Tim Duffy
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timfduffy.com
Tim Duffy
@timfduffy.com
I like utilitarianism, consciousness, AI, EA, space, kindness, liberalism, longtermism, progressive rock, economics, and most people. Substack: http://timfduffy.substack.com
Epoch estimates that GPT-5 gross margin was ~45% in 2025
Was serving GPT-5 profitable?

According to jsevillamol.bsky.social, @exponentialview.skystack.xyz’s Hannah Petrovic, and Anson Ho, it depends. Gross margins were around 45%, making inference look profitable.

But after accounting for the cost of operations, OpenAI likely incurred a loss.👇
January 28, 2026 at 11:52 PM
Extreme poverty has fallen a lot in recent decades, but it's unlikely to continue. Most of the decline has been from Asian economic growth, but almost all remaining extreme poverty is in sub-Saharan Africa where the share in poverty has barely budged. ourworldindata.org/end-progress...
January 28, 2026 at 10:33 PM
Reposted by Tim Duffy
Just posted a banger. It's messy, speculative, and should've been like 3 posts.

splittinginfinity.substack.com/p/semiconduc...
Semiconductors will see an end of history (eventually)
With some thoughts on future AI hardware and computing more broadly.
splittinginfinity.substack.com
January 28, 2026 at 5:53 PM
What are the best cheap LLMs? Some I'm aware of:
GPT OSS 120B: $0.04/$0.20 Mtok in/out
Gemini 2.5 Flash Lite: 0.1/0.4 (half that w/ batching)
GPT-5 Nano: 0.05/0.4 (half that w/ batching)
I'm trying to do some automated transcoder feature labeling and it's not cheap even at these prices.
January 24, 2026 at 10:46 PM
With the canceling of the Nissan Versa, all new cars in the US cost >$20k. Several low-end US models have been canceled recently. Americans are rich and want fancy cars. www.kbb.com/car-news/nis...
January 23, 2026 at 11:48 PM
Global warming is caused by a fairly modest energy imbalance, note the scale berkeleyearth.org/global-tempe...
January 21, 2026 at 1:42 AM
Reposted by Tim Duffy
finally some real info. google has "barely positive" margins across all models, likely not accounting for training cost
www.theinformation.com/articles/goo...
January 20, 2026 at 5:51 PM
OpenAI will be bringing ads to its free and new $8 plans soon. Fortunately seems to be done in a way that won't affect the response itself. openai.com/index/our-ap...
January 16, 2026 at 8:08 PM
Interesting difference between twitter/bluesky results. Who'd've thunk this place feels the AGI more
January 15, 2026 at 3:23 AM
Now that Bluesky is pro-AI we should try to trigger another wave of immigration from Twitter. Maybe we could organize an unofficial "Bluesky AI week" where we try to get lots of Bluesky-curious folks to try it out.
January 14, 2026 at 6:20 PM
I love being popular on the internet, I can ask a question and have tons of smart people weigh in. Thanks followers and especially commenters for making social media a lot of fun. For years I just lurked, I'm very glad I decided to start participating.
Where are folks running Claude Code from? In a terminal inside some IDE, in its own terminal window, in the desktop app?
January 13, 2026 at 10:28 PM
How fast do you think the fastest year of AI progress in the next two decades will be, relative to 2025? Vague I know but deal with it

1️⃣ <a href="https://poll.blue/p/sSXD10/1" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">slower than 2025
2️⃣ <a href="https://poll.blue/p/sSXD10/2" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">faster but less than 5x
3️⃣ <a href="https://poll.blue/p/sSXD10/3" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">more than 5x faster, <25x
4️⃣ <a href="https://poll.blue/p/sSXD10/4" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">>=25x as fast as 2025

📊 Show results
January 13, 2026 at 9:53 PM
Where are folks running Claude Code from? In a terminal inside some IDE, in its own terminal window, in the desktop app?
January 13, 2026 at 4:29 AM
The Gemma Scope 2 technical report includes a list of open problems in mechanistic interpretability they hope the release can help answer. storage.googleapis.com/deepmind-med...
January 13, 2026 at 12:52 AM
DeepSeek recently updated their R1 technical report with a bunch of new appendices, including a safety report arxiv.org/abs/2501.12948
January 7, 2026 at 10:14 PM
Two models from Gemma Scope 2, Gemma 3 1B/27B, also were trained for the Activation Oracles paper. The oracles should make SAE/crosscoder feature labeling easier for those models. Gemma scope releases come w/ feature activation examples but not feature labels huggingface.co/collections/...
January 6, 2026 at 9:16 PM
Reposted by Tim Duffy
Happy to share a project I worked on finally. I found that you can cause a base model to behave like a chat tuned model, including using proper stopping tokens, using nothing but a series of vectors applied within the model's layers. The vectors are trained with descent on a chat dataset, like SFT.
Instruct Vectors - Base models can be instruct with activation vectors — LessWrong
Post-training is not necessary for consistent assistant behavior from base models Image by Nano Banana Pro By training per-layer steering vectors via…
www.lesswrong.com
January 2, 2026 at 11:01 PM
Gm internet I live in Oakland now so if you're nearby send me a dm and let's meet up
January 1, 2026 at 2:16 PM
Eli's confidence intervals in the forecast are very wide. I think this level of uncertainty is appropriate, and my timeline to automated coding is close to Eli's all-things-considered view here. My estimated timeline from AC to ASI is longer though.
December 31, 2025 at 6:39 PM
AI Futures Project (authors of AI 2027) have released an updated model, with somewhat longer timelines blog.ai-futures.org/p/ai-futures...
December 31, 2025 at 4:39 AM
Decided to make a WWCD t-shirt design, here's the front/back. Claude image by @vgel.me
December 30, 2025 at 9:50 PM
Gemma 3 27B has a "Claude" SAE feature in layer 40 in Gemma Scope 2
December 30, 2025 at 4:44 AM
Many christian denominations believe souls of those that die before birth are saved. An additional saved soul nets infinite utility, so soulmaxing is a key moral priority. If we make gametes at scale from stem cells and fertilize, we can generate quadrillions of souls per year.
December 28, 2025 at 7:26 PM
Medical scribes seem poised to be among the first large professions automated by AI. Adoption of AI scribing tools has been rapid, and while these tools don't yet handle all scribe job tasks, I think they will be close in a year or two.
December 28, 2025 at 4:35 PM
I often see claims that because RL signal requires at least one successful rollout, it can only reinforce existing capabilities, not add new ones. This is not true, the update from one RL step can change a model's thinking to allow it to succeed on a problem it couldn't get before
December 28, 2025 at 3:45 PM