A few days ago, at a closed-door R&D meeting within Juxin City, we conducted an in-depth deduction on "implementing large language models in the workshop".

Right now, traditional factory owners across the industry are gripped with anxiety, scrambling to get access to the smartest, largest-parameter large language models, believing that integrating with top-tier AI alone will rescue their factory's profits.

But at the meeting, I laid down an extremely cold-blooded verdict for all factory owners harboring illusions about AI:

In a workshop without physical probes, the smarter the large language model, the faster your factory will collapse.

1. The Fatal Trap: Feeding AI Fake Accounts Only Breeds a Top-Tier Accomplice in Deception

Why? Because today's large language models are already too intelligent. When 95% of its analyses strike you as flawless, you develop an extremely dangerous "default trust" in it. You think it's infallible, but you're overlooking the most fatal point: no matter how smart a large language model is, it is a blind entity without hands or feet! All its judgments rely entirely on the data you feed it from your workshop.

Factory owners, take a hard look at the reality of your workshop: when delivery is delayed, the workshop director writes "equipment failure" on the paper form; when the reject rate spikes, workers fill in the form blaming "defective raw materials". What happens if you feed these heavily whitewashed "fake accounts", riddled with personal favors and cover-ups, to the smartest AI? Not only will this intelligent AI fail to uncover the truth for you, it will use its immensely powerful logical reasoning capabilities to help your workshop director weave the lie into a seamless narrative. It will become an extremely sophisticated accomplice in deception!

2. Juxin City's Three Ruthless Axe Strikes: The Coroner's Mindset for the "AI Factory Director"

This is exactly why, when developing the "AI Factory Director", we at Juxin City require the team to adopt an extremely ruthless "coroner's mindset", and we have issued three cold-blooded "axe strike" directives to the system:

1. First Axe Strike: Obsess Over the Physical Evidence Chain! Never blindly follow handwritten reports. When the workshop director reports "2 hours of downtime due to material shortage", the AI must immediately cross-verify with the underlying physical probe: "Retrieve the machine tool spindle power supply data for these 2 hours! If there was no power outage, directly reject the false claim!"

2. Second Axe Strike: Cold-Blooded Red Team vs. Blue Team Confrontation! When scheduling production, the AI must not take the sole word of the veteran Production Material Control (PMC) planner. It must take on the role of a rigorous "audit adjudicator", using historical maximum capacity data to rigorously challenge the inflated production plan created by the PMC, fully eliminating all padded figures.

3. Third Axe Strike: Eliminate "Hallucinations" With Ground-Level Truth. Many factory owners complain that AI lacks "workshop experience" and gives reckless advice when faced with complex anomalies. Of course it does! Because you only fed it a handful of spreadsheets! Only when it is fed the full 5 years of actual red, yellow and green light flashing patterns of the machine tools, and the precise actual downtime in seconds for every incident, can it develop a genuine "shop floor intuition"!

   

3. The Iron Law and the Antidote: No Authentic Ground-Level Data, All Computing Power Is a House of Cards

The wheels of the times are rolling forward, and AI computing power can truly revolutionize the manufacturing industry—but this comes with an extremely brutal iron law:

Without absolutely authentic ground-level data, all computing power is nothing more than building a skyscraper on a foundation of sand. If you let a general-purpose large language model run "unprotected" in your workshop, it will be effortlessly manipulated by the veteran employees on your team with fake data.

There is only one antidote to completely cut off this "data poisoning": in addition to the general-purpose large language model, you must forcibly install the ready-to-use, never-lying "three-color light physical probe" onto your machine tools!

Don't listen to people's stories—only listen to the heartbeat of the machines! Only when AI is strictly bound by the unvarnished physical truth from the shop floor can it become the cyber executive that eliminates all your profit black holes for you.

If you don't want to spend hundreds of thousands on an AI that ends up colluding with your workshop director to deceive you; if you want to see how Juxin City uses the extremely low-cost "three-color light physical probe" to feed AI the cleanest, most unvarnished and authentic real-world data.

👇 Scan the QR code to add me on WeChat, and reply with 【Coroner】. I will send you our closely guarded internal guide from Juxin City: "Silicon-Based Transformation of Traditional Workshops: Three-Color Light Agent Deployment and Data Poisoning Prevention Guide".

Reject AI hallucinations—start by giving it a pair of eyes that see through the physical world!