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GPT-5.6

1096 pointsby logickkk1yesterday at 5:04 PM797 commentsview on HN

https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdf

https://developers.openai.com/api/docs/guides/latest-model

https://x.com/levie/status/2075287443411222628, https://xcancel.com/levie/status/2075287443411222628


Comments

karma_daemonyesterday at 5:38 PM

I wish model launches were like proper product releases

it's impossible to _try_ it out on release!

it's not on their codex subscription, or the web/mobile chatgpt interfaces, or aws bedrock, etc. I just cant find a working endpoint with the latest model after they announce

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mchusmayesterday at 5:28 PM

Looks like a great set of models, but there are about 20 different thinking/model levels here in this family and they are very complex to pick the right one for the task

E.g. for GeneBench Pro, it looks like you would always use GPT-5.6 Sol over Terra/Luna, its pareto optimal.

For Agents Last Exam, you would maybe want Luna, then Terra, then Luna, then Sol as you increasingly budget for tasks.

I feel that there may need to be a new auto mode in many of these cases. It selects the best model and thinking given a particular problem.

Feels like it's going to have to go that way eventually, because here we have about 20 different model and thinking levels you could use, and they're not obvious which ones are right for the given use case.

drsalttoday at 12:41 AM

they update these shits too much.

5555watchyesterday at 8:34 PM

So with this release do they kill the 5.5-Pro model with super long thinking and reasoning? 5.6-Sol-Ultra is not the equivalent, right?

xur17yesterday at 6:57 PM

Looks like I have access to gpt-5.6-terra and luna. How does one decide between gpt-5.5 and gpt-5.6-terra? Pricing is similar, but it's hard to tell if it's better..

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egorfineyesterday at 7:25 PM

Zero information on the knowledge cutoff. The model itself responds it's June 2024 which is weird given that GPT-5.5 has knowledge cutoff at August 2025.

djx22today at 12:19 AM

Not sure what everyone's experience is but I find 5.6 Sol to be a great liar. Reported success on a half done job and left things in a broken state after having quite a few back & forth followups on the initial prompt to clarify the plan. Didn't experience this with 5.5. Opus 4.7 and below sometimes did it but they fixed it in Opus 4.8. So, overall, the initial experience has made me think that this model will be a lot more stressful to work with just because the level of trust that it actually completes the task is now much much lower.

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giorgiozyesterday at 8:57 PM

On top of GPT 5.6 Sol they added a Tamagotchi / Clippy mascotte https://x.com/giorgio_zampa/status/2075319657997750495?s=20

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vamsirajuyesterday at 7:24 PM

I think 5.6 Sol is only as good as 5.5 or Opus 4.8 in terms of getting its given work done. It just has an uncanny ability to pickup more work that it can tackle next that the older models lack, or have not been trained to do before. Where folks are seeing a difference between working with Fable or 5.6 I think also boils down to this phase shift.

philip1209yesterday at 5:24 PM

Will this run on Cerebas? I'm really looking forward to that.

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raketenkateryesterday at 10:08 PM

5.6 sol ultra just nuked my branch and burned my 5h limit. nice work

m3hyesterday at 5:24 PM

We have an official pelican on a bicycle from the OpenAI livestream:

https://imgshare.cc/mz9xwut3

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realty_geekyesterday at 5:07 PM

Wow, the "Agents' Last Exam" graph looks unreal!

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brycenealyesterday at 5:19 PM

I find that 5.5 gives me far fewer refusals than Anthropic models for security and reverse engineering work. I hope the same is true for 5.6.

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alberthyesterday at 10:21 PM

Maybe it’s a bug but on iOS individual paid Pro account - I can no longer see which model is being used nor select which model I want.

guybedoyesterday at 9:33 PM

it seems terra is pretty much useless, you either want luna max for everyday coding (cheaper and same perf as 5.5 high), or sol xhigh/max for demanding tasks

robertwt7yesterday at 11:32 PM

it seems like 5.6 SOL is better at almost everything than Mythos except Coding Benchmarks (except TerminalBench)? anyone knows why Mythos scores so high on SWEBench are they cheating or are they just optimised better for coding?

luciana1uyesterday at 5:17 PM

GPT-5.6 Sol, Terra, and Luna. at this rate GPT-6 will be named after a parking lot and GPT-7 after whatever Elon names his next kid.

celltalkyesterday at 7:50 PM

I guess Plus accounts don't get access to Sol? Or is it because I am in Europe?

AgentMasterRaceyesterday at 7:00 PM

I never have have the issues most people talk about ... I feel like most were never Devs before ai and don't know what they actually need done when prompting. that on top of not utilizing good tools such as a codebase indexer, lsp and a project scaffold.

noobcoderyesterday at 10:23 PM

I hope it isnt like Opus eating so many tokens and taking so much time

Really wanna see it in DeepSWE benchmark

hughwyesterday at 5:15 PM

If it's not dangerous enough to be classified as WMD by USG, who's interested.

macleginnyesterday at 7:24 PM

For context, I have access to MS Copilot through my workplace. To see what it looks like, I have tried to login through https://copilot.microsoft.com/ , where I was informed that my account, although recognised, is not yet supported. However, I can get more or less the same chat window, with access to all the data, through https://m365.cloud.microsoft/ A redirect could have been useful.

big_toastyesterday at 5:15 PM

The cost & output token charts are useful but I wish I could view them more like a 3D surface. Like the CS:APP memory mountain charts.

I wonder how long model size and effort will be a few discrete points instead of continuous.

int3trapyesterday at 11:13 PM

5.6 SOL is basically useless, even on fast mode. It takes so long to do anything that it would be faster to do yourself. And it burns usage so quickly it's genuinely not worth it.

guybedoyesterday at 8:51 PM

we probably need to use gpt sol max to decide which gpt flavor and effort we need to use per task.

Lucasoatoyesterday at 11:02 PM

> This page couldn’t load

> Reload to try again, or go back.

This on iOS, safari

jstummbilligyesterday at 5:24 PM

"GPT‑5.6 is available starting today across ChatGPT, Codex, and the OpenAI API. The rollout is starting globally now and will continue gradually toward full availability over the next 24 hours."

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dwa3592yesterday at 6:13 PM

This marketing video on the page is nice!! can't wait for the hardware to get cheaper to live the AI life i wanna live.

neuropacabrayesterday at 5:55 PM

Is it available in EU? I only see 5.5 still :-(

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vamsirajuyesterday at 5:58 PM

prompts -> loops -> slingshots?

Its an extremely capable model. I think the way we need to approach works shifts again. We need to get our harnesses/workflows to let it gather some momentum on the first couple rounds but then we also need to structure it so that it can slingshot and accomplish the long range goal.

artisinyesterday at 5:19 PM

I wish they had kept their previous sensible naming convention instead of this celestial Sol, Terra, and Luna mumbo-jumbo

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breatheoftenyesterday at 7:24 PM

i wish they had renamed chatgpt to codex instead of the other way around ...

dayone1yesterday at 8:43 PM

does anyone on chatgpt business plan (not enterprise) not have access to the Sol models in codex? i have 5.6 for terra and luna but not sol

vatsachakyesterday at 6:03 PM

I wonder what increment of progress will be achieved by the next billion dollars

sunaookamiyesterday at 6:57 PM

Overloaded in Codex, no indication if it is already in ChatGPT and I can't use it in the API even though it says it should be available. Typical horrible OpenAI launch. Glad that Anthropic just reset the rate limits so I will go back to Fable again.

kubbyesterday at 5:16 PM

They have a fantastic media team.

hereme888yesterday at 5:33 PM

So is 5.5-Daybreak still relevant for cyber security give. 5.6 capabilities?

newfriendyesterday at 5:14 PM

>Even at medium reasoning, it beats Fable 5 by 11.4 points at roughly one-quarter the estimated cost.

Sounds great.

Also latency looks very good.

fractorialyesterday at 5:57 PM

Sounds like a perfect fit for a minimal or bespoke harness?

hyperknotyesterday at 6:02 PM

> GPT‑5.6 also introduces more predictable prompt caching, including support for explicit cache breakpoints (opens in a new window) and a 30-minute minimum cache life.

Great to read they are moving away from the 5 minute cache defaults. Hopefully other providers follow soon!

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yayamaoyesterday at 10:11 PM

good alternative, while gemini still no news

RagnarDyesterday at 11:23 PM

Annoyingly, the new ChatGPT app which folds in Codex, no longer recognizes Shift-Tab to toggle plan mode. Irritatingly you have to enter /plan. OpenAI, fix this!

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EugeneOZyesterday at 7:21 PM

GPT 5.6 Sol is a token hog. After implementing the task, it started some "reviews" I didn't ask for - they consumed 19.5M and 11.9M tokens, while the task itself was below 5M tokens.

nharziroyesterday at 5:17 PM

where is it? Still not accessible...

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cmrdporcupineyesterday at 7:01 PM

Almost immediately ran into some the kind of gatekeeping I've heard Claude Code users complaining about with Fable. Not sure why, I just had it working on writing benchmarks for some CUDA kernels. Nothing security related:

"This request requires additional safety checks, which can take extra time. Hang tight or retry with a faster model for a quicker response, though it may be less capable of handling complex requests."

At least it gave me the option of waiting instead of just unceremoniously downgrading me. Appears to be making progress but... weird?

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