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vanuatu
searching PlanetScale…
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8 ms
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151.
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by
vanuatu
5mo ago
hiring top junior talent is more competitive than it's ever been!
152.
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vanuatu
5mo ago
regular tender offers
153.
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vanuatu
5mo ago
if the only people remaining are insiders, the market is effectively nonexistent because nobody is going to take the other side of the trade
154.
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vanuatu
5mo ago
insider trading is bad because it drains liquidity from the markets which reduces its predictive power if i am the uninformed, without insider trading laws what is the incentive for me to bet when I know there are insiders?
155.
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vanuatu
5mo ago
AI companies have reaped the most benefit out of AI, so naturally most 10xers come from people who have equity in those companies that grow really fast I don't think the average person has even close to a 10x output increase due to AI.
156.
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vanuatu
5mo ago
Top professionals whose comp is tied to performance didn't work 40hr 9-5s in the first place - but their comp is tied to performance, so when they have 10x the output they are compensated accordingly Roles that come with a 40hr work we
157.
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vanuatu
5mo ago
I think equity compensation should be normalized (or ideally allow employees to choose the % of their compensation is equity vs. cash) so every employee can partake in the upside of the company.
158.
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vanuatu
5mo ago
writing whole articles on a few X tweets... also clickbait title
159.
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vanuatu
5mo ago
1. your 'agentic coding' benchmarks are already saturated, with mimo #2? Cmon 2. game rl is fundamentally less useful than coding or work rl
160.
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vanuatu
5mo ago
sell data for them to hillclimb :)
161.
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vanuatu
5mo ago
Out of curiosity, I examined the worst task: https://deepswe.datacurve.ai/data/trials/quill-shared-toolba... It seems like GPT here is failing due to an environment issue of connecting to chromium, even though its
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vanuatu
5mo ago
This benchmark matches my experience with GPT (I occasionally go back to Claude when I run into limits and frequently run into forgotten requirements and reward hacking) I do have two questions / critiques: - The verifier doesn't
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vanuatu
5mo ago
Open source models unfortunately all the incentives right now are for repos to be private
164.
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vanuatu
5mo ago
on the contrary, theres more of an incentive for apis to have docs for agent discovery. the docs / interfaces themselves can be auto-gened (stainless / mintlify)
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vanuatu
5mo ago
I don't think its much of an issue - Rl envs + synthetic data + human annotated - Usage data from codex/claude code/cursor Most of the model abilities in coding come from post-training, not pretraining
166.
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vanuatu
5mo ago
I think this lecture by Chad Jones gives a pretty good overview: https://www.youtube.com/watch?v=xBpGn3BDcOY I also think there will be significant displacement and change, but the size of the pie will grow tremendously, an
167.
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vanuatu
5mo ago
What is an analogy?
168.
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vanuatu
5mo ago
Mentorship & engaged managers
169.
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vanuatu
5mo ago
I think a better way to think about it is - what are the invariants to our current architecture? Why can't you tell Claude to build you a 1B$ business, make no mistakes? I have no doubt they will be better programmers than almost every
170.
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vanuatu
5mo ago
they are very profitable now!
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vanuatu
5mo ago
I wonder how much of this is due to poor incentives at the university level? I've seen this work well at a job when there's a feedback loop for juniors that incentivized them to learn with more scope and compensation
172.
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vanuatu
5mo ago
gross margin doesnt include opex, capex, overhead etc
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vanuatu
5mo ago
I work at a company that deploys AI to enterprises The average office worker is amazed at Copilot (not in the IDE - but the app bundled with Windows), and they mostly copy paste material into their enterprise provided ChatGPT / Gemini,
174.
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vanuatu
5mo ago
Yes, with good RLVR at scale you can greatly improve performance especially on benchmarks The hope was that good RLVR on relatively contrived datasets (like benchmarks) would be generalized to good software taste, which has somewhat succeed
175.
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vanuatu
5mo ago
I think there will be larger markets, more companies, more jobs than before due to AI, but also a very painful transition period AI reduces the cost of producing software (and other intellectual tasks), which greatly improves the viability
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vanuatu
5mo ago
https://metr.org/blog/2026-02-24-uplift-update/ This is probably the best one for coding? The two main findings are that developers didn't want to do tasks without AI (implication being that they would find i
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vanuatu
5mo ago
1. AI seems different here, American AI companies doing better seems to result in the rest of the American economy doing better as intelligence is generally productivity increasing. Plus it's not bound by physical scarcity as oil. It f
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vanuatu
5mo ago
I'm not sure I follow Wouldn't UBI be funded by the wealth generated by the automation in this case? So is the difference only the amount people receive that changes UBI from an economic cushion to sharing the wealth? In addition
179.
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vanuatu
5mo ago
It's always great that more companies are throwing their hat in the ring, especially focusing on value (latency + intelligence + cost)
180.
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vanuatu
5mo ago
Lets say you work at a startup that is growing insanely fast and you want to report financial metrics to investors, media etc. You can't use annual recurring revenue because 2026 is not over yet, and your company is so young it doesn&#
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