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Nils Durner's Blog · Jul 8, 2026

GPT 5.6 release

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Nils Durner · Nils Durner's Blog: Ahas, Breadcrumbs, Coding Discoveries

GPT-5.6 is slated for general (and international) release on July 9. The model family comprises of three sizes: Sol, Terra and Luna. The model card is here. A “select group of trusted partners and organizations” had preview access, including Ethan Mollick, Derya Unutmaz and Peter Gostev.

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Ethan Mollick@emollick

I was an early tester of GPT-5.6 Sol. I was asked to not share demos until after launch but it is a very good model. It is of similar ability, but quite different feel, than Fable. Fable wants to go off and do work on its own pace, Sol is faster but works with you in steps more.

4:30 AM · Jul 8, 2026 · 283K Views

105 Replies · 135 Reposts · 3.28K Likes

GPT-5.6 is said to “feel” part of the GPT-5 family while targeted against Anthropic’s Fable 5 as an intermediate response before GPT-6 (pre-)release.

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Ethan Mollick@emollick

Fable feels very different than Opus. GPT-5.6 feels like a part of the GPT-5 family. I developed a very complex set of heuristics about when to use which. Fable was often “smarter” but was also too self-directed for some work, while that characteristic was perfect for others.

6:06 AM · Jul 8, 2026 · 26.3K Views

7 Replies · 10 Reposts · 348 Likes

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Mitchell Hashimoto@mitchellh

I had early access to 5.6/Sol for ~month. Sol is my default. It is faster, plans/judges just as good as Fable, and I think produces better overall work. I’ll reach for Fable still for highly targeted debug or performance work with clear reward functions. A cheeky way I describe

2:27 PM · Jul 8, 2026 · 172K Views

134 Replies · 146 Reposts · 3.59K Likes

GPT-5.6 Sol improves on hallucinations, where as Terra and Luna fare worse than GPT-5.5.

GPT 5.6 Sol token prices remain the same as GPT-5.5, Luna remains more expensive than GPT-5.4 Mini:

GPT‑5.6 is priced per 1M tokens across three model sizes: Sol is $5 input / $30 output; Terra is $2.50 input / $15 output; and Luna is $1 input / $6 output. GPT‑5.6 also introduces more predictable prompt caching, including support for explicit cache breakpoints and a 30-minute minimum cache life. For GPT‑5.6 and later models, cache writes are billed at 1.25x the model’s uncached input rate, while cache reads continue to receive the 90% cached-input discount.

Prices for actual tasks could still vary, Artificial Analysis don’t have a report on that yet. A post by Peter Gostev suggests that GPT-5.6 might be cheaper:

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Peter Gostev@petergostev

You'll get used to it quickly, but GPT-5.6 is sooo much more token efficient than 5.5. Going back to 5.5 was a massive pain and felt like going back a model generation.

3:18 PM · Jul 8, 2026 · 8.58K Views

13 Replies · 4 Reposts · 181 Likes

GPT-5.6 Sol will be available in Codex, but he advises caution on the reasoning levels and the fast option though:

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Peter Gostev@petergostev

When you get access to GPT-5.6-Sol in Codex, be careful with how you are using your tokens. It is trivial to blow though your Pro, if you do everything & /fast via Max/Ultra with 10x sub-agents . Just be patient, do it when necessary, otherwise xHigh is a good default.

12:44 PM · Jul 8, 2026 · 34.4K Views

34 Replies · 11 Reposts · 494 Likes

Token Efficiency: the term used by Peter Gostev may mean that Sol is simply cheaper than its competitors:

Source: Launch Livesteam
  • Model guidance document is here

Update 2026-07-12:

several users report Sol running destructive commands in “yolo” mode, including deleting so much that the operating system would need a reinstallation.

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goodalexander@goodalexander

reproed GPT 5.6 Sol's love of deleting things (on a disposable devnet but still - nuked filesystems). you can't use this thing in prod

7:02 PM · Jul 11, 2026 · 87.5K Views

45 Replies · 22 Reposts · 599 Likes

Update 2026-07-15:

When using Codex through ChatGPT without subscription (“Free”) but funded with usage credits, I receive this error message when trying to use Sol:

The 'gpt-5.6-sol' model is not supported when using Codex with a ChatGPT account.

This is consistent with the “Sol is available on paid plans” messaging, but still surprising if you did pay for the credits. (Credits are also handed out for promos like hackathons - something to keep in mind that these will not give you access to Sol).

Update 2026-07-18:

GPT-5.6 takes the crown in the UK AISI “narrow cyber tasks” benchmark:

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AI Security Institute@AISecurityInst

Our first public analysis of the open/closed weight gap in frontier cyber capabilities finds it is 4–7 months with GLM-5.2 and DeepSeek V4-Pro, narrowing from 6–10 months through most of 2025. Advanced capabilities are reaching less safeguarded open models faster than before. 🧵

1:02 PM · Jul 17, 2026 · 54.5K Views

9 Replies · 51 Reposts · 211 Likes

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