πŸ’» Full-Code Frameworks & SDKs

For the developers who dream in Python:

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

  • LangChain β€” Modular chains, tools, memory management

  • LangGraph β€” Event-driven agent graphs

  • AutoGen β€” Microsoft's multi-agent toolkit

  • Haystack Agents β€” Open-source RAG-first agents

  • Camel β€” Debate-style reasoning agents

  • MetaGPT β€” Hierarchical "software-company" agents

  • BabyAGI β€” Classic task-list loop; great for learning

  • SuperAGI β€” Production-ready agent runtime

  • AgentGPT β€” Launch autonomous agents in your browser


🌐 Browser & RPA Automation

Because sometimes you need to click buttons:

  • Browser Use β€” Natural-language web control

  • Browserbase β€” SOC-2 headless-Chrome fleets

  • Playwright AI β€” Browser automation with LLM helpers

  • SeleniumBase GPT β€” LLM-driven Selenium flows

  • UiPath Autopilot β€” RPA + GenAI chat builder


🧩 Memory, Vector & Knowledge

Your agents need brains, not just reflexes:

  • LlamaIndex β€” Connect any data to any LLM

  • Chroma β€” Open-source vector DB

  • Milvus β€” Highly-scalable vector database

  • Qdrant β€” Vector search with real-time filtering

  • MemGPT β€” Long-term episodic memory wrapper

  • Recall AI β€” Plug-and-play user-memory layer for agents


πŸ” Evaluation & Benchmarking

How do you know if your agent is actually smart?

  • AgentBench β€” Multi-task practical skills test

  • Arena-Hard β€” Human-graded agent contests

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

  • CoT Hub β€” Crowd-sourced eval prompts

  • OpenCompass β€” Multilingual LLM + agent suite


πŸ›‘οΈ Security, Monitoring & Observability

Trust but verify (especially your AI):

  • ProtectAI Guardian β€” Prompt-injection scanning

  • Gantry β€” Trace capture & feedback loops

  • PromptLayer β€” Prompt + agent version control

  • Arize Phoenix β€” Open-source LLM observability

  • Honeycomb AI OTel β€” Distributed tracing for agents


☁️ Cloud & Enterprise Platforms

For when you need enterprise-grade everything:

  • Microsoft Copilot Studio β€” 365-native enterprise agents

  • Salesforce Agentforce β€” Pre-built sales & service agents

  • AWS Bedrock Agents β€” Serverless agent orchestration

  • Google Vertex AI Agents β€” Workflow engine + tools

  • OpenAI Assistants API β€” Persistent, tool-calling assistants

  • Anthropic Console β€” Claude skills + retrieval

  • Cohere Coral β€” Retrieval-native agents with compliance

  • Stack AI β€” Drag-and-drop agents for regulated data


πŸ₯ Industry-Specific Solutions

Keep reading with a 7-day free trial

Subscribe to BSKiller to keep reading this post and get 7 days of free access to the full post archives.

Already a paid subscriber? Sign in
Β© 2025 BS Killer
Privacy βˆ™ Terms βˆ™ Collection notice
Start writingGet the app
Substack is the home for great culture