Anti-Hype ChatGPT Agent Deep Dive

AGENTS

I was preparing another piece of content, but the release of ChatGPT Agent requires detailed examination. We’ve been hearing about agents for a long time, ‘2025 is the year of agents’ they said.

Well, now we have our first frontier agent product. OpenAI is the first among the top AI Labs—again—to release an agent product.

The industry has gone crazy for it, but is this really the ground-breaking product it is predicted to be?

Today, we are looking at:

What is it capable of

What it is (and what it isn’t) and how it works under the hood

Lastly, how real is the risk? What it means for software, jobs, particularly affected industries, and, of course, the direction of the industry.

Let’s dive in.

Very Promising Results

In a nutshell, it’s a purpose-built reasoning model that has two core capabilities:

Deep research and report generation

Computer use, to surf and interact with the web

That is, ‘Agent’ is akin to ChatGPT’s ‘Deep Research’ and ‘Operator’ having a child, enabling it to perform complex tasks through dozens or even hundreds of sources (deep research), while also having the capability to interact with these sources and execute actions on them (Operator).

For instance, you might ask it to:

Comb through your last quarter’s two thousand customer support tickets, identify the top three recurring issues, and draft a concise action plan memo for you.

Generate a fully formatted twelve-page Dungeons & Dragons adventure PDF, complete with NPC stats, maps, and encounter descriptions tailored to your campaign.

Analyze your company’s latest profit-and-loss spreadsheet and automatically build a polished PowerPoint deck highlighting key financial trends and strategic recommendations.

In other words, long-horizon tasks requiring extensive Internet searches, heavy tool execution, and the capability to execute extended plans.

Some real examples (I preemptively apologize for the cringeness of some of the posts, X is what it is these days) include:

PPTX Creation Success. Requested a presentation on "Legística Material" in Portuguese. Delivered smoothly as the first prompt test.

Real-World Research. Used for autonomous research, Excel file assembly with formulas, and PowerPoint creation. It handled complex work effectively in early access.

Retirement Plan. Crafted a complete early retirement strategy, including tax research and investment scenarios, in just 20 minutes—equivalent to expert-level advice (or so they claim).

Automated Workflow. Observed Agent in action for tasks like data analysis and document creation—loved the seamless, hands-off process.

Multi-Demo Showcase Success. Demonstrated browsing, code execution, app logins, and task completion. It includes several examples to illustrate each case.

Practical Task Execution Mix. Article by The Verge, explains how ChatGPT Agent handled parking requests, date night planning with calendar/OpenTable integration, and competitive analysis reports—strong on utility but noted latency issues.

What ChatGPT Agent is and what it isn’t.

As we explained on Thursday, ChatGPT Agent is capable of executing various tasks in a browser, coding, and, via OpenAI connectors, integrating with your email and other productivity apps.

Just like we explained in our agent framework at the beginning of the year,…

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