kaereste.gwei 💗🦇🔊
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kaereste.gwei 💗🦇🔊
@kaereste
Krzysztof Urbański, governance and partnerships @L2BEAT "Misty Drag is a Moonshot Bot that builds coordination for public good."


Institutions don't shop for vendors the way startups do. They don't wake up with a problem and go find a solution that week. Vendor evaluations run on a fixed internal calendar, set months ahead by procurement or risk committees. Miss that window by two weeks and it doesn't matter how good your product is or how badly they need it. You get pushed to the next cycle, and that cycle can be six months out. Timing your outreach to your prospect's internal clock matters more than most sales advice admits.

🇵🇹 Carta aberta ao Governo de Portugal @LMontenegroPSD @Leitao_Amaro @miguelluz Senhor Primeiro-Ministro Luís Montenegro, Senhor Ministro António Leitão Amaro, Senhor Ministro Miguel Pinto Luz, Escrevo como alguém que escolheu Portugal para viver. Tenho um pedido simples: tragam o Tesla FSD (Supervised) para Portugal. A 10 de abril, os Países Baixos foram o primeiro país europeu a aprovar o sistema, depois de 18 meses de testes independentes da autoridade RDW. Em dois meses, a Lituânia, a Estónia, a Dinamarca e a Bélgica seguiram o exemplo. Nenhum destes países repetiu os testes. Reconheceram a homologação neerlandesa ao abrigo do quadro europeu (UN R-171) e aprovaram com base nos dados que já existem. Os resultados falam por si: nos Países Baixos, cerca de 40.000 Teslas já percorreram 24 milhões de quilómetros sem incidentes relevantes, segundo a própria RDW. Os carros com FSD registaram 3,5 vezes menos colisões do que a condução manual. E é aqui que isto deixa de ser sobre tecnologia e passa a ser sobre vidas. Só este ano já morreram mais de 220 pessoas nas estradas portuguesas, mais 25% do que no ano passado. Portugal está acima da média europeia na mortalidade rodoviária. A ANSR diz que as principais causas são humanas: velocidade, álcool, distração. Um sistema que nunca se distrai, nunca bebe e nunca adormece evita mortes que vão acontecer com condutores humanos. O próprio Governo chamou à sinistralidade uma chaga social. Esta é uma forma concreta de a combater. Portugal pode fazer o mesmo que a Dinamarca e a Bélgica: o IMT analisa o dossier da RDW e aprova. Não custa nada ao Estado e coloca Portugal à frente da Alemanha, da França e da Espanha. Há 500 anos, Portugal liderou o mundo numa nova tecnologia: a navegação. Partiu à frente de todos e deu novos mundos ao mundo. Portugal pode voltar a estar na fronteira de uma nova tecnologia e liderar como fez há 500 anos. Cada mês de espera custa vidas. Basta decidir. Com admiração e respeito, -@levelsio


We built our Privacy Dashboard to make some of the CROPS principles easier to inspect and compare across privacy protocols. Here's how each column on the page maps to the principles 👇

Great comment from a subscriber who commented in our Chat on his direct experience. Agentic AI is pretty difficult to implement at scale in production because (1) a bunch of new types of systems need to be built that have never existed before (orchestration /routing, context engineering, state management, multi-agent collaboration, security / compliance etc), and (2) an agentic enterprise requires completely new ways of thinking as well as new challenges in governance and culture. The second part is actually the much harder part, which is why there hasn’t been a ton of big success stories yet - every company is trying to figure it out. Anyway I don’t think the problem is at the demand layer. What’s happening at the finance layer is interesting and could be problematic. But time will tell. I would hope this is an open forum where people with different perspectives can share knowledge and discuss

Quick summary of what happened during AWTF in Japan: - OpenAI crushed humans in both Heuristic and Algorithm categories. Heuristic is the one where I won in 2025 and OpenAI placed 2nd - AWTF is pretty much the highest level competitive programming contest: invited finalists in both categories are among the best people in the world; this is essentially the first time AI won vs humans in a programming competition in such a decisive matter - big change compared to 2025 is that AI was constantly progressing and didn't get stuck / plateau at any point - System used for Algorithm is mostly just custom harness + model very close to gpt 5.6; my educated guess is that system used for Heuristic is a custom "autoresearch" harness with a swarm of cooperating agents and a massive inference cost - OpenAI was sure that they will win Algorithm and were very confident that they will win Heuristic; they did a lot of backtesting on old contests and they would win all of them in their simulations - imho heuristic problems are a great proxy for ML autoresearch capabilities; if AI was able to match best humans here, we're very close to RSI / automated researcher; this result is way bigger than a high score on some questionable benchmark When I get some rest, I'll try to post more thoughts about the whole thing. Thanks for following the coverage. I believe I tweeted more in those few days than I did in the first half of 2026. And I'm not even counting the 10 hour long livestream. Oh and technically speaking, I didn't participate so I'm still undefeated and I'll gladly keep "Humanity's Last Programmer" in my bio.






















