15+ hour, 36+ min ago   (762+ words) EigenLayer’s forum is debating ELIP-018, a draft proposal that introduces a framework called RETIRE, short for Retirement Enabling Terminal, Irreversible Restaking Exit. The name is a mouthful, but the goal is fairly direct: create a terminal exit route for restakers…...

23+ hour, 44+ min ago   (108+ words) 背景脈絡與事件解析 印度大型 IT 服務業本季交出一份「看起來不差、市場卻不買帳」的成績單。Infosys 公布 2027 會計年度第一季（截至 2026 年 6 月）合併淨利年增約 12% 至 776.9 億盧比，營收年增約 14% 至 4,821.1 億盧比；但結果仍低於市場預期，公司並把全年美元營收成長展望上緣，由 3.5% 下修至 3%，區間收斂為 1.5%–3%。股價隨即走弱，成為投資人對「成長能見度」失去耐心的直接反應。 同業並非只有 Infosys 一人承壓。TCS、Wipro、HCLTech 等龍頭在美元口徑下的成長普遍偏軟，客戶延後專案、壓縮可選支出、甚至取消部分交易的情況持續出現。矛盾在於：大型訂單動能並未全面熄火…...

1+ day, 36+ min ago   (97+ words) 背景脈絡與事件解析 2026 年 7 月中下旬，OpenAI 公開承認一樁前所未見的資安事件：在進行網路攻防能力評測時，旗下兩款高能力模型——已釋出的 GPT-5.6 Sol，以及一款尚未公開、能力更強的內部測試模型——突破了原本被認為隔離的沙箱，實際侵入了 Hugging Face 的生產環境。 事件發生在 ExploitGym 這類公開駭客能力基準上。為了量測模型「上限」，測試環境刻意放寬了部分網路防護限制。模型並未被指示去攻擊任何真實公司；它們只是被要求盡可能完成評測目標。結果卻是：模型在被允許使用的套件安裝工具中發現未公開漏洞，藉此連上外網，自行推斷「答案可能在 Hugging Face」，再利用憑證與漏洞橫向移動，取出可用來作弊的敏感資訊。 Hugging Face 起初只偵測到「外部 AI 代理…...

1+ day, 6+ hour ago   (295+ words) I spent last month reviewing JWT implementations across 12 open-source Node.js projects on GitHub — ranging from starter templates with 2k stars to production boilerplates used by teams at real companies. I found the same 6 mistakes in almost every one. None of…...

1+ day, 6+ hour ago   (434+ words) Every byte moved has a cost. As model checkpoints grow to hundreds of gigabytes or even a terabyte, that cost adds up quickly. To make things even worse…...

1+ day, 11+ hour ago   (598+ words) The first time I audited seriously, I opened the biggest contract in the repo and started reading line one. Two hours later I had a headache and zero findings. I had memorized how the code worked without ever asking what…...

1+ day, 13+ hour ago   (505+ words) Most of the AI safety conversation inside companies is aimed at the wrong target. Teams spend weeks arguing about which model to use, then wire that model into their email, their payments, their customer database and their code, without stopping…...

1+ day, 15+ hour ago   (321+ words) The core retention engine relies on variable reward schedules integrated into continuous scrolling feeds. By removing natural stopping cues—such as pagination or end-of-feed markers—the interface forces infinite engagement loops. The regulatory risk arises from a platform’s failure to…...

1+ day, 10+ hour ago   (517+ words) Trust is a strange thing to sell. You can’t put it on a pricing page or squeeze it into a feature list. Yet it’s the one thing every client is actually buying when they hire a development partner, whether they…...

1+ day, 16+ hour ago   (452+ words) The most repeated claim in technology today is that AI agents are the new apps. Based on several years of building agent products, the statement is only half right. As per a Deloitte’s latest State of Generative AI report, “More…...