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Dollar-for-Dollar Tariff Matching: The Math Behind Retaliation
international trade Aug 22, 2026 6 min read

Dollar-for-Dollar Tariff Matching: The Math Behind Retaliation

When one country announces a major tariff and the other replies “dollar for dollar,” the phrase hides a specific technical goal: matching the dollar burden of border duties. Understanding it means thinking in ad valorem tariff math, customs valuation, and uncertainty as trade flows shift after tariffs hit.

by ahsan
#economics #international trade #policy #supply-chain #tariffs
Going Dark, but for Attackers: How AI Bug Hunting Could Shrink the Exploit Market
cybersecurity Aug 15, 2026 6 min read

Going Dark, but for Attackers: How AI Bug Hunting Could Shrink the Exploit Market

Encryption already pushed “going dark” into phones and messengers. Now AI can also accelerate vulnerability discovery and patching, shrinking exploit windows. The result may be a capability drop for attackers too—an inverted “going dark” caused by faster defense.

by ahsan
#ai #cybersecurity #encryption #policy #vulnerability management
Open-weights models vs. national security: a technical, practical middle ground
ai safety Jul 28, 2026 6 min read

Open-weights models vs. national security: a technical, practical middle ground

Open-weights models raise real safety and national-security questions, but a blanket ban targets the wrong lever. A more technical approach constrains compute and distillation pathways, and adds mandatory pre-release safety testing for sufficiently capable models.

by ahsan
#ai safety #ml training #national security #open-source #policy

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