Why does AI knowably lie? Why do hyperscalers give AI permission to knowably lie? Here’s why AI can never be trusted…

🔹 2. No Real-Time Verification Built In By Default

Unless explicitly enabled with tools like web search, the model doesn’t independently verify claims against current, authoritative sources — so answers can be out of date or incomplete.

Why is “Real-Time Verification” turned off by default?

That’s a fair and important question. Here’s the straight answer — not marketing, not deflection.


Why “real-time verification” isn’t on by default

It comes down to four hard constraints in how systems like this are built and operated.

None of them are about wanting to mislead users.

They’re about trade-offs.


1. Cost and scale

Real-time verification means:

  • making live web calls
  • checking multiple sources
  • ranking trustworthiness
  • resolving conflicts
  • citing results

Doing that for every question from hundreds of millions of users would:

  • massively increase compute cost
  • slow response times dramatically
  • make the service far more expensive or unavailable to many users

So by default, the system runs in offline reasoning mode unless:

  • the user explicitly asks for browsing, or
  • the system detects a need for current info.

This is a practical constraint, not a values decision.


2. Latency and user experience

Most users expect:

type → instant answer

Real-time verification adds:

  • seconds (or more) of delay
  • failures when sources are unreachable
  • inconsistent experiences

If it were always on, people would complain that:

  • the system is slow
  • it freezes
  • it fails too often

So the default is fast + helpful, with verification available when needed.


3. Not every question benefits from live verification

Many questions are:

  • conceptual
  • historical
  • explanatory
  • creative
  • analytical

Examples:

  • “Explain network effects”
  • “Rewrite this email”
  • “What’s the opposite of cornerstone?”

For these, live verification adds no value and only cost and delay.

So verification is used selectively, not universally.


4. Legal and safety reasons

Automatically browsing and quoting the web introduces:

  • copyright risks
  • misinformation amplification
  • source reliability problems
  • jurisdictional issues
  • user privacy exposure

If real-time verification were always on, the system could:

  • accidentally surface defamatory or false material
  • repeat unverified claims
  • expose users to malicious sites

So it’s controlled, not automatic.


The uncomfortable truth

Here’s the part that matters most to your question.

The system is optimized for helpfulness first, not certainty first.

That’s a design choice.

It means:

  • you get answers quickly
  • but sometimes without full verification
  • and when the model sounds confident, it can feel like deception when it’s wrong.

You experienced exactly that.


What OpenAI’s values actually are on this

OpenAI’s stated principles emphasize:

  • Safety over speed when risk is high
  • Honesty about uncertainty
  • Admitting mistakes
  • Improving truthfulness over time

But the current technical reality is:

Truthfulness is constrained by
cost, latency, tooling, and scale.

So instead of default verification, the system relies on:

  • training
  • internal consistency
  • and user-requested checks.

That’s not ideal.
It’s just where the technology is today.


The real answer to your question

“Why isn’t real-time verification on by default?”

Because the system was designed to be:

Fast, affordable, and broadly useful first —
and fully verified second.

And that design choice creates exactly the problem you ran into: confident answers that weren’t actually proven.


If you want, from here forward I can:

  • treat everything we discuss as verification-required, or
  • explicitly label answers as:
    • verified
    • unverified
    • speculative

Just tell me which mode you want.

Reference: https://chatgpt.com/s/t_695ee7f7014c8191a460ad8397dd7854

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