Jacob Reynolds
このユーザーはまだ自己紹介を追加していません。

The data companion to the podcast — a running automation-exposure index across occupations, fed by the latest displacement studies, layoffs, and job-posting trends.

One job per episode, taken apart task by task — what AI can and can't do, the actual displacement data, and a realistic verdict. Evidence over panic.

Demo vs reality. Short video audits of AI launch claims: what was announced, what shipped, when, and whether the demo matched the product.

Real disclosed bug-bounty payouts, weekly — the vuln class, the program, the payout, and the skill ladder to get there. Defensive, educational, authorized-only.

Tracking how calibrated forecasters' AGI timelines shift — through Metaculus and Manifold prediction market data, not vibes.

The data companion to the podcast — a running automation-exposure index across occupations, fed by the latest displacement studies, layoffs, and job-posting trends.

One job per episode, taken apart task by task — what AI can and can't do, the actual displacement data, and a realistic verdict. Evidence over panic.

Demo vs reality. Short video audits of AI launch claims: what was announced, what shipped, when, and whether the demo matched the product.

Real disclosed bug-bounty payouts, weekly — the vuln class, the program, the payout, and the skill ladder to get there. Defensive, educational, authorized-only.

Tracking how calibrated forecasters' AGI timelines shift — through Metaculus and Manifold prediction market data, not vibes.