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Robot/Scraper Detection from Server Logs

Goal: detect robots/scrapers from logs. Data: server logs (CDN/WAF), GA4 anomalies. Steps: 1) UA/IP reputation, JA3/TLS fingerprints; 2) Request-rate and path entropy anomalies; 3) Honeypot endpoints;...

Tags: robots;scrapers;waf;logs

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Crisis & Moderation Playbook

Draft a crisis response plan for social backlash or downtime. Include: - Severity ladder and response SLAs - Templates for X notes, TikTok update, YouTube community post - Comment moderation policy an...

Tags: crisis, moderation, policy, playbook, X, TikTok, YouTube

Author: Tsubasa Kato

Category: reputation | Model: gpt-5-thinking

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Exchange Rate Shock Snapshot

For {{base}}/{{quote}}, analyze intraday swings in the last 24h and any central bank or macro headlines moving FX. Output: range, % change, key catalysts, risk to {{business_area}}, hedge ideas. Add 3...

Tags: fx;macro;risk;finance;timely

Author: Tsubasa Kato

Category: Finance | Model: gpt-5

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