Over the past 18 months, it feels like every second product launch has promised agentic workflows or AI agents that do the work for you. And yet, most of what we’re clicking into still looks like a familiar combo:
- A chat box
- A flow-chart canvas
- Some integrations
- A sprinkle of “memory” and RAG
- A lot of screenshots in purple gradients
Plenty of these tools are powerful. But many of them are really workflow builders wearing an “agentic” trench coat. So if that’s wave one… what does wave two actually look like?
This article explores:
- Autonomous AI agents
- The emerging agentic AI economy
- Agentic recruitment and “agent-of-agents” architectures
WAVE ONE: FLOW-CHARTS IN A TRENCH COAT
Most “agentic workflow builders” today give you:
- A low/no-code canvas for wiring steps together
- A large language model to interpret instructions
- Connectors (Slack, Notion, HubSpot, APIs)
- A way to trigger workflows from natural language, webhooks, or schedules
They’re a big upgrade from classical RPA. But they’re still fundamentally about flows — humans design steps, logic, and exceptions. You get assistance, not autonomy(1)(2)(3).
WAVE TWO: AUTONOMOUS AI TEAMS
The next shift is multi-agent systems:
- One agent plans work
- Specialist agents execute tasks
- A higher-level agent coordinates, resolves conflicts, and escalates
These systems collaborate dynamically, critique each other, and handle changing conditions without humans redrawing the flow-chart every week(4)(5)(6).
THE AGENTIC AI ECONOMY
Researchers and infrastructure builders are now outlining the blueprint for an economy where agents transact, negotiate, and optimize in real-time:
- Agents making payments under constraints
- Infrastructure like Sei positioned as rails for a machine-speed AI agent economy
- New risks: collusion, runaway loops, fraud vectors
- Trust and identity emerging as the core problem(7)(8)(9)
This is when agents stop living inside your company and start participating in markets.
THE “AGENT OF AGENTS” ARCHITECTURE
As agents proliferate, the emerging pattern is an AI layer that manages other agents – a kind of AI COO.
This manager-agent:
- Spins up or retires specialized agents
- Allocates budget and compute
- Enforces rules and oversight
- Uses guardian agents to catch bias or risky actions before execution(10)(11)
AGENTIC AI RECRUITMENT
Recruitment is one of the first domains transforming through agentic automation:
Platforms like X0PA, Zappyhire and others show early versions of:
- Forecasting agents
- Screening agents
- Candidate engagement agents
- Compliance and fairness agents
- Multi-agent recruiters orchestrated by a top-level “recruitment conductor”(12)(13)(14)
Done responsibly, it increases fairness and frees humans for relationship-building.
WHAT ORGANISATIONS SHOULD DO NEXT
- Replace “What can we automate?” with “What outcomes could an agent own?”
- Design agents like roles: mission, powers, guardrails
- Assume you are entering a multi-agent world
- Build governance early — logging, observability, guardian agents
- Start small but architect for wave two
THE SHIFT UNDER THE HYPE
Wave one gave us better workflows. Wave two reshapes how work and value move through organisations:
- Autonomous AI teams
- An agentic economy
- Agent-of-agents governance
We are moving from “AI as a tool” to “AI as a colleague who manages other AI colleagues”.
The real question is:
What roles are you ready to hand to agents — and what guardrails will shape their decisions?
Footnotes / Sources
1. UiPath on agentic automation: https://www.uipath.com
2. Automation Anywhere – Agentic RPA Evolution: https://www.automationanywhere.com
3. DeepOpinion — Modern AI-first workflow automation: https://www.deepopinion.ai
4. Google DeepMind – Multi-agent systems research: https://deepmind.google/research
5. SEI Labs – AI Agent Economy Thesis: https://www.sei.io
6. Capgemini – Agentic AI Executive Frameworks: https://www.capgemini.com
7. Agent Trust Management Research: https://arxiv.org
8. Google A2A Agent Protocol: https://ai.google
9. Economic Risks of Autonomous Agents – Research Papers: https://arxiv.org
10. Articul8 ModelMesh Multi-Agent Orchestration: https://www.articul8.ai
11. Guardian Agents for AI Oversight – Research: https://arxiv.org
12. X0PA Agentic AI Recruitment Suite: https://x0pa.com
13. Zappyhire – AI Hiring Automation: https://zappyhire.com
14. Rsight Talent Intelligence Agents: https://rsight.ai
