The primality test of Fermat with base $2$ seems to be as secure as the computer hardware for testing numbers big enough. However, I think there are an infinite numbers of false primes using this method, while there are other, slower methods without known exceptions.
My question is, given a fast method with known counter-examples, but as confident as the hardware, and given an other slower method without known counter-examples, are there rational reasons not to use the faster method?
On my laptop with my software it takes about 15 seconds to test the 1000-digit number
1322452047027942436565037520520947332219328534926245461464451630673497399869842281605205403121495065085512112811632527835511335143219424728512404164589506314036151832865422113591262717423658819022384512524477083990175389564938342263463450659443543741045174627049626561880454213438438266752362834316227459215232361006568011619896341464230840018543432335525377307690334349212691269545357233434088109345236291702956254185235509355202112324222479305916014027930215409162415936640544515330650065471413500611311539280157202020452214083126263075154272004996221351119648014115587851997522044309027951823388335313412203455585126968301605158645201093259033861308941082461581180720659364282095712511455547044223284865258155916858624598334315118323694678424919124328665223664207840283125040006516859355687631380963074131290568442593765531248815520551332092441994428154844300406075085049654208658614492190983122308329436402869242613380509102628222319118312045540213090658245133132311523103392960535908761111443867
to be prime with Fermat base 2. It would be interesting to see comparisons with other methods.
No matter how good the hardware is, you won't get a result that is better than what the algorithm gives, so if you're using an algorithm that detects probable primes and you want primes, you need to do something else, so (if this was supposed to be on topic at MSe) this comes down to the algorithms.
If it's sufficiently fast to check whether a number is a known counter-example: no, but it isn't.
If the fast algorithm has infinitely many counterexamples, we can't have a list of all the counterexamples, so we're basically back to having to check whether a number that the fast algorithm says might be prime, really is prime using an exact algorithm.
Given that it can eliminate some non-primes, there might still be an advantage to running the fast algorithm first though - but is has to eliminate a significant portion of non-primes to be worth it. Some of the prime hunting distributed computing projects online does various things, like sieving out all non-primes that are multiple of known "small" (compared to the numbers they want to check) primes.