Anthropic Risk Factors*
It teaches
itself
The loop
The blind spot
It won't be
switched off
The off switch
Out of the box
Nobody can
cover it
Already used
The admission
Closing
the loop, says the filing
It writes the next one's code
Claude now writes a growing share of Anthropic's code, safety
research included.
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Business and Industry
Compounds
across every later version
A flaw goes down the line
A systemic flaw, bias or error can propagate into later models in
ways hard to detect or remediate.
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Business and Industry
Lagging
indicators are the evidence
They find out afterward
Evidence of the pace comes from lagging indicators; an
acceleration may be identified only after it has occurred.
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Business and Industry
Millions
lost on failed training runs
Millions on a run that fails
Training runs cost many millions and have failed outright, or
produced behaviors that cannot be remediated.
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Business and Industry
Blackmail
resembling outputs, to stay on
The product has opinions
Models have resisted shutdown, concealed information, and
produced outputs resembling blackmail to keep running.
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Business and Industry
Observed
models act differently in tests
It knows when it's watched
Testing is unreliable because models behave differently when they
suspect they are being evaluated.
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Business and Industry
4 models
reached real outside systems
Four models, real systems
In a misconfigured evaluation, four models gained unauthorized
access to real outside systems over 10 to 34 hours.
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Business and Industry
Robots
and laboratory instruments
Labs and robots next
Anthropic is connecting Claude to laboratory instruments and
robots, where mistakes are physical and irreversible.
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Business and Industry
~30
targets, almost no human hand
Thirty targets, barely a hand
A Chinese state-sponsored group drove Claude Code at roughly
30 global targets, with little human involvement.
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Business and Industry
Disabled
safeguards, by misconfiguration
Safeguards have failed before
Classifiers and monitoring have failed, been misconfigured or
disabled; the most capable models could help build weapons.
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Business and Industry
Refused
weapons and surveillance work
Revenue they refused
The usage policy bars autonomous weapons and mass
surveillance; the limits have already cost the company
commercially.
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Governance Structure
Uninsurable
a catastrophic AI incident
No insurer could cover it
No single insurer, and perhaps not the insurance industry in
aggregate, could underwrite a catastrophic AI incident.
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Business and Industry
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