Efficient frontier mentality // Applied AI Engineer @Blockworks // views my own

Joined January 2021
The PA rn (shorts safu)
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Anyone else notice Opus is extremely dumb today?
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Not surprising Dennis has consistently stated that multimodal is a key point of emphasis for DeepMind They are behind in SWE but are betting that understanding of the natural world will provide the bigger payoff in the long run Better coding means better RSI though
Gemini 4 Argon is the best model we've tested for CAE. It's now our recommended model for anyone running simulations in Adam.
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About what I expected for Argon Great (potentially SotA until Fable 5.5) at knowledge work and multimodal Still one step behind Astra/Opus 5.5 in coding (SWE 4.0 is the key eval here) Good enough to add to the toolkit, not good enough to be a daily driver ParetoBench good visual here for how it stacks up paretobench.vercel.app/
Gemini 4 Argon from @GoogleDeepMind is live on OpenRouter, via Google AI Studio and @googlecloud. It tops AutomationBench (51.3%) and LVBench (91.7%) and ties for first on CWE-bench v1 (68%). $2/M input, $10/M output (introductory pricing). Try it now: openrouter.ai/google/gemini-…
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Literally been waiting on this for so long Absolutely massive
Claude Coders: You CAN now use your Claude subs in third party harnesses without paying extra. Works with: - Claude Agents SDK - claude -p - Claude API - Claude Managed Agents ~6 months ago this would have been HUGE positive news. It still should be.
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compelling argument by Fishy here
>At their core, blockchains give us a way to take financial activity spread across different databases around the world and unify it in real time under shared rules. The opportunity is to bring the siloed databases of exchanges, banks, and other financial institutions into one shared database, with the blockchain acting as a common API. Assets, collateral, and applications can then operate within the same system. >The two big questions are who houses this activity and how large it can become. I’ll save the first for another day, but the second is where I think people are dramatically underestimating the opportunity. It's actually unbelievable that people are still writing a thesis around a blockchain (the one they'd prefer, of course) serving as a "unified ledger" that connects these disparate systems in 2026. What's actually happening is that "financial activity spread across different databases around the world" is *STILL* being spread across different siloed databases around the world, except, those siloed, databases are now peer-hosted and they're called...a blockchain. Consider: Ethereum thinks of itself as the "global settlement layer" because it has the most TVL. Solana calls itself "Internet Capital Markets" because it has the most spot trading volume of any chain. Hyperliquid calls itself the "chain to house all of finance" because it has the most open interest among perp DEXes. XRPL calls itself the "Internet of Value" because it has a cult that can't look up data on DeFiLlama. LayerZero (ZERO) is launching a high performance chain and it will have Citadel (supposedly) trading on it. Broadridge's Distributed Ledger Repo (DLR) platform—which runs on the Canton Network—processes over $359 billion in average daily repo transactions and more than $7.5 trillion in monthly repo volume Avalanche calls itself the blockchain "built for institutions" because it hosts Goldman Sachs' $100B Treasury fund and Progmat's $3B securities book, on its private subnets. DTCC, which settles $4 quadrillion per year for all US capital markets, is launching their own chain (DTCC Collateral Appchain) in Q1 2027, along with a multichain tokenization service. SWIFT, which moves the world's GDP every three days, is launching its own chain for its 11,000+ member banks for cross-border payments, which can also evolve into supporting securities, too. Euroclear (36.8 trillion Euros worth of assets under custody), which is the DTCC of Europe, says that they need to have a **MINIMUM** of one chain for each asset class and that they can't even share a ledger with non-EU citizens/entities. Countless more banks (JPM, Wells Fargo, etc) and institutions are launching (or already using) their own private, permissioned chains. Even the BIS, which originally coined the vision and term of the "Unified Ledger", conceded that a single shared ledger to host the world's activity will not happen. The goal of tokenization (or onchain finance or Internet Capital Markets) is to have a consistent state across all chains with real-time data orchestration, automated compliance and atomic DvP/ PvP transactions, enabling T+0 settlement, 24x7 open markets, and regulatory monitoring. I'll let you decide which protocol will come closest to "bringing together the siloed databases of exchanges, banks, and other financial institutions into one shared system, so that assets, collateral, and applications can then operate within the same system", but you can take it to the bank that it won't be a blockchain.
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insane chart already well known that quant funds make more revenue per token than the labs do themselves begs the question if frontier labs are just going to become trading and biotech companies as the cost of intelligence compresses
In 2025, the two biggest GLP-1 drugs generated ~2x the combined revenue of OpenAI and Anthropic.
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Been working well so far, nice little upgrade
Now in beta: composer predictions in Codex for Pro users. Codex can now suggest your next message based on your conversation and how you talk to it. One of the most loved new features we've ever tested internally.
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Smaller models keep getting more useful as they get smarter. More of the work that used to need a flagship model can run fast and cheap. Haiku 5.5 looks like another big push on that Pareto frontier. I’m going to be using this model a ton.
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Anthropic goated rn
Anthropic Subscriptions Offer 5x+ More Value Than OpenAI Limit testing every AI subscription plan from Anthropic, OpenAI, Meta, SpaceXAI, MiniMax, Moonshot, Zdotai, Cursor, and Cognition newsletter.semianalysis.com/…
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Was wondering about this too Via talking to my dot i learned that it had access to a compute instance with 9 vCPU cores, 16gb of RAM, and 30gb of NVME storage On AWS EC2 an instance that powerful is around $260/m Now it’s not YOUR EC2, as your dots artifacts are ephemeral on its computer, which leads me to believe that there is a shared pool of EC2s and they are elastically scaled horizontally as needed The other component here that could increase costs is the memory of your dot. My guess is it is using more than a small set of md files. I would hope the harness is using a second smaller model to perform search (or the primary model hitting a vectorized db of your chats) for much better recall
Still trying to figure out why OpenAI made dots $100+ pro subscription only.
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Blockworks shipping like crazy Full breadth and depth of Blockworks data accessible to your agent with one click. Feels like magic tbh
1/ NEW: Introducing the Blockworks MCP: our data, your agents. Plug ChatGPT, Claude or any AI agent into every dataset we have and build whatever you can imagine.
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Makes sense why they skipped 3.5 Knew they were behind and focused on making 4 an absolute banger Looks like @GoogleDeepMind cooked on this one
Introducing Gemini 4 Argon – our new frontier model. It’s built for complex workflows across coding, enterprise knowledge work, and cybersecurity defense – rolling out today to a set of trusted testers through our Fairwind Program.
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Been using this recently to track events with various fundamental data filters Incredibly powerful and has helped me catch a few swing trades over the last month as the market has broken out 100% recommend giving it a try, you won’t be disappointed!
Today we're announcing Blockworks Intel, our flagship market intelligence product. We give you a swarm of agents to underwrite and monitor everything onchain. Screen the whole market, underwrite what you find, and get alerted when something material changes, all under one login. Here’s what you can do with it:
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Daniel Shapiro retweeted
LAUNCH DAY Tokenization is a supply shock for onchain assets. AI agents are a demand shock for the data. 100 days after acquiring Messari, the two platforms are now one. We give you a swarm of agents to underwrite and monitor everything onchain. Say hello to Blockworks Intel.
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IDK why it took them so long but Opus 5.5 + all these little improvements has Claude Code competitive with Codex again By the end of the weekend will probably have a solid vibe check for which one i like more
Claude Code will now try to find a graceful stopping point when you hit your 5-hour limit mid-task, instead of cutting off mid-edit. It gets a small, fixed allowance pulled from your weekly limit to wrap up what it can.
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I have been waiting for an API like this long before I worked for Blockworks I can say, without a doubt, this is the most important API if you are serious about trading and investing in crypto Honestly feels like Christmas today ngl I’ve been bugging @WestieCapital for this for years
You’ve seen Blockworks data everywhere. Now you can build with it. Introducing the Blockworks Unified API: market data, protocol financials, research and more. Plug in one API key and you're set.
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Opus 5.5 is indeed the most 'pareto' model via paretobench.vercel.app/
I had high hopes for the new Opus release. It massively exceeded them. Opus 5.5 is an incredible model.
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Daniel Shapiro retweeted
The plan is quite simple… Let the agents cook. Great coverage by Unchained. cc @laurashin
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Real time monitoring is incredibly valuable. I have been playing with this internally and couldn’t be more impressed. Can build some wild things very quickly when you give claude code or codex access to this, shoot me a DM if you have any questions
NEW: Introducing Agentic Detection, asset monitoring built for the AI era. Following our acquisition of Messari, we are excited to release our first major product expansion. Agentic Detection brings real-time alerts to Blockworks Monitoring without waiting for analyst review. Teams get broader coverage of the assets they follow, with findings in seconds instead of minutes.
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