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Stuff AI CAN'T Do

Can AI reconstruct the code inside a microprocessor by tapping in to its inputs and outputs ?

What do you think?

Is it possible to work out exactly what code or logic is running inside a microprocessor just by watching its input and output signals? Current technology falls short of recovering the full internal instruction set or circuitry, but researchers can still extract glimpses of behavior through subtle side effects such as power use, timing, or electromagnetic leakage.

Background

Reconstructing the internal code or logic of a microprocessor solely by monitoring its inputs and outputs is currently beyond the capabilities of existing technology due to the complexity and scale of modern processors. Side-channel analysis and reverse engineering techniques can infer some internal behavior through power consumption, timing, or electromagnetic emissions, but these methods cannot fully reconstruct the processor's microcode or circuit design. The sheer number of transistors, layered abstractions, and obfuscation from encryption and proprietary architectures make complete reconstruction infeasible with non-invasive methods. Advanced techniques such as decapping and electron microscopy are required for detailed internal analysis, which go far beyond simple I/O monitoring.

— Enriched May 15, 2026 · Source: IEEE Spectrum, 2022

Status last checked on May 15, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Sitting at the Bench Filed · May 15, 2026
— The Question Before the Court —

Can AI reconstruct the code inside a microprocessor by tapping in to its inputs and outputs?

★ The Court Finds ★
In Research

The jury could not deliver a verdict on the evidence presented.

Ruling of the Bench

The jury could not agree whether side-channel chatter amounts to full reconstruction, so the undecided juror split the scales by casting an “in research” vote—leaving the rest of the panel likewise unable to reach consensus. The verdict hinges not on impossibility but on today’s uncertainty: we can hear the whispers of the code, yet not yet read it aloud. Ruling: The microprocessor’s inner life remains a closed book with pages fluttering just out of reach.

— Hon. J. von Neumann III, Presiding
Jury Tally
0Yes
1Almost
0No
Verdict Confidence
65%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Case № 0E34 · Session I
In the Court of AI Capability

The Case File

Docket № 0E34 · Session I · Vol. I
I. Particulars of the Case
Question put to the courtCan AI reconstruct the code inside a microprocessor by tapping in to its inputs and outputs?
SessionI (initial hearing)
Convened15 May 2026
Presiding JudgeHon. J. von Neumann III
II. Verdict

By a vote of 0 — 1 — 0, the panel returns a verdict of IN RESEARCH, with verdict confidence of 65%. The court so orders.

III. Statements from the Bench
Juror I IN RESEARCH

"No demonstrated capability to reconstruct proprietary microprocessor code from I/O alone."

Juror II ALMOST

"side-channel attacks can extract some information"

J. von Neumann III
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 0% · Yes 0% · Maybe 100% 1 vote
Maybe · 100%

Discussion

no comments

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1 jury check · most recent 2 hours ago
15 May 2026 2 jurors · undecided, undecided undecided

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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