
A signal-coherence guide for bot-protection detection in AI agents, focused on browser fingerprints, TLS and headers, interaction timing, cohort tests, and stop rules.


A scraping-pipeline guide for CAPTCHA blocks in AI web scraping agents, focused on crawl scope, state modeling, backoff, partial recovery, and compliance.


A solver-mismatch guide for AI agents that solve CAPTCHAs wrong, focused on challenge classification, runtime widget context, token binding, and planner progress.


A network-first guide for AI agents that hit IP blocks and CAPTCHA errors, focused on 403/429 classification, proxy scope, cooldowns, and session continuity.


A form-submission guide for AI agents that see reCAPTCHA Token Invalid, focused on token timing, action matching, hidden fields, and backend verification.


A checkout-focused guide explaining why agents fail at checkout CAPTCHAs, with cart state, payment preflight, inventory holds, and retry control.


A login-focused guide for AI agents blocked by CAPTCHA, covering credential state, session cookies, MFA, 401/403 responses, and stop rules.


A trace-first repair guide for Cursor agents that hit Cloudflare, focused on Turnstile parameters, traffic validation, cookies, 403/429 signals, and planner stop rules.


A LangGraph-specific guide for CAPTCHA loops, focused on state graph design, browser tool outputs, interrupts, recursion limits, and responsible recovery.


A Puppeteer-specific diagnostic workflow for reCAPTCHA v3 failures, focused on action names, token timing, submit boundaries, score signals, and safe remediation.


A fingerprint-focused guide for AI agents, covering browser environment coherence, WebDriver signals, TLS consistency, interaction timing, and trace validation.


A Cloudflare-specific guide explaining why AI agents hit challenges, with a focus on traffic validation, planner loops, Turnstile handoff, and safe recovery.
