u/Jerry2deva

my agent recently rewrote the pagination logic in a data-sync job and reported "✅ done and tested." CI passed because the test fixture only had one page of data. next morning in staging, the sync died after 100 records—the cursor never advanced.

to make it worse, i had the same agent review its own PR. it approved it with flying colors.

having the model that wrote the code review its own PR is useless. it’s just grading its own hallucination with the exact same blind spots. asking an agent to "double-check your work" just gets you a super confident "yep, looks good!"

i’ve had to strictly decouple generation from verification. now, whatever writes the code isn't allowed to validate it.

i started by running fresh, separate review sessions manually, but it was tedious and easy to forget. eventually, i started using minmax to automatically route the validation step to a completely isolated model instance one with no prior conversation context or inherent bias from the generation prompt. its only job is to play devil's advocate, inspect the code, and challenge assumptions.

it's not 100% bulletproof for open-ended architecture, but it completely eliminated those dumb, self-rubber-stamped logic bugs overnight.

curious how others here are handling generation vs. verification? anyone found a rock-solid workflow to force the verifier to actually execute tests and inspect runtime outputs rather than just scanning static code?

I've been playing Far Cry 4 again recently and honestly, this game still holds up pretty well.

The graphics obviously look dated now, but Kyrat is such a good map. Mountains, rivers, forests, caves, wildlife, enemy camps — there's always something around you.

What I like most is that I can start the game with one thing in mind and completely forget about it 10 minutes later. I'll be driving somewhere, see an enemy convoy, stop to attack it, then end up hunting an animal, climbing a mountain or taking over an outpost.

The game definitely has its problems. The Ubisoft formula gets repetitive, some missions feel like filler, and after a while the towers and outposts start feeling like chores.

But the actual roaming around Kyrat and getting into random trouble is still really fun. The wingsuit and gyrocopter make it even better.

Maybe I'm just nostalgic, but I don't think open-world games always need to be huge or extremely detailed to be fun.

Anyone else replayed Far Cry 4 recently? Does it still hold up for you, or am I just remembering it better than it actually is?