What Causal Reasoning and LLM Access Contribute

What Causal Reasoning and LLM Access Contribute

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Figure 1: Each input supplies what the other lacks; only the overlap delivers both scores and originality.

Related article: Superhuman Labor: Hiring, Training and Tools for Causal Reasoning

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

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Two Verification Routes: Formal Proof and Causal Estimate

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Why Opposing Task Effects Look Calm in Aggregate

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Automation Adoption by 2035 across US Occupational Groups

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Projected Job Growth by US Occupation, 2025-2035

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What Causal Reasoning and LLM Access Contribute

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Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

Building a Workforce That Pairs Causal Reasoning with LLMs

Building a Workforce That Pairs Causal Reasoning with LLMs

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Figure 2: Hiring and in-house training feed the same customized tool layer.

Related article: Superhuman Labor: Hiring, Training and Tools for Causal Reasoning

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

Oct 20, 2026 20:46

Two Verification Routes: Formal Proof and Causal Estimate

Oct 7, 2026 20:46

Three Task Types inside One Job

Oct 7, 2026 20:46

Why Opposing Task Effects Look Calm in Aggregate

Oct 7, 2026 20:27

Automation Adoption by 2035 across US Occupational Groups

Oct 7, 2026 20:27

Projected Job Growth by US Occupation, 2025-2035

Oct 7, 2026 20:22

What Causal Reasoning and LLM Access Contribute

Oct 7, 2026 20:22

Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

New Jobs From Artificial Intelligence: Which U.S. Roles Grow and Which Disappear

AI is shrinking entry-level hiring in exposed U.S.

Superhuman Labor: Hiring, Training and Tools for Causal Reasoning

Causal training plus LLM access produced the strongest group
Firms can hire, train and equip for this combination
Whether the advantage lasts across careers remains untested

Superhuman labor has been described in this series of notes a

Effects of Causal Training and ChatGPT on Seven Outcomes

Effects of Causal Training and ChatGPT on Seven Outcomes

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Figure 1: ChatGPT lifts scores; only the trained reasoning moves mechanisms and falsifiability.

Related article: Causal Reasoning and LLMs: Why Employers Now Want Both

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

Oct 20, 2026 20:46

Two Verification Routes: Formal Proof and Causal Estimate

Oct 7, 2026 20:46

Three Task Types inside One Job

Oct 7, 2026 20:46

Why Opposing Task Effects Look Calm in Aggregate

Oct 7, 2026 20:27

Automation Adoption by 2035 across US Occupational Groups

Oct 7, 2026 20:27

Projected Job Growth by US Occupation, 2025-2035

Oct 7, 2026 20:22

What Causal Reasoning and LLM Access Contribute

Oct 7, 2026 20:22

Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

Expected Training Needs for Every 100 Workers by 2030

Expected Training Needs for Every 100 Workers by 2030

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Figure 2: Employers expect to retrain nearly half their workforce in place rather than replace it.

Related article: Causal Reasoning and LLMs: Why Employers Now Want Both

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

Oct 20, 2026 20:46

Two Verification Routes: Formal Proof and Causal Estimate

Oct 7, 2026 20:46

Three Task Types inside One Job

Oct 7, 2026 20:46

Why Opposing Task Effects Look Calm in Aggregate

Oct 7, 2026 20:27

Automation Adoption by 2035 across US Occupational Groups

Oct 7, 2026 20:27

Projected Job Growth by US Occupation, 2025-2035

Oct 7, 2026 20:22

What Causal Reasoning and LLM Access Contribute

Oct 7, 2026 20:22

Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

Causal Reasoning and LLMs: Why Employers Now Want Both

Causal training plus ChatGPT beat control on all eight measures
Employers now seek analytical thinking alongside AI fluency
Short MOOCs pay off only when they teach reasoning

In thirteen sections of an introductory managem

Verification Failure Under the Original Proof Checker

Verification Failure Under the Original Proof Checker

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Figure 1: A forged proof reported zero Toffoli gates and under half the operations, and the unpatched checker accepted it.

Related article: Zero-Knowledge Proof Failed to Hide Google's Quantum Result

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

Oct 20, 2026 20:46

Two Verification Routes: Formal Proof and Causal Estimate

Oct 7, 2026 20:46

Three Task Types inside One Job

Oct 7, 2026 20:46

Why Opposing Task Effects Look Calm in Aggregate

Oct 7, 2026 20:27

Automation Adoption by 2035 across US Occupational Groups

Oct 7, 2026 20:27

Projected Job Growth by US Occupation, 2025-2035

Oct 7, 2026 20:22

What Causal Reasoning and LLM Access Contribute

Oct 7, 2026 20:22

Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

Benchmark Score Improvement

Benchmark Score Improvement

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Figure 2: Circuits from the public leaderboard score about half of Google's disclosed points or lower, under different accounting conventions.

Related article: Zero-Knowledge Proof Failed to Hide Google's Quantum Result

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Oct 20, 2026 20:46

What Each Layer of Checking Catches in an Econometric Task

Oct 20, 2026 20:46

Two Verification Routes: Formal Proof and Causal Estimate

Oct 7, 2026 20:46

Three Task Types inside One Job

Oct 7, 2026 20:46

Why Opposing Task Effects Look Calm in Aggregate

Oct 7, 2026 20:27

Automation Adoption by 2035 across US Occupational Groups

Oct 7, 2026 20:27

Projected Job Growth by US Occupation, 2025-2035

Oct 7, 2026 20:22

What Causal Reasoning and LLM Access Contribute

Oct 7, 2026 20:22

Building a Workforce That Pairs Causal Reasoning with LLMs

Oct 7, 2026 13:36

Effects of Causal Training and ChatGPT on Seven Outcomes

Zero-Knowledge Proof Failed to Hide Google's Quantum Result

Google hid a quantum result behind a zero-knowledge proof
Researchers reproduced and improved it within sixty-three days
AI agents make concealing benchmarkable results unreliable

The algorithm announced by Google in March 2026

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