ᴛʜᴇ ʙᴇꜱᴛ ᴛʜɪɴɢ ᴀʙᴏᴜᴛ ᴡʀɪᴛɪɴɢ ɪɴ ᴛᴇʀʀʏ ᴘʀᴀᴛᴄʜᴇᴛᴛ ꜱᴛʏʟᴇ ꜱᴍᴀʟʟ ᴄᴀᴘꜱ ɪꜱ ᴛʜᴀᴛ ᴀʟʟ ᴛʜᴇ ᴍᴀᴄʜɪɴᴇꜱ ᴛʜɪɴᴋ ɪ'ᴍ ᴡʀɪᴛɪɴɢ ɪɴ ᴀ ꜰᴏʀᴇɪɢɴ ʟᴀɴɢᴜᴀɢᴇ. ɪꜰ ᴛʜɪꜱ ꜱᴛᴏᴘꜱ ʜᴀᴘᴘᴇɴɪɴɢ, ɪ ᴡɪʟʟ ɢᴇᴛ ᴍᴏʀᴇ ᴄʀᴀꜰᴛʏ ᴀɴᴅ ꜰɪɴᴅ ʜᴀʟꜰ ᴀ ᴅᴏᴢᴇɴ ꜰᴏʀᴇɪɢɴ ꜱᴄʀɪᴘᴛꜱ ᴛᴏ ᴍᴀᴋᴇ ʀᴇᴄᴏɢɴɪꜱᴀʙʟᴇ ʟᴀᴛɪɴ ᴄʜᴀʀᴀᴄᴛᴇʀꜱ, ɪᴅᴇᴀʟʟʏ, ᴀꜱ ɴᴏᴛ ʟᴀᴛɪɴ ʟᴀɴɢᴜᴀɢᴇꜱ ᴀꜱ ᴘᴏꜱꜱɪʙʟᴇ. ɪ ᴄᴀɴ ᴍᴀᴋᴇ ᴍʏ ᴋᴇʏʙᴏᴀʀᴅ ʟᴀʏᴏᴜᴛ ᴍᴏʀᴇ ꜱᴏʟᴠᴇɴᴛ ᴛʜᴀɴ ᴛʜᴇʏ ᴄᴀɴ ᴀꜰꜰᴏʀᴅ ɪɴ ᴛᴏᴋᴇɴꜱ ᴏɴ ᴛʜᴇɪʀ ꜰᴀɴᴄʏ LLMꜱ. ᴏʀ ᴅɪᴅ ɪ ᴍᴇᴀɴ ꜱᴏʟᴜʙʟᴇ? ᴏʀ ᴡᴀꜱ ɪᴛ ꜱᴏᴍᴇᴛʜɪɴɢ ᴛᴏ ᴅᴏ ᴡɪᴛʜ ʙʀᴏᴡɴɪᴀɴ ᴍᴏᴛɪᴏɴ, ᴍᴀꜱꜱ ᴇꜰꜰᴇᴄᴛ, ᴏʀ ᴡᴀꜱ ɪᴛ ꜱᴏᴍᴇᴛʜɪɴɢ ᴇʟꜱᴇ?

ꜱᴏ, ɪɴ ᴛʜᴇ ꜱɴᴀᴄᴋ ᴀɴᴅ ɴᴜᴛꜱ ꜱᴇᴄᴛɪᴏɴ ᴏꜰ ᴛʜᴇ ꜱʜᴏᴘ, ᴛʜᴇʀᴇ ɪꜱ ᴀ ꜱɪɴɢᴜʟᴀʀ ᴘʀᴏᴅᴜᴄᴛ ᴛʜᴀᴛ ᴅᴏᴇꜱɴ'ᴛ ᴛᴡᴇᴀᴋ ᴍʏ ᴅᴇɴᴛᴀʟ ɴᴇʀᴠᴇꜱ ᴏʀ ɢɪᴠᴇ ᴍᴇ ᴀʟʟᴇʀɢʏ. ᴘʟᴀɪɴ, ꜱᴀʟᴛᴇᴅ, ᴘᴏᴘᴄᴏʀɴ. ᴛᴡᴏ ɴɪɢʜᴛꜱ ᴀɢᴏ ɪ ɢᴏᴛ ᴛʜᴇ ᴍᴏꜱᴛ ʜᴇʟʟɪꜱʜ ᴘᴀɪɴ ɪ ᴛʜᴏᴜɢʜᴛ ɪ ᴡᴀꜱ ɴᴏᴛ ɢᴏɪɴɢ ᴛᴏ ꜱʟᴇᴇᴘ ᴀᴛ ᴀʟʟ. ꜱᴘᴏɪʟᴇʀ: ɪ ᴅɪᴅ ᴇᴠᴇɴᴛᴜᴀʟʟʏ. ʜᴏᴘᴇꜰᴜʟʟʏ ᴛᴏᴍᴏʀʀᴏᴡ ᴘʀᴏᴠᴇꜱ ᴛʜᴀᴛ ᴠɪꜱɴᴊᴀ (ꜱᴏᴜʀ ᴄʜᴇʀʀʏ) ᴊᴜɪᴄᴇ ꜱᴡᴇᴇᴛᴇɴᴇᴅ ᴡɪᴛʜ ᴄᴀɴᴇ ꜱᴜɢᴀʀ ᴀɴᴅ ᴠᴏᴅᴋᴀ ᴀʀᴇ ᴏᴋ. ɪ ᴄᴏᴜʟᴅ ᴅᴏ ᴡɪᴛʜ ᴀ ᴅᴀʏ ᴡɪᴛʜᴏᴜᴛ ᴛʜᴇ ᴘᴇᴀᴋ ᴏʀ ʀᴇᴍɴᴀɴᴛꜱ ᴏꜰ ᴀɴ ᴀʟʟᴇʀɢɪᴄ ʀᴇᴀᴄᴛɪᴏɴ. ᴀʟꜱᴏ, ɪ'ᴍ ꜱᴇᴇɪɴɢ ǫᴜɪᴛᴇ ᴀ ꜰᴇᴡ ᴘʀᴏᴅᴜᴄᴛꜱ ᴡɪᴛʜ ᴘᴀʟᴍ ᴏɪʟ. ɪ ʜᴀᴅɴ'ᴛ ꜱᴇᴇɴ ᴛʜᴀᴛ ꜱɪɴᴄᴇ ɪ ᴡᴀꜱ ɪɴ ʜᴜɴɢᴀʀʏ ᴀʙᴏᴜᴛ 10 ʏᴇᴀʀꜱ ᴀɢᴏ. ʜᴏᴡ ɪꜱ ɪᴛ ᴛʜᴀᴛ ᴛʜɪꜱ ꜱᴜʙ-ᴘᴀʀ ᴠᴇɢᴇᴛᴀʙʟᴇ ᴏɪʟ ʜᴀꜱ ꜱᴏ ᴜᴛᴛᴇʀʟʏ ᴅɪꜱᴀᴘᴘᴇᴀʀᴇᴅ ꜰʀᴏᴍ ᴍᴏꜱᴛ ᴇᴜʀᴏᴘᴇᴀɴ ꜰᴏᴏᴅꜱ? 10 ʏᴇᴀʀꜱ ᴀɢᴏ ɪᴛ ᴡᴀꜱ ᴄᴏᴍᴍᴏɴ, ʙᴜᴛ ʀᴀᴘᴇ- ʏᴇꜱ RAPE ꜱᴇᴇᴅ ᴏɪʟ ᴡᴀꜱ ꜱᴛᴀʀᴛɪɴɢ ᴛᴏ ᴄᴏᴍᴇ ᴏɴʟɪɴᴇ (ɪɴ ᴀᴜꜱᴛʀᴀʟɪᴀ ᴛʜᴇʏ ᴄᴀʟʟᴇᴅ ɪᴛ ᴄᴀɴᴏʟᴀ, ᴛᴏᴛᴀʟ ᴄᴀɴᴄᴇʀ). ɪ'ᴍ ɢʟᴀᴅ ᴛʜᴀᴛ ᴀᴛ ʟᴇᴀꜱᴛ ɪ ᴄᴀɴ ʜᴀᴠᴇ ᴄᴀʀʙ ꜱɴᴀx ᴛʜᴀᴛ ᴀʀᴇɴ'ᴛ ᴘᴏɪꜱᴏɴᴇᴅ ʙʏ RAPEꜱᴇᴇᴅ ᴏɪʟ ᴏʀ ꜱᴜɴꜰʟᴏᴡᴇʀ. ɪ ᴏɴᴄᴇ ꜰᴏᴜɴᴅ ᴀ "ᴄᴏʟᴅ ᴘʀᴇꜱꜱᴇᴅ" ꜱᴜɴꜰʟᴏᴡᴇʀ ᴏɪʟ ɪɴ ʙᴜʟɢᴀʀɪᴀ. ɪᴛ ᴡᴀꜱ ᴏʀᴀɴɢᴇ, ᴀɴᴅ ɢᴀᴠᴇ ᴍᴇ ᴀ ᴘʀᴇᴛᴛʏ ɴᴀꜱᴛʏ ᴀʟʟᴇʀɢʏ, ᴀʟᴍᴏꜱᴛ ɪᴍᴍᴇᴅɪᴀᴛᴇʟʏ ɪɴ ᴍʏ ᴍᴏᴜᴛʜ ᴀɴᴅ ᴛʜʀᴏᴀᴛ. ɪ ᴡᴏɴᴅᴇʀ ᴡʜᴀᴛ ʜᴀꜱ ʜᴀᴘᴘᴇɴᴇᴅ ᴛᴏ ɪɴᴅᴏɴᴇꜱɪᴀ'ꜱ ᴘᴀʟᴍ ᴏɪʟ ꜱᴀʟᴇꜱ. ᴅɪᴅ ᴛʜᴇ ꜱᴜᴘᴘʟʏ ᴄʀᴀꜱʜ ᴏʀ ꜱᴏᴍᴇᴛʜɪɴɢ ᴛᴏ ᴘʀᴏᴍᴘᴛ ꜱᴏᴍᴇᴛʜɪɴɢ ᴏʀ ɪꜱ ᴛʜɪꜱ ᴊᴜꜱᴛ EU ɪɴᴛᴇʀꜰᴇʀᴇɴᴄᴇ ᴘᴜꜱʜɪɴɢ ᴛʜɪꜱ ᴛᴏxɪᴄ ᴡᴀꜱᴛᴇ ᴏɴ ᴘᴇᴏᴘʟᴇ? ꜱᴜɴꜰʟᴏᴡᴇʀ ꜱᴇᴇᴅꜱ ᴀʀᴇ ᴏᴋ, ɪꜰ ʀᴏᴀꜱᴛᴇᴅ. ʙᴜᴛ ᴛʜᴇ ᴏɪʟ ɪꜱ ɴᴏᴛ ᴛᴏ ʙᴇ ꜱᴇᴘᴀʀᴀᴛᴇᴅ ꜰʀᴏᴍ ᴛʜᴇ ᴋᴇʀɴᴇʟ. ɪ ᴍɪꜱꜱ ᴛʜᴇ ɢᴏᴏᴅ ᴏʟᴅ ᴅᴀʏꜱ ᴡʜᴇɴ ᴄʜɪᴘᴘʏ ᴡᴀꜱ ꜰʀɪᴇᴅ ɪɴ ᴛᴀʟʟᴏᴡ ᴏʀ ʟᴀʀᴅ. 10000x ʙᴇᴛᴛᴇʀ ᴛʜᴀɴ ᴛʜɪꜱ ᴛᴏxɪᴄ ᴡᴀꜱᴛᴇ.

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● I want to add some debug logging to understand what value is being read. Let me add temporary debug statements. ᴄʟᴀᴜᴅᴇ ᴄᴏᴅᴇꜱ ʟɪᴋᴇ ᴍᴇ. ʙᴜᴛ ɪᴛ ɪꜱ ꜰᴀꜱᴛᴇʀ ᴀᴛ ʀᴇᴍᴏᴠɪɴɢ ᴛʜᴏꜱᴇ ᴇxᴛʀᴀ ʟᴏɢꜱ. ᴅᴏɴ'ᴛ ʟᴇᴛ ᴀɴʏ ᴊᴀᴠᴀꜱᴄʀɪᴘᴛ ɴɪɴᴊᴀ ᴛᴇʟʟ ʏᴏᴜ ᴛʜᴀᴛ ʟᴏɢɢɪɴɢ ɪꜱ ɴᴏᴛ ᴍᴀɴʟʏ, ɪᴛ'ꜱ ꜱᴜᴘᴇʀʜᴜᴍᴀɴ!