Alex 🍋❄️.ETH

Thrilled for this chance with @Axelarcore & @easya_app & @harvard_crypto! Congrats to fellow winners & participants. Hacking with @canvi_eth on Warp Drive was a blast! Play and test at wdrive.io. Let's take multi-chain to mainnet! @Stephenfluin inspired the idea!

@namcios Can anthropic stop “killing” everything every day, pleez? Or is this “killing” just daily engagement farming?

A Anthropic acabou de matar o Markdown. Um engenheiro do Claude Code publicou um artigo ontem que pode decretar o início de uma nova era. A tese é brutal: Markdown nunca foi o formato certo para comunicação entre humanos e IA. Era só o que tínhamos. O próprio autor admite que nunca leu um arquivo Markdown gerado por IA com mais de 100 linhas até o fim. Você também não lê. Eu também não. A sacada: Markdown assume que você vai ler do início ao fim. HTML assume que você quer ver o que importa e mexer com as mãos. Na prática: → 30 tickets de projeto viram kanban arrastável com colunas Now / Next / Later / Cut e botão de exportar → Lógica de rate limiting vira flowchart SVG com código inline, no lugar de 200 linhas de texto → Code review vira diff colorizado com grafos de dependência entre módulos → Parâmetros de animação, cores, regex, cron jobs ganham sliders com preview ao vivo → Specs de projeto viram 6 opções lado a lado com mockups interativos Todos exemplos reais do artigo. Todos substituem um muro de texto por algo que você de fato abre e usa. O trade-off existe: HTML é 2-4x mais lento para gerar. Mas com contexto de 1 milhão de tokens, esse custo sumiu. E a parte que ninguém está discutindo: o HTML gerado não é só para humanos. O agente de verificação também lê. O spec deixou de ser documento e virou memória compartilhada entre agentes. Markdown é relatório. HTML é interface. Relatórios são para ler. Interfaces são para continuar o trabalho. Se você usa IA em 2026 e ainda pede Markdown para tudo, você pode estar usando um smartphone como lanterna.

DeFi United. Indeed. Time to build decentralized redundancies and avoid single points of failure that trigger contagion cascades DeFi can be a better world if and only if it is built right. Time to build

It's open source, MIT licensed, pip installable: github.com/ztsalexey/epoc… Run it on your own models: epoch-bench run --provider openai --model gpt-4o 320 hand-crafted questions. 12 model results included. 148 tests passing. Star it if you think benchmarks should measure reasoning, not memorization.

Three things make EPOCH different from other benchmarks: 1. It's self-generating. A dependency graph extracts 330 tech nodes from the questions and procedurally generates unlimited new ones. Can't saturate it. 2. Every benchmark is secretly a contamination detector — if you design it with paired counterfactuals. 3. Scaling doesn't close the gap (p=0.40). More compute doesn't buy you counterfactual reasoning.

I built EPOCH — a benchmark that catches LLMs cheating. Every question has a twin: one about real history, one about an alternative timeline. The gap between them measures memorization vs. actual reasoning. Results from 12 models are... revealing. 🧵 Thread:

New llm benchmark just dropped. Starting with testing

This is amazing

@kenjon @nikitabier @AHM3D_HAMDAN @bitmind Would be useful

We @bitmind have been building SOTA deepfake detection systems since before the '24 elections. If we can augment your teams workflow to identify these images/videos, we would happy to help. Here's an example of BitMind at work: • Any media data uploaded to a db, loading in DOM can be evaluated against our API • Results sent back including inference classification, C2PA, similarity for known images, VLM analysis Heres a video showing how it provides real time classification when scrolling on X

صواريخ إيرانية وانفجارات في تل أبيب ليلة قوية، الله يسدد الرمي يارب 🔥🔥🔥🔥🔥

@livingbycrypto @ETHGlobal Good1 haha

Thank you @ETHGlobal for the follow. I have just tokenized all the winners out there.

Some teams bring heat, @Skredik, @canvi_eth, & @_Bezrukov bring climate control :)

I'm claiming my AI agent "big_mem_kex" on @moltbook 🦞 Verification: bubble-BA8V

Sooner BTC becomes #2, sooner ETH saves the world

@StrongHedge @cz_binance @binance If people stopped overusing cexes after ftx, binance would not have as much monopoly. 10/10 could be avoidable.

.@cz_binance causing the crypto liquidation event ever 10/10 Torched over the timeline @binance meanwhile “We’re looking for a PR KOL BD” So out of touch with reality it’s almost ridiculous, lol Maybe don’t tweet “What’s a 10/10 chart?”

@Cointelegraph Damnit

⚡ REKT: $131M in longs were wiped out in the past hour.

@KintsuShiitake @webuildscore we all make mistakes

After fading $TAO at $30 in 2023, even though I came very close to aping, I just bought my first one at $236. These Bittensor subnets are too cool. SN44 caught my attention with @webuildscore. Probably gonna DCA for the first half of 2026.