Mo Bitar
Anthropic just proved AI isnt getting better
updated
This was a member-only video that my members urged me to make public :) Please forgive the excessive profanity.
Precision/utility relationship: https://x.com/atmoio/status/2048139751933309154
https://x.com/atmoio/status/2048608025464705084
Employees at Meta are tracked based on how much tokens they consume: fortune.com/2026/04/09/meta-killed-employee-ai-token-dashboard
en.wikipedia.org/wiki/Bitter_lesson?wprov=sfti1
businessinsider.com/jensen-huang-500k-engineers-250k-ai-tokens-nvidia-compute-2026-3
Adjacent OpenCode tweet, I can't find the original one: https://x.com/thdxr/status/2022574719694758147
atmoio.substack.com
intro.co/MoBitar
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Depth vs breadth: https://x.com/atmoio/status/2041557482217120182
Make ze slop: https://x.com/atmoio/status/2046421781326500029
atmoio.substack.com
intro.co/MoBitar
Equipment I use:
Camera: amzn.to/3QyjE96
Boom mic: amzn.to/4d0GbnP
Audio interface: amzn.to/4d0GbnP
Handheld mic: amzn.to/4crpRvc
Lens: amzn.to/41Qfqw7
Key light: amzn.to/3QGohy5
Light dome: amzn.to/4tnCGxz
Side lights: amzn.to/3QhATf4
Middle back light: amzn.to/4mMtZKW
Painting lights: amzn.to/4vMROWZ
Sources:
https://x.com/venturetwins/status/2046071130797285668
https://www.wheresyoured.at/news-microsoft-to-shift-github-copilot-users-to-token-based-billing-reduce-rate-limits-2/
cnn.com/2026/04/08/tech/ai-software-developer-jobs
citadelsecurities.com/news-and-insights/2026-global-intelligence-crisis
youtube.com/watch?v=TYuSEeuUhPo
theregister.com/2026/03/31/anthropic_claude_code_limits
github.com/anthropics/claude-code/issues/41788
spectrumailab.com/blog/claude-code-vs-cursor
arxiv.org/abs/2604.15597
arxiv.org/abs/2506.08872
futurism.com/neoscope/brain-eeg-chatgpt
--
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
If you'd like to support my work, you can become a member to view member-only videos, where I post videos that go deeper on some of the topics we discuss here.
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join Thank you!!
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Equipment I use:
Camera: amzn.to/3QyjE96
Mic: amzn.to/4crpRvc
Lens: amzn.to/41Qfqw7
Key light: amzn.to/3QGohy5
Light dome: amzn.to/4tnCGxz
Middle back light: amzn.to/4mMtZKW
Painting lights: amzn.to/4vMROWZ
Sources:
ir.allbirds.com/news-releases/news-release-details/allbirds-inc-executes-50m-convertible-financing-facility
finance.yahoo.com/news/allbirds-stock-on-track-for-400-gain-this-week-as-shoemaker-pivots-to-ai-133721433.html
sec.gov/newsroom/press-releases/2021-121
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
If you'd like to support my work, you can become a member to view member-only videos, where I post videos that go deeper on some of the topics we discuss here.
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join Thank you!!
https://x.com/atmoio/status/2021973014775312496
https://x.com/atmoio
atmoio.substack.com
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
Sources:
hbr.org/2026/03/researchers-asked-llms-for-strategic-advice-they-got-trendslop-in-return
finance.yahoo.com/news/gaming-ceo-asked-chatgpt-avoid-192340700.html
inc.com/ben-sherry/is-your-business-idea-actually-good-this-claude-hack-provides-the-cold-hard-truth/91328813
en.wikipedia.org/wiki/Krafton
404media.co/ceo-ignores-lawyers-asks-chatgpt-how-to-void-250-million-contract-loses-terribly-in-court
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio
atmoio.substack.com
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
Sources:
anthropic.com/glasswing
techcrunch.com/2019/02/17/openai-text-generator-dangerous
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio/status/2040797533568434350
atmoio.substack.com
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
Sources:
semafor.com/article/11/26/2025/deloitte-faces-new-scrutiny-over-ai-generated-mistakes
cbc.ca/news/canada/newfoundland-labrador/nl-deloitte-citations-9.6990216
fastcompany.com/91417492/deloitte-ai-report-australian-government
fortune.com/2025/10/07/deloitte-ai-australia-government-report-hallucinations-technology-290000-refund
theguardian.com/australia-news/2025/oct/06/deloitte-to-pay-money-back-to-albanese-government-after-using-ai-in-440000-report
cnbc.com/2026/02/06/google-microsoft-meta-amazon-ai-cash.html
arxiv.org/pdf/2604.01363
tech.yahoo.com/ai/articles/mit-created-duplicate-ai-workers-185644013.html?guccounter=1
microsoft.com/en-us/microsoft-copilot/for-individuals/termsofuse
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
Become a member on YouTube:
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
Book time with me:
intro.co/MoBitar
This video was inspired by this tweet:
https://x.com/atmoio/status/2039426909440725158
Subscribe to Substack, where I share a written rendition of these videos:
atmoio.substack.com
Sources
arxiv.org/pdf/2602.19141
techcrunch.com/2025/06/15/spiraling-with-chatgpt
nytimes.com/2025/08/08/technology/ai-chatbots-delusions-chatgpt.html
cbc.ca/news/canada/ai-psychosis-canada-1.7631925
torontolife.com/deep-dives/man-vs-machine-chatgpt-delusion-now-hes-suing-openai
futurism.com/chatgpt-chabot-severe-delusions
nytimes.com/2025/06/13/technology/chatgpt-ai-chatbots-conspiracies.html
thehumanlineproject.org
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio
atmoio.substack.com
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
My sincere thanks to Fish for sponsoring this video. Fish is an open-source, open-weights synthetic voice tool that is "the most expressive, emotionally controllable real-time voice model."
Use this link and enter discount code Mo20 to get started:
https://fish.audio/?fpr=mo62
(This is a non-affiliate link, and I make no commission. It's used only to track that you came from this video 🙂)
---
Sources:
futurism.com/future-society/openai-data-chatgpt-mental-health-crises
wired.com/story/chatgpt-psychosis-and-self-harm-update
https://x.com/EricRWeinstein/status/2036156032003744198
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm wholly convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio/status/2034693261231566858
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
---
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Sources:
https://x.com/nikitabier/status/2021632774013432061
https://x.com/nikitabier/status/2024729689156440326
https://x.com/nikitabier/status/2017134769113542752
dexerto.com/entertainment/x-is-testing-a-dislike-button-again-and-its-coming-soon-3336926
huggingface.co/blog/rlhf
bbc.com/news/uk-24992393
theguardian.com/technology/2025/aug/11/cat-soap-operas-and-babies-trapped-in-space-the-ai-slop-taking-over-youtube
pressgazette.co.uk/media-audience-and-business-data/google-traffic-down-2025-trends-report-2026
blogs.nvidia.com/blog/gtc-2026-news
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm wholly convinced is possible.
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Sources:
wsj.com/tech/ai/openai-adult-mode-chatgpt-f9e5fc1a
techcrunch.com/2025/10/27/openai-says-over-a-million-people-talk-to-chatgpt-about-suicide-weekly
sfstandard.com/2025/11/04/sam-altman-steve-kerr-san-francisco-talk
nypost.com/2025/11/08/us-news/openai-ceo-sam-altman-served-subpoena-onstage-during-san-francisco-talk
openai.com/index/expert-council-on-well-being-and-ai
https://x.com/sama/status/1978129344598827128
arstechnica.com/tech-policy/2026/03/chatgpt-may-soon-become-sexy-suicide-coach-openai-advisor-reportedly-warned
nytimes.com/2025/08/26/technology/chatgpt-openai-suicide.html?partner=slack&smid=sl-share
en.wikipedia.org/wiki/Deaths_linked_to_chatbots
futurism.com/artificial-intelligence/chatgpt-suicide-openai-gpt4o
ainvest.com/news/openai-14-billion-2026-loss-burn-priced-2603
engadget.com/ai/openais-adult-mode-reportedly-wont-generate-pornographic-audio-images-or-video-150744035.html
politico.com/news/2026/02/26/anthropic-rejects-pentagons-ai-demands-00802554
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images, synthetic voices (David Attenborough and Scarlett Johansson), and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm wholly convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
Articles referenced in this video:
techcrunch.com/2025/07/31/enterprises-prefer-anthropics-ai-models-over-anyone-elses-including-openais
futurism.com/artificial-intelligence/openai-cutting-projects
wired.com/story/openai-codex-race-claude-code
nytimes.com/2026/02/12/opinion/artificial-intelligence-anthropic-amodei.html
technologyreview.com/2025/10/27/1126673/openai-new-atlas-browser
nytimes.com/2025/10/03/technology/sora-openai-video-disinformation.html
wsj.com/tech/ai/openai-chatgpt-side-projects-16b3a825
wsj.com/tech/ai/anthropic-claude-code-ai-7a46460e
metr.org/blog/2025-07-10-early-2025-ai-experienced-os-dev-study
https://www.index.dev/blog/developer-productivity-statistics-with-ai-tools
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm wholly convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm wholly convinced is possible.
Become a member to view exclusive member-only videos, and support my work :)
youtube.com/channel/UCAwT-7B6StW_xzXPku6v7MQ/join
https://x.com/atmoio
atmoio.substack.com
intro.co/MoBitar
Equipment I use:
Mic: amzn.to/4crpRvc
Camera: amzn.to/3QyjE96
---
LLMs were used on a very short leash to assist in the production of this video to: generate b-roll images and deep research. Narrative beginning, middle, and end, as well as color, analysis, conclusion, and most importantly the comic relief, are always written by me. Occasionally, I might keep elements from the LLM that I thought were useful to advance the narrative structure. It's important to note that I am not anti-AI, but rather anti being-stupid-with-AI (and stupidity abounds, which is what creates the opportunity to make these videos). One would be quite mistaken to treat this technology as completely useless. My consistent take on this channel has been that AI is supremely useful, but is not a tool that can automate or replace humans. It must be kept on a very tight leash. This limitation is not temporary, but rather inherit to LLMs. AGI would solve these problems, but is not something I'm convinced is possible.
https://x.com/@atmoio
https://shape.work
https://x.com/@atmoio
https://x.com/atmoio/status/2028829192465379483
https://x.com/jack/status/2027129697092731343
https://x.com/atmoio/status/2023065557298250107
00:00 Jack is lying
04:17 Please watch this part before you leave.
I'm available 1:1 if I can help you with anything, including entrepreneurship, strategy, software development, startup creation, advice, inspiration, feedback, career navigation, etc: intro.co/MoBitar
https://x.com/AnthropicAI/status/2026765820098130111
https://x.com/atmoio
I'm available for a call if I can help you with anything 1:1, including entrepreneurship, strategy, software development, startup creation, advice, inspiration, feedback, career navigation, etc: intro.co/MoBitar
https://x.com/cursor_ai/status/2026369873321013568
https://x.com/atmoio
I'm available for a call if I can help you with anything 1:1, including entrepreneurship, strategy, software development, startup creation, advice, inspiration, feedback, career navigation, etc: intro.co/MoBitar
https://x.com/Citrini7/status/2025653614430023864
https://x.com/atmoio/status/2026030907467940088
I'm available for a call if I can help you with anything 1:1, including entrepreneurship, strategy, software development, startup creation, advice, inspiration, feedback, career navigation, etc: intro.co/MoBitar
https://x.com/BenDziobek/status/2024298250203750567
https://x.com/Charlie4Change/status/2024346491314110507
https://x.com/WillManidis/status/2024938679899168855
- Stripe: https://x.com/stripe/status/2024574740417970462
- LLMs: https://x.com/atmoio/status/2023065557298250107
- Genie: https://x.com/atmoio/status/2024130241707331993
- Sundar: https://x.com/sundarpichai/status/2024516418855981298
https://x.com/notch/status/2023006241090613454
https://x.com/atmoio/status/2022395850744565876
- https://x.com/atmoio/status/2022410531928502481
- openai.com/index/new-result-theoretical-physics
https://x.com/atmoio/status/2021589614981460424
https://x.com/mattshumer_/status/2021256989876109403
https://x.com/atmoio/status/2020530273285197912
newscientist.com/article/2511954-amateur-mathematicians-solve-long-standing-maths-problems-with-ai
https://x.com/atmoio/status/2019605765422809383
https://x.com/gdb/status/2019566641491963946
https://x.com/iannuttall/status/2019715935008174471
https://x.com/ThePrimeagen/status/2019608375529787554
- forum.effectivealtruism.org/posts/6XbtL93kSFJwX45X2/unless-its-governance-changes-anthropic-is-untrustworthy
- anthropic.com/constitution
- https://x.com/sama/status/2019139174339928189
- youtube.com/watch?v=lbITsEcSb68
00:00 Intro
04:15 Yann LeCun and Open Source
07:03 Banning OpenAI and XAI
07:46 "Unless its governance changes, Anthropic is untrustworthy"
16:42 OpenCode, Clawdbot, and developer sentiment
18:26 Claude's Constitution and Liability Control
21:09 Dario's Essays
22:28 Propaganda, narrative control, and you.
No. No no no no.
If you want to learn to code (and you should), learn to code.
Tweet: https://x.com/atmoio/status/2019069195888087248
There is no skill in AI coding: atmoio.substack.com/p/there-is-no-skill-in-ai-coding
Post: https://x.com/atmoio/status/2018686267026735388
Timestamps:
00:00 Intro
01:18 An engineer can correct AI
03:48 An engineer can instill confidence in management
06:38 An engineer gets better and more valuable over time
09:47 An engineer can evolve a product and organization
13:19 An engineer can take responsibility for their work
15:54 An engineer can lead other engineers
20:28 An engineer can say no
23:08 Summary
I hope you come to understand that AI is a science-fiction term, and always will be.
"X’s narrative-search algorithm has over-indexed for many days now on the Clawdbot/Moltbot/OpenClaw phenomenon of agents seemingly coming to life. But there’s no need to wait for the Black Mirror episode to make sense of it all. What you see when you stare directly into the eyes of what’s happening is: nothing."
Full article: atmoio.substack.com/p/i-hope-you-hold-on-to-your-humanity
X post: https://x.com/atmoio/status/2017828766022574364?s=20
There's no skill in AI coding article on X: https://x.com/atmoio/status/2016510083107066301
On Substack: atmoio.substack.com/p/there-is-no-skill-in-ai-coding
So should you still learn to code? And should you get a real internship? Yes and yes.
0:00 Should you get an internship?
5:35 Should you learn to code?
- Trying Google's Antigravity, which has a WAY better autocomplete model than Cursor
- Refactoring smelly services into usecases
- Why the AI developer bubble is going to pop soon, and why people that can code will be the Chosen.
Timestamps
0:00 - Service refactor
10:44 - Antigravity is WAY better than Cursor
15:00 - The AI developer bubble popping is going to be catastrophic
Why hasn't anyone thought about this before?
And Cursor autocomplete is driving me nuts.
I'm done man.
Everything just clicked, the tests passed in their first run, and getting down and dirty with typescript library refactors makes me feel like I'm in 2022 again 🥹
Today I worked on multiple user support for shape.work with Codex xhigh, high, and medium, and also Opus 4.5.


