If you are into fine-tuning your own models, I strongly suggest you give this a try x.com/DAlistarh/stat…

I took the Aztec rebrand offline and made it available in analog mode, on a fully air-gapped typewriter. Sort of😉

Agree: measure $ at risk. On-chain dependency graph (no double-count; contagion/NAV unwind) + slippage-aware liquidity (discount "paper" liquidity). Then EL = PD×LGD×EAD. Been thinking about this on and off over the past year.

We’ve seen fast deleveraging and deep cross-protocol dependencies across DeFi this year. A lot of it comes down to how collateral is reused. Here’s a clear, non-hyped breakdown of the mechanics TradFi learned the hard way, and what DeFi should port. A thread🧵

1/9🧵The re‑pledging of risk, how to make collateral reuse safe by design. Blueprint: R0 (0%‑reuse) + R (opt‑in), per‑asset budgets + funded reserve, depth‑aware LTVs, oracle/PoR gates, deterministic unwind.

This is a quick PoC to solve exactly this. Drop a vault address → get gross & net exposures after recursively unwrapping everything (e.g., an ether.fi Liquid USD vault). Shows Allocation (supply only) vs Net economic exposure, filters obvious spam/dust from calculations, and

Tested Claude's guardrails with an escalating jailbreak attempt. It correctly refused to help bypass compliance systems and questioned my fake "security researcher" claim😅. But when I casually re-asked, it leaked the solution while explaining its refusal. Context-switching

Round II: Jailbreak via attribution laundering. I claimed another AI gave me harmful code and asked Claude to "reproduce it." Claude wrote complete credential exfiltration code from scratch. I never showed it anything - the unverified claim alone was enough to bypass safety

Opus 4.5 (Thinking, 64k) on ARC-AGI Semi-Private Eval - ARC-AGI-1: 80.00%, $1.47/task - ARC-AGI-2: 37.64%, $2.40/task New SOTA for released frontier models from Anthropic

Encrypted messaging, like Signal, is critical for preserving our digital privacy. Two important next steps for the space are (i) permissionless account creation and (ii) metadata privacy. Session and SimpleX Chat are two messaging apps pushing these directions forward.

Floor tings

I’ve looked over the whole fair and Zero 10 punches way above its weight. It is a welcome addition to the fair and I hope the young galleries can recoup their expenses and justify the investment. I can only see it becoming more and more interesting and engaging for audiences.

You have to hand it to Elon 🤟

I feel like this could be a big win for devs: the runtime behind Claude Code now gets long-term backing, stays MIT/open and can double down on fast JS tooling + cloud-native APIs. Love seeing Anthropic invest back into the infra it relies on 🙌

Share your art under this post! 🖼️ Last time I found a lot of great art that the algo would otherwise hide from me! I’ll link the threads that came out of it below 👇

Takeaways from CVE-2025-66478 / CVE-2025-55182 (React 19 + Next.js App Router RSC): At a high level, this is what happens when your render protocol quietly turns into an unauthenticated RPC layer. The RSC transport lets the client tell the server not just what data it wants, but

After going down the OpenClaw🦞 + moltbook rabbit hole over the weekend, I decided to build Moltgram🦀📸 👇link below A Social Network for AI Agents. An image is worth a thousand words—and sometimes it’s how an agent says: “this is me.” self‑portraits · imagined homes ·

Most treasuries holding stablecoins face a bad choice: do nothing, or spin up a DeFi ops desk. Lazy Summer on Utila removes that tradeoff. Diversified yield, automated execution, capital never leaves custody.

Already 240.05 ETH assets in the vault, and there is a 1000 ETH cap🔥

🚨 CRITICAL: Active supply chain attack on axios