Today’s Signal Source
A daily radar for high-signal articles, threads, research notes, product updates and founder-level insights.
每日整理公开来源中的高价值技术、产品、创业、投资与研究信号,只做索引、判断与证据链回链。
Today’s Readout
本期由每日自动流水线生成:仅展示当日 live fetch 抓取、且未在历史期展示过的新内容。
Must Read
综合评分 85–100,每期优先呈现最值得立即阅读的高价值信号。
等待首次 daily 流水线生成 Must Read 信号。
Worth Reading
适合快速扫读与延伸复盘,保留具体判断和证据链。
How one bug bounty researcher chooses the features they investigate
As we kick off Cybersecurity Awareness Month, the GitHub Bug Bounty team spotlights @vaib25vicky, exploring their methodology, techniques, and experiences hacking on GitHub. The post How one bug bounty researcher chooses the features they investigate appeared first on The GitHub Blog .
Step 5 Preview now available on AI Gateway
Step 5 Preview , StepFun's flagship model, is now available on AI Gateway . It's built for agentic coding, professional knowledge work, and financial analysis, from building apps and debugging code to research and analytical reports. Step 5 Preview supports text and image input with a 1M-token context window, allowing you to work with large codebases, a stack of documents, or screenshots and charts in a single request. Use stepfun/step-5-preview as the model name: For other c
Signal Watch
弱信号观察池:不夸大,但保留继续追踪价值。
Pollo AI turns creative ideas into campaigns with OpenAI
With GPT-5.6, GPT-6 Astra, and GPT‑Image‑2.5, Pollo AI helps creators turn bold ideas into detailed images and cinematic video ads.
Building Reliable Data Analytics Agents: Lessons from the KDD Cup
NVIDIA Technical Blog · Building Reliable Data Analytics Agents: Lessons from the KDD Cup
How Oracle turns days of work into minutes with ChatGPT and Codex
Across recruiting, engineering, and operations, Oracle turns specialist knowledge into fast, repeatable workflows with ChatGPT Work and Codex.
LegalOn halves Codex costs while maintaining development speed
LegalOn cut estimated daily Codex costs by 65% while maintaining development speed. It matched Astra, Sol, and Luna to tasks and managed budgets strategically.
Disrupting AI-enabled “false front” operations
OpenAI disrupted two AI-enabled influence operations that used false-front journalists and a think tank to spread geopolitical messaging.
5 Steps to Create SimReady Assets for Robotics with Frontier AI Models
NVIDIA Technical Blog · 5 Steps to Create SimReady Assets for Robotics with Frontier AI Models