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Good Idea, Bad Idea: Dynamic Difficulty Adjustment

1:53 PM on 02.17.2008, unangbangkay 61 comments

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[Editor's note: unangbangkay takes a look Dynamic Difficulty Adjustment in his contribution to the Monthly Musing. DDA isn't really brought up that often and I must say this was a really enlightening read. -- CTZ]

Videogames as we know them were built on the idea of challenge. Arcade games were always about (and still are about) getting as far as you can go, mastering the gameplay (or at least the minutiae of the levels) and going until you either ran out of money or you contracted premature arthritis in your wrists.

As games got more complicated the management of challenge turned into something of an art. Too much challenge, and players got frustrated and quit. Too little challenge, and players got bored and quit. So the idea of dynamic difficulty adjustment (DDA) was born.

DDA is a relatively new concept, and only really emerged in roughly the last decade. Obviously intended to give players a consistently fun experience, DDA increases the difficulty according to a variety of formulas based on how the game's AI regards the player's skill level. DDA also started to be applied to other aspects of gameplay, such as rewards and helpful items, where rewards were modified by the difficulty of the encounter, not unlike decisions a Dungeon Master might make in a game of Pen-and-Paper Dungeons & Dragons. Certain items and powerups were sometimes added if the player spent too much time at low health or given a bit of ammo if they were out.



Did you ever notice Max Payne's DDA? No? That's when you know DDA is working. Max Payne very slightly adjusted the level of aim assistance you got, and upped enemy health a bit depending on your projected skill level and success. I don't know the specific algorithms, be it your health after fights, ammo usage, or some kind of timer, but for the most part, you never really knew God was giving a little boost.

Half-Life 2 also did it, but in an even more subtle and unobtrusive manner. Commentary Mode in Episode 1 and 2 reveals that the game slightly modified the contents of the supply boxes you encountered, depending on Gordon's status at the time you break it. Be at full health when you smash the box, and you were more likely to receive the dinky +5 health vials or random ammo. Be on the verge of death, you might get the nice +20 first-aid kits. Subtle, and almost almost invisible. Bravo, Valve.

Of course, this worked because both games' DDA predicated on your skill and success in relatively simple ways. The rewards were predictable, and challenges entirely planned (enemy here, supply box there). Because of their linearity, developers knew when and when not to lend you a helping hand.

Unfortunate though it may be, there are many more instances of "Bad Idea" than there are of "Good Idea" when it comes to contemporary DDA.



Now before you lay into me about Oblivion, let's go with what worked and what Bethesda was thinking of when they implemented DDA.

Oblivion's obviously an open-world game, wherein the appeal is its nonlinearity and your ability to go anywhere and do anything. Morrowind's static difficulty pretty much closed off certain regions to you and your pitiful gear, at least until you stole some fun-lookin' stuff from the shops.

So, in Oblivion enemies scaled their levels, even their presence based on the player's level. City guards were always 2-5 levels above you, bandits 2-5 below, and so on. This made sure that no matter where you decided to go, you didn't feel as if you COULDN'T go there. A fine, laudable goal.

To bad it went horribly wrong in "vanilla" Oblivion.



Sad fact is, Bethesda went way too far in how deeply they chose to scale. Scaling permeated nearly every aspect of gameplay, from how strong enemies were, to what enemies actually spawned, to what they carried on their corpses, even to what items shops could sell. After a certain level, wolves and lower-end Daedra would simply disappear from the world, and you'd often see common road bandits wearing the most powerful armor in the game. They'd probably make more money selling that crap than by extorting a few gold pieces from you.

Oblivion's own official strategy guides recommend that you complete certain quests before a certain level, such as one where you had to offer a wolf pelt to a shrine. If you did it too late, wolves were gone, and you had to find one sitting somewhere in the world. Another story mission pitted you and some city guards against a force of Daedra. Do it too late and the Daedra spawned would be titanic Atronachs that would slaughter your allies lickety-split.

Not only did it not make sense, it significantly damaged your sense of growing power and progression, probably the one most critical aspect of any videogame RPG. It was Final Fantasy VIII's "level 100" problem all over again, only extended to loot. And furthermore, the game was pitifully easy if you chose NEVER to level up, making some of Oblivion's most dire foes look more like easily broken pinatas.



One of the more publicized failures of DDA was Homeworld 2, best exemplified in the now-infamous "Mission 4 Massacre". It seems that developer Relic took it personally when Homeworld's challenge could be surpassed through copious abuse of Salvage Corvettes to bogart every enemy ship. In Homeworld 2, not only were Salvage Corvettes "nerfed", but DDA implemented to adjust enemy fleet size and composition based on YOUR fleet at the end of the previous missions. You can see where this is going.

Players that did well in mission 3 began mission 4 (before some patches) facing a massive assortment of capital ships that almost immediately raped you before you could get into formation. Early GameFAQs walkthroughs advocated scuttling your entire fleet at the end of each mission, rebuilding from scratch again and again to circumvent the overzealous DDA. And instantly, one of Homeworld's more appealing aspects, namely the consistent fleet, was destroyed.



Many of the most egregious and despicable examples of DDA failure exist in racing games. Yes, I speak of "Rubber-Band AI". Simply put, rubber-band AI gives advantages to AI competitors based on the player's standing. Do poorly, and every other car slows down to accommodate you and your laughable skills. Do well, and every other car suddenly gets nitro, steroids and gains the power of The Force to catch up to you, even if it forces them to go faster than their cars could possibly go. All in the name of making the player feel as if it's a close race, when it isn't.

I'm using a screen from TOCA Race Driver, which didn't use this catch-up but other games certainly did. Burnout did it, Mario Kart does it (to an extent), and several other racers employ it, when it's simply a crutch for poorly designed computer competition and out-and-out CHEATING. It's unfair and makes a racing game unnecessarily frustrating, rarely taking into account a player's actual skill, in a genre whose entire existence is based on it! If DDA must die anywhere, it's in racing and sports games.

What conclusions can be drawn from this? In my book, DDA is a double-edged sword, with the edge pointing towards you being MUCH MUCH SHARPER. Implementing it is harder and more prone to failure the more complex and deep a game gets. The cases in which it is working are the ones where you never notice it happening.

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Bus's Avatar
Bus at 02/16/2008 15:36
Yeah, I think this might be my favorite Good Idea/Bad Idea.
razerangel's Avatar
razerangel at 02/16/2008 17:13
Very nice write up, and totally spot on. Oh how I loathed Oblivion's DDA -.-!
Eschatos's Avatar
Eschatos at 02/16/2008 21:28
I really didn't mind Oblivion's when I was playing it, but now I can understand it being annoying. It would be nice if that was minimized or optional.
DeusPayne's Avatar
DeusPayne at 02/17/2008 14:03
Generally speaking, it's a simple as 'Don't touch the enemies with DDA'. Adjust the player, not the environment. Not only is it easier to scale a single player over the entire world, it also forbids making the enemy AI godlike. Generally speaking a godlike AI resorts to cheating, faster cars, sniping with pistols for 100m, grenades that land at your feet after 3 bounces down a maze of hallways, etc. But give the player more health, or more ammo, and allow the player to be given the option to adjust.

One other thing you should have mentioned was the bounceback effect. Do well for a while, and you get pwnd, triggering a DDA adjustment to make the you pwn, which then... I think you get the point. You end up going through a rollercoaster of difficulty, and the game becomes extremely inconsistent. Time your 'phailing' correctly, and bosses become easier than peons you fought hours ago.
Scape's Avatar
Scape at 02/17/2008 14:04
Yea it's definitely the worst in racing games. I hope that Gran Turismo 5 has this under control.
The-Excel's Avatar
The-Excel at 02/17/2008 14:08
Actually shmups by the late Compile had what you call DDA. They were released like 20 years ago at the earliest (anyone here ever played Zanac?) and people then called it a form of AI.
manasteel88's Avatar
manasteel88 at 02/17/2008 14:09
well researced and very well executed argument.
Luigi takes over's Avatar
Luigi takes over at 02/17/2008 14:14
Bravo, incredibly well written article.

I agree whole heartedly. Subtle DDA is awesome.
Animated Trigger's Avatar
Animated Trigger at 02/17/2008 14:14
Excellent write-up. I didn't even KNOW HL2 had DDA. Another example that can sometimes suck is when you constantly die in Ninja Gaiden or God of War and the game eventually sits you down and asks if you'd like to pick a lower difficulty...it's humiliating.
etfp's Avatar
etfp at 02/17/2008 14:15
damned john madden rubberband AI.
liquidninja's Avatar
liquidninja at 02/17/2008 14:17
Wow, I never knew they really did that, or maybe I just didn't want to believe it.
CaffeinePowered's Avatar
CaffeinePowered at 02/17/2008 14:20
Ive always hated racing and sports games where the computer mysteriously speeds up when you get a head of them, such garbage.

I also hated the leveling system in oblivion, worst idea ever. "Hey sweet, I just spent enough time grinding to master blades and get glass equipment sweet...wtf, why does every bandit have ultra-rare enchanted equipment now?"

RPGs are about being able to grind your way up if you are sucking and under leveled.
Comrade Snarky's Avatar
Comrade Snarky at 02/17/2008 14:31
See, I had no idea there was DDA in Max Payne or HL.

Oblivion, however, despite its beauty and impressive open-world structure, did absolutely nothing for me -- largely due to its ridiculous DDA. I simply never felt as if my character's abilities were improving.
jehuty's Avatar
jehuty at 02/17/2008 14:38
"Do well, and every other car suddenly gets nitro, steroids and gains the power of The Force to catch up to you, even if it forces them to go faster than their cars could possibly go."
hahaha so true =D
and that pic with the cars? awesome :D
personally i prefer the non-dda way...u get to a boss and get raped...load that save and get grinding some, u'll probably find some fantastic new combination of skills or whatever that u can use to breeze through.
nice reading btw
EightBitMav's Avatar
EightBitMav at 02/17/2008 14:40
I believe there was some sorta DDA in Jak...2? or 3. Where you would be given a tiny boost of Health or Ammo if you were failing miserably in whatever area you happened to be in.
mistic's Avatar
mistic at 02/17/2008 14:44
I've allways hated that in racing games, you build a rocket-car that accelerates your face of and makes the space-shuttle seem slow and there's this guy behind you with a monospace and he's gaining on you! :-)
Alcochetano's Avatar
Alcochetano at 02/17/2008 14:45
Wow, I've got to say this is one of the best articles I've read in a long time. Well done sir.
Scary Womanizing Pig Mask's Avatar
Scary Womanizing Pig Mask at 02/17/2008 14:54
Awsome article! I had no idea that there was dda in half life 2. I tlove the dda in mario kart. It keeps everyone competitve with out bieng cheap
Silverhertz's Avatar
Silverhertz at 02/17/2008 14:56
I love your article...never got far enough HW2 that I noticed the problem, but im glad I didnt. Sounds like a shitty system. Also completely agree on the oblivion front - believe ive said this before somewhere but sometimes I like to be the omnipotent, badass who can beat up peasants and bandits with a flick of the sword. Sometimes I like to face a creature that I immediatly think 'run away!!'. Having bandits and such with daedric gear doesnt really suit the game that well, and makes you consider holding off levelling up so that everything in the game doesnt suddenly turn into a badass juggernaut.
John B's Avatar
John B at 02/17/2008 15:01
I can't stand the way that Mario Kart 64 implements that to the point that I just stopped playing. If you gain a sizeable lead, fine, but to have that wiped out when f**king Toad suddenly can go 2x the normal speed then get on your tail -- no, that's not a challenge. That's CHEATING - and it pissed me off to no end.

Excellent write-up.
Blommen's Avatar
Blommen at 02/17/2008 15:04
Nice one!

But yeah I agree that racing games are the ones that tend to have terrible A.I/DDA. I also agree with the points you make about oblivion.
Justice's Avatar
Justice at 02/17/2008 15:05
Excellent write-up, something I never considered before, but you're definitely right about Burnout.
Elrando's Avatar
Elrando at 02/17/2008 15:09
ZargonX's Avatar
ZargonX at 02/17/2008 15:15
Excellent write up. The DDA in Oblivion was so poorly executed that it completely tore me out of the game. In most large world RPGs, I like that there are places I can't go at low levels, and at high levels I like to know there are some old places I can go back to tear things up. With the scaling, everywhere was equally as difficult (or easy), so the sense of getting tough enough to finally take on that scary dark cave (or what have you) was completely gone.
Discombobulator's Avatar
Discombobulator at 02/17/2008 15:33
I remember getting the shit kicked out of me in Homeworld 2 during the later levels. I got so frustrated, that I decided to cheat. I found out that you could edit the ships in your fleet in the Homeworld 2 directory. I gave myself about 10 destroyers and about 5 battlecruisers. Unfortunately, my little edit gave the AI a fuckload more ships to compensate. Needless to say, I had my face raped by about 50 destroyers and 25 battlecruisers.

Yay!
Bloodborne's Avatar
Bloodborne at 02/17/2008 16:04
Wow, Max Payne and the Half-Life series are some of my most favorite games ever and I never knew about their DDA. I suppose that's part of the reason why they are so awesome - I always felt in the gaming sweet spot in terms of the difficulty. As for Oblivion's DDA, it really didn't bother me much. Good post.
Kyousuke Nanbu's Avatar
Kyousuke Nanbu at 02/17/2008 16:29
Mario Kart does it to an extent? Did we play the same game? I recall Mario Kart doing it to a horrible degree on 150cc, both with rubberband and items.

Under any circumstances, Bowser or DK are slow as hell, in 150cc they are the fastest car in the game and they recover in a second and are back to full speed if it hit with anything, hell I read somewhere that the big boo and petey pirahna where the most brutal opponents in the game and even the official Nintendo guide says to unlock them last so you don't have to deal with them during normal races.'

And as they say a picture says a 1,000 words, Elrando's says many.
Anviltongue's Avatar
Anviltongue at 02/17/2008 16:42
I was so infuriated by the Xbox 360 version of Oblivion's DDA that I got rid of it and switched over to the PC version, where there are mods to filter out all of the overbearing (and immersion breaking) hand-holding.

With a world that big, it should be like Morrowind, where you couldn't go into areas without being beefy. If you had your ass handed to you, leave and better your skills and/or gear, then come back. If the game was linear, it would be a problem. With an open-ended world like Oblivion, that kind of oh-shit-these-guys-are-way-tougher-than-me feeling can really deepen the gameplay.

"Fine, you killed me...just give me 5 levels, steel armor and a silver axe and we'll see how badassed you really are."
Sam Spectre's Avatar
Sam Spectre at 02/17/2008 16:45
Excellent writeup. I loved the way Oblivion did DDA. However I can't comment on the other games since I've never played them.
MechaMonkey's Avatar
MechaMonkey at 02/17/2008 16:47
Please... no more Daedra. Just let me fight a mountain lion for once.
Cal's Avatar
Cal at 02/17/2008 16:55
Great article!

Just to add, I felt SiN Episodes did a really nice job of DDA, especially with allowing you to set how quickly it would adjust and how easy/challenging you wanted the game to be in the first place.
ajaxender's Avatar
ajaxender at 02/17/2008 17:29
Burnout does it, but in burnout you can destroy your rivals, so instead of being annoying, its actually more fun. A better example would be the nfs series, in which rubber-banding is pretty obvious a lot of the time.
B-Radicate's Avatar
B-Radicate at 02/17/2008 17:53
When an opponent's car in Burnout can go 180mph through oncoming traffic when you yourself can only go 120mph without crashing, something is wrong Rubber-band AI in racing games has made me stop playing them over the years. They just aren't fun to me anymore because of how badly the computer cheats.

Oblivion was bad, too. I wholeheartedly agree. I didn't, however, realize that animals disappeared after a certain point! The bandits with better armor is one thing (a challenge in combat was always welcomed by me), but totally nerfing missions is another entirely.

Excellent write up.
vp360's Avatar
vp360 at 02/17/2008 17:58
WOOT!
hammburglar's Avatar
hammburglar at 02/17/2008 18:08
i played i did the oblivion wolf pelt mission really late in the game. yeah taht went well. i slaughtered an entire city to find someone with a wolf pelt i could loot from them our their house. those poor folks of cheydinhal.
slapme7times's Avatar
slapme7times at 02/17/2008 18:16
fantastic article... in my opinion, the next step for DDA is one that gives players new opportunities for performing better in the game, opens newer and harder content...

rather than a punishment, it would be seen as a reward. do really well, get more doors to open in a dungeon that were previously just plain walls.

noobs wouldn't know what they were missing, and good players would see more content and harder content.

it makes so much sense :)

nobody gets punished for being too good, nobody gets punished for sucking, you just continually get rewarded with more and better content for performing better.
BlackSunEmpire's Avatar
BlackSunEmpire at 02/17/2008 18:36
To reiterate countless commenters, DDA ruined Oblivion. I loved the elder scrolls series since Arena. I even played Daggerfall to death despite the fact some dungeons were just unfinishable. Morrowind was awesome, finally they were getting somewhere.

But then, Oblivion. What was the point?? You probably peaked somewhere around level 7-8 when you'd been mainly pumping your combat skills so you were slightly tougher than your level let on. From there the game designers idea of tough encounters involved slaughtering tonnes of creatures at once. I never even finished the main story line cause it was more chore than game.

I hope they can that idea by next iteration.
Ninevolt's Avatar
Ninevolt at 02/17/2008 18:45
honestly, i liked ovlivions DDA. I am a lazy SOB and i didnt feel like doing all of the work to level up and such. Playing "vanilla" Oblivion was fun, and I think the best feeling in games is being overpowered. That's just my opinion tho, and who cares anyway
WhiteX's Avatar
WhiteX at 02/17/2008 19:09
Riviera - The promised land GBA

When you die and choose to continue, your foes come again in half of their HP, keep dying and the otherwise hard battle will be done in one turn
nopk's Avatar
nopk at 02/17/2008 19:17
What does minutiae mean?

Also, I agree. DDA works most of the time, but in racing games it does get boring.

To be fair though, look at GT4. You could spank the AI and it got boring most of the time, so I'm not completely against it when it comes to giving cars some extra horse power. Maybe making them more aggressive or something would work as well.
Paddylicious's Avatar
Paddylicious at 02/17/2008 19:38
I remember Godhand rewarding me for doing well by letting me know I wasn't good enough yet and bending me over its knee.
xenon's Avatar
xenon at 02/17/2008 19:39
Basically, my position is: we already have difficulty levels, we don't need DDA. DDA may be cool the moment it happens, but it leaves a bad taste in the mouth afterwards. And unlike alcohol or casual sex, it's NOT worth it. I like to think that the developers carefully crafted a challenge and that it's up to me to either beat it or surrender peacefully. At least, the game should humiliate me with an explicit option, like God Of War did, but the more subtle DDA is, the less I like it. Rubber-band AI in racing, I won't even discuss.

Disclaimer of sorts: I'm not some kind of gaming ubermensch who can win every race in Gran Turismo with a Civic and complete Rainbow Six without dying once. I lose races and I die. Often, sometimes. I just like it that way.
VTSvsAlucard's Avatar
VTSvsAlucard at 02/17/2008 20:45
I know all these people have constructive posts, but I just wanna say it was a good read. I mean, I agree with the Max Payne one, as I had read it changes in the manual but never noticed it. And I didn't even know it was in Half-Life 2, but unfortunately I haven't played Oblivion yet, so I can't comment on that. However, I did notice in Morrowind that as soon as I did a quest and received something like the BiPolar Blade, or found the Lord's Mail, I just pwned everything, even at a low level. Maybe one day they;ll figure out how to fix that.

That said, I never noticed it as a problem in FF8. I actually found it useful to go back and draw Firagra from Bombs. I did notice a problem in the sea research lab (where you get Bahamut). On the way down, you can often be back attacked by a Red Dragon who will immediately cast an attack that hits all your party members for 9999. Aside from that, the only other problem I saw in that was that when you hit 100, you can't lvl up your hp and stuff.
akathatoneguy's Avatar
akathatoneguy at 02/17/2008 20:58
I never understood the "controversy" if you will about Oblivion's level-scaling. Now, I at least have read some decent reasons why it didn't work for some people. For me, I didn't mind it at all. I didn't look at it as "hand-holding" at all. After all, in a traditional RPG, like everyone was saying, the game might kick your ass in the beginning, but some are forgetting that once you reach a certain level, you're going to kick the shit out of every enemy you come across. I also like the fact that once you get higher up, you find better loot. I don't want to waste my time finding shitty loot in caves full of level 3 scamps or skeletons when I'm a level 40 or higher. The level-scaling meant that the game was consistently challenging without ever being unbeatable; never overly easy and never overly difficult. Also, what in the hell is the point of an open-world game if most of the game is unbeatable until you level-grind? I liked the fact that Oblivion allowed you to do things in whatever order you like. It would be annoying if you could only get so far in one guild, so you had to stop and do something you were less interested in to level up, then come back to what you *really* wanted to do, etc.

Sorry guys, but I loved the level-scaling, or DDA if you prefer. I'm hoping we see it in the next Elder Scrolls game too, though it wouldn't be a deal-breaker for me if it wasn't in.
Jetsetlemming's Avatar
Jetsetlemming at 02/17/2008 21:49
Excellent write-up.
I quite enjoyed Max Payne's difficulty adjustment. For the record, you could choose a difficulty at the beginning of the game, with the highest, "Dead on Arrival", preventing the game from lowering the DDA setting below maximum difficulty.
Agreed 100% about Oblivion. It's a bit odd though. Both a friend and myself are going through it presently, and I'm having a ridiculously easy time of things, while he's finding it insanely difficult, down to things like having rats being able to instakill his character.
By the way, there's mods for Oblivion that fix the levelling system by giving every character and item minimum and maximum level caps, and tweaking a number of other aspects of the game related to difficulty.
adultswim810's Avatar
adultswim810 at 02/17/2008 22:10
im wondering if crysis had dda i was just thinking about how i destroyed the demo on every difficulty with just fists but when i got the full game it seemed like it was a roller coaster of difficulty in how stealthy i could be and how much health enemies had. I may be wrong so anyone else whos played it i wanna know if u got the same feeling.
unangbangkay's Avatar
unangbangkay at 02/17/2008 23:03
Thanks guys for the praise. In lieu of human contact internet fame is what I crave.

@nopk
Minutiae = "Minute or minor details". In videogames it might refer to trial-and-error challenge memorization, though that in itself might be considered a skill.

@akathatoneguy

I'm actually a lazy gamer. Comes with piracy and having too many games in your backlog to appreciate. I first noticed the level-scaling in Oblivion as I had been cheating up my skill points to level up with less grind. I did this as I stood in front of a quest character, apparently one who would level. One day I saw him with a Dwarven Claymore on his back, wearing an Iron Helmet, and Elven Greaves. Seriously ugly, but whatever. Three cheated levels later, I see him walking around in full Daedric with a Daedric Longsword and Shield. See what's wrong?

With Oblivion it wasn't so much the level scaling. Aside from wiping creatures out of existence, most enemies had a challenge cap. But the most acute evidence of its failure was in the loot scaling. When everyone's in Daedric, there's no more joy in finding it lying in some tough-as-hell dungeon. Kind of like you're being regarded trend-setter when you want to be non-conformist.

Bethesda states that Fallout 3's DDA will be to set environmental difficulty based less on the player's current skill but where they go first. Hit Vault 3 first, and it'll be full of chump ants. Hit it last and get radioactive Deathclaws. Sounds a teeny bit better than Oblivion, but it's pretty easy to see how this system can be "gamed" by the munchkins who make speedrun videos.

I'd recommend reserving judgment on F3's DDA until we get an impression on how the challenge map proceeds. Previous Fallout games, despite being nominally nonlinear tended to line up their challenges in a logical fashion that most players would follow, and that only the crazily independent would ignore. Quest 1, 2, 3 in town A led people to go to town B, where enemies were harder, etc.

Oh look, I made another write-up.
Redzie's Avatar
Redzie at 02/18/2008 01:38
sumasakit ulo ko sa haba nito. JK.
Nice read. FF8 lazily did DDA by just giving your enemy a level that was the average of your party member's levels.
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