Addisu Lashitew

544 posts

Addisu Lashitew

Addisu Lashitew

@AddisuLashitew

Associate Professor @DeGrooteBiz, @McMasterU. Nonresident Fellow @BrookingsGlobal, @BrookingsInst.

Hamilton, Ontario Katılım Ocak 2010
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Andrej Karpathy
Andrej Karpathy@karpathy·
As a fun Saturday vibe code project and following up on this tweet earlier, I hacked up an **llm-council** web app. It looks exactly like ChatGPT except each user query is 1) dispatched to multiple models on your council using OpenRouter, e.g. currently: "openai/gpt-5.1", "google/gemini-3-pro-preview", "anthropic/claude-sonnet-4.5", "x-ai/grok-4", Then 2) all models get to see each other's (anonymized) responses and they review and rank them, and then 3) a "Chairman LLM" gets all of that as context and produces the final response. It's interesting to see the results from multiple models side by side on the same query, and even more amusingly, to read through their evaluation and ranking of each other's responses. Quite often, the models are surprisingly willing to select another LLM's response as superior to their own, making this an interesting model evaluation strategy more generally. For example, reading book chapters together with my LLM Council today, the models consistently praise GPT 5.1 as the best and most insightful model, and consistently select Claude as the worst model, with the other models floating in between. But I'm not 100% convinced this aligns with my own qualitative assessment. For example, qualitatively I find GPT 5.1 a little too wordy and sprawled and Gemini 3 a bit more condensed and processed. Claude is too terse in this domain. That said, there's probably a whole design space of the data flow of your LLM council. The construction of LLM ensembles seems under-explored. I pushed the vibe coded app to github.com/karpathy/llm-c… if others would like to play. ty nano banana pro for fun header image for the repo
Andrej Karpathy tweet media
Andrej Karpathy@karpathy

I’m starting to get into a habit of reading everything (blogs, articles, book chapters,…) with LLMs. Usually pass 1 is manual, then pass 2 “explain/summarize”, pass 3 Q&A. I usually end up with a better/deeper understanding than if I moved on. Growing to among top use cases. On the flip side, if you’re a writer trying to explain/communicate something, we may increasingly see less of a mindset of “I’m writing this for another human” and more “I’m writing this for an LLM”. Because once an LLM “gets it”, it can then target, personalize and serve the idea to its user.

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Addisu Lashitew
Addisu Lashitew@AddisuLashitew·
Social entrepreneurship (SE) is booming in the Global South, but it does not take place on a blank slate. How does the growth of SE affect local institutions? Our new Research Policy paper examines how SE's expansion affects Colombia's indigenous economy. t.ly/Zynki
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Joscha Bach
Joscha Bach@Plinz·
Nobel price winning economist (and former economic advisor of the Democrats) Larry Summers predicts that the Trump tarrifs will have a worse effect on the middle class than even the subprime crisis (10 million homes and 9 million jobs lost) and the oil crisis/stagflation of the 1970ies
Lawrence H. Summers@LHSummers

I told @FareedZakaria @CNN: These tariffs are the biggest shock for middle class families since I've been following the economy beginning in the 1970s.

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Balaji
Balaji@balajis·
This is nuking every single supply chain that passes through the US in any way, under the illusion that 45 years of deindustrialization can be fixed in one day of 45% tariffs. Countless low-margin businesses, including US exporters, will be pushed into unprofitability.
Ryan Petersen@typesfast

Flexport's team was able to reverse engineer the formula the Administration used to generate the "reciprocal tariffs." It's quite simple, they took the trade deficit the US has with each country and divided it by our imports from that country. The chart below shows the predictions of this formula plotted against the actual new tariff rates.

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The White House
The White House@WhiteHouse·
LIBERATION DAY RECIPROCAL TARIFFS 🇺🇸
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Addisu Lashitew
Addisu Lashitew@AddisuLashitew·
@ThomasSowell Those who lack the tolerance to trade with one another are unlikely to have the tolerance to coexist in peace.
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Thomas Sowell Quotes
Thomas Sowell Quotes@ThomasSowell·
"Trade is not just about buying and selling goods. It's about connecting people, cultures, and economies in ways that can lead to mutual prosperity and peace." — Thomas Sowell
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Addisu Lashitew@AddisuLashitew·
Which companies are resisting climate change disclosure regulations, and why? Our recent study explored the factors that drive some firms to oppose regulatory oversight more strongly than others. brookings.edu/articles/which…
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Addisu Lashitew
Addisu Lashitew@AddisuLashitew·
@ole_b_peters In stories, what is believable but impossible is better than what is possible but unconvincing. ~ Aristotle
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Z west conspirecy
Z west conspirecy@GebremedhinZ·
@AddisuLashitew It will help the local manufactures competitive in the national market since it discourages similar importing items.
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Addisu Lashitew
Addisu Lashitew@AddisuLashitew·
የመንግሥት ተቋማት የኢትዮጵያን ምርቶች እንዲገዙ የሚደረግ ግፊት ለአምራቾች ምን ይፈይዳል? p.dw.com/p/4dTqi?maca=a…
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