I am not a noob...

yes I am.

Good to fold or what?

I didn't want to induce a fold on the flop since villain will call down w/ any draw, and might stack with TPxK. On turn, I don't know. Should I have come over? I don't think fold is good to this bet. The river doesn't help him, but did he already make his hand?

PokerStars No-Limit Hold'em, $0.02 BB (6 handed) Hand History Converter Tool from FlopTurnRiver.com (Format: FlopTurnRiver)

MP ($1.81)
Hero ($5.34)
Button ($2.93)
SB ($2.98)
BB ($1.87)
UTG ($3.63)

Preflop: Hero is CO with A, A.
1 fold, MP calls $0.02, Hero raises to $0.06, 2 folds, BB raises to $0.1, MP folds, Hero calls $0.04.

Flop: ($0.23) J, 8, T (2 players)
BB bets $0.1, Hero raises to $0.4, BB calls $0.30.

Turn: ($1.03) 5 (2 players)
BB bets $0.2, Hero calls $0.20.

River: ($1.43) 2 (2 players)
BB bets $1.17 (All-In)

why not 4-bet pre-flop? oh, and your first flop raise should be bigger.
flop is fine.
Turn, you know villain can't have the nut flush cos you have Ad, I re-raise or maybe even push there.
River, yuck. What could villain have that fits their play? what are the chances of a big river bluff? AJ, 88, QK, JT, 9T. Hmm. There's not really that much you're ahead of - i fold, hating my play earlier in the hand.

I can honestly say I really don't like any of the streets here.

PF to at least .10, 4bet small
Flop to at least .50 here
Turn shove over
What river decision?

Everything Spenda said.

That's what I wanted. Thanks for the honesty guys.

Yea what spenda said. Although I think the biggest mistake is not shoving the turn.

You have at least 20% equity on the turn. So even if you're wrong you still win sometimes.