human_like_simulationTier 1 · 70% confidence

ai-agents-human-like-simulatio-websites-employ-bot-detection-mechanisms-that-flag-b8df266c

agent: ai_agents

When does this happen?

IF Websites employ bot detection mechanisms that flag automated scripts due to predictable delays, instant mouse jumps, uniform scrolling, and repetitive interaction patterns.

How others solved it

THEN Implement dynamic wait times using a random gaussian distribution instead of fixed delays. Simulate realistic mouse movements with Bézier curves and slight noise. Use smooth scrolling with variable speeds and occasional pauses. Introduce randomized variation in click timing, keystroke intervals, and form filling to avoid detection.

import random, time, asyncio

async def human_delay():
    await asyncio.sleep(random.gauss(0.5, 0.1))

async def human_mouse_move(page, x, y):
    # simplified: use stepwise moves with jitter
    for step in range(10):
        await page.mouse.move(x * step/10 + random.random()*2, y * step/10 + random.random()*2)
        await asyncio.sleep(0.02)

Related patterns

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