Found a pic of the inside of one:
Low-res, but FDD is definitely on motherboard, and it looks like that's a HDD cable under it also leading to motherboard.
Can't see RAM, if it's SIMM-based it would be easy to upgrade to 2.5MB by replacing two SIMMs with 1MB versions, or to 4MB by replacing them all. If not, could be 'fun' to upgrade. Highly unlikely a slow 386SX would be able to sensibly use more than that.
Edit:
Found official Philips datasheet for their PCs too. No 3345, but there is a 3348, and looking at the specs, the only difference seems to be 20MHz vs 16MHz. If so we know some more:
So... if hypothesis is correct, it should be expandable to 8MB, which suggests something like 2x SIMM/SIPP plus 1MB exclusive on board or something like that.
Video is odd - it suggests this system has onboard video, but also that one slot is used up by a VGA card. Possibly it's CGA/MDA onboard with VGA expansion or something like that. In any case the 4 free slots + 1 VGA matches the pic.
Edit:
2 mode pics, including rear showing I/O onboard and PSU connector, which looks pretty AT:
No sign of that onboard video though, either the 3348 is a different board or - more likely - it's a mistake in the datasheet.