Any system of significant complexity be it hardware or software cannot be trusted unless it is 100% open source both from the hardware level to the software level and all systems that are used to manufacture it are open source as well and the whole process has open oversight.
Even if you tape out a CPU and ship it to the fab, they could still add stuff before it is packaged.
In conclusion, no you can't trust anything we use today. Even Stallman's open-everything laptop is open to compromise.
Pen, paper, box of dice, OTP or accept these facts.