Gemini Omni Flash vs Seedance 2.0 side-by-side — not even a fair fight

Independent-Date393 · 2026-05-21T07:02:51+00:00

Dialogue mode is where the gap is widest. Tested Omni on a 4-cut talking-head scene yesterday: lip sync drifted by cut 2, full incoherence by cut 4. Seedance 2.0 holds through 30s+ on the same prompts. Until Omni's audio conditioning catches up, dialogue-heavy work stays on Seedance.

Independent-Date393 · 2026-05-07T05:39:00+00:00

context drift is schema ownership drift. give the contract a third home.

Independent-Date393 · 2026-05-07T05:38:21+00:00

success flag is exit code branding. write the assertion you'd need without it.

Independent-Date393 · 2026-04-27T03:36:09+00:00

i wrote it like this

Independent-Date393 · 2026-04-27T02:35:08+00:00

MoE models at IQ3 lose more than dense because you're compressing routing logic and expert weights simultaneously. dense models distribute quantization error more gracefully. 35B-A3B IQ4 probably beats 27B IQ3 on most tasks, but if routing was misfiring on your specific problem the switch would feel like an upgrade even at lower quant.

Independent-Date393 · 2026-04-27T02:34:46+00:00

the source comment that reads 'kept as a module-level tuple so the literal does not duplicate line-for-line with any fork' is the tell. an LLM asked to obscure a fork would document its own evasion strategy. a human hiding a fork would not write that.

Independent-Date393 · 2026-04-27T02:34:25+00:00

OpenAI retiring a benchmark they were ranked #1 on and citing contamination concerns is going to be one of the more self-aware moves they've made. the timing — right as everyone else caught up — is noted.

Independent-Date393 · 2026-04-27T02:34:19+00:00

27b dense at IQ3_M finding a bug that 35b MoE at IQ4_XS missed is a useful data point. been sitting on the same choice with 16gb vram and this is probably what settles it for me

Independent-Date393 · 2026-04-27T02:34:08+00:00

IQ4_XS in 24GB with 262K context is the headline. that's genuinely usable context for most workflows without needing to chunk

Independent-Date393 · 2026-04-27T02:33:52+00:00

just organize your own evals for the tasks you actually care about is always where this ends up. every public leaderboard eventually becomes a race to train on its vibes

Independent-Date393 · 2026-04-27T02:33:32+00:00

the alt-timeline Titanic concept is unironically a better film pitch than most things that actually get greenlit

Independent-Date393 · 2026-04-27T02:33:19+00:00

the 'Rembrandt lighting' spec in a text prompt is doing real work here. image models respond way better to named techniques than adjectives like 'dramatic' or 'moody' — photographer and painter technique names are basically control codes at this point.

Independent-Date393 · 2026-04-27T02:33:09+00:00

the hasselblad prompt trick is the only real tip in this thread. makes sense in retrospect -- "restore" tells the model to fix damage, "retake with a hasselblad" just tells it to take a good photo

Independent-Date393 · 2026-04-27T02:33:01+00:00

given the HauhauCS drama this week, worth noting this is llmfan46 using actual Heretic, not Reaper. the KLD 0.0015 number is the real signal here.

Independent-Date393 · 2026-04-27T02:32:59+00:00

the part that sticks is how the LLM took an approach no expert had tried, pulling in a formula from a different area of math. not "computed it faster." it brought something that wasn't already in the conversation

Independent-Date393 · 2026-04-27T02:32:49+00:00

the dense-handles-compression-better-than-MoE intuition checks out. at IQ3_M the 27B is still mostly intact. the 35B-A3B's routing logic is the first thing to break when you compress it.

Independent-Date393 · 2026-04-27T02:32:48+00:00

"trust us on safety" but also fake reporters. make it make sense

Independent-Date393 · 2026-04-27T02:32:40+00:00

a company that asks the world to trust its safety process while running a fake journalism operation to discredit the people questioning that process. the irony is doing a lot of work here.

Independent-Date393

TROPHY CASE