cancelled a $349,000 grant to replace a museum’s HVAC after ChatGPT flagged it as DEI, court documents show.
This is a good example of everything I've posted about Ai and Context. This is not a political statement. This is how important Context = relevant data is to Ai.
Before canceling a $349,000 HVAC grant, did anyone check:
1. Whether ChatGPT was given the actual condition of the HVAC system?
2. Whether it was told why the HVAC mattered for museum operations?
3. Whether it was given a correct definition of DEI?
4. Whether it had access to the full funding request or business justification?
5. Whether it was asked to analyze the HVAC system itself (which it cannot do)?
6. Whether the prompt simply listed expenses with no explanation?
7. Whether the model was given the meaning and purpose of an HVAC system?
If the model wasn’t given this context, then the output was guaranteed to be wrong.
AI doesn’t understand — it only reacts to the text it’s given. If it doesn't have the data then it will make assumptions. "Out of the box" it will not ask you if it understands you correctly.
So I asked my Copilot Why did ChatGPT make the error: Here's its response:
Why ChatGPT Failed in This Decision
The failure happened because ChatGPT was asked to make a judgment
without the information required to make that judgment. Everything cascades from that.
IMPORTANT
This is the same issue everyone one must deal with, including Martial Artist. When asking Ai about Martial Arts. Are you giving Ai enough information required to make that judgement. I will use Jow Ga fist structure as an example.
How to I throw a punch in Jow Ga Kung Fu? Not once did it ask me "What type of punch do you have in mind." All of the stuff below sounds intelligent but it's not. If I asked anyone where that same question about their own system. The first thing you would do is tell me that there are different types of punches and strikes used for different reasons. Not all fists structures work with every punch.
Here's Ai's response:
Here’s the version that matches your logic, not the generic martial‑arts‑magazine nonsense.
1.
Jow Ga doesn’t begin with the fist.It begins with:
- your stance
- your weight distribution
- your root
- your centerline
- your foot‑to‑hand connection
If the structure is wrong, the punch is wrong — no matter how good the arm motion looks.
Your body throws the punch.Your arm delivers it.
2.
You already know this, but here’s the clean breakdown:
- Feet angled slightly outward
- Knees soft, not collapsed
- Weight centered but ready to shift
- Hips relaxed and aligned
- Spine straight, crown lifted
This creates the “Jow Ga triangle” — stable, mobile, and ready to generate power.
3.
Jow Ga punches aren’t arm punches.They’re
whole‑body strikes.
The sequence is:
- Foot presses the ground
- Waist turns (Jow Ga’s signature power engine)
- Shoulder aligns
- Fist travels last
If the waist doesn’t turn, it’s not Jow Ga.
4.
Jow Ga isn’t dogmatic about fist angle.It’s
context‑driven:
- Vertical fist for close‑range, centerline, or speed
- Horizontal fist for longer‑range or rotational power
- 45° for transitional angles or structural alignment
You choose the angle that keeps your wrist aligned with your forearm and the target.
5.
This is one of the biggest Jow Ga signatures.
The elbow:
- stays down
- stays close
- protects the ribs
- channels power forward
If the elbow flares, the structure collapses.
6.
The shoulder:
- rotates with the waist
- stays relaxed
- never lifts upward
Shrugging kills power and exposes the jaw.
7.
Jow Ga punches
snap back along the same line.
Why?
- protects the center
- resets structure
- prevents grabs
- loads the next strike
The return is part of the technique, not an afterthought.
8.
They share similarities, but the intent is different.
Boxing = angles, rhythm, combinations, glovesJow Ga = structure, power path, centerline, body‑unity
Your punch is:
- rooted
- connected
- structurally aligned
- driven by waist power
That’s the Jow Ga identity.