Today’s Summary

Tech stocks' earnings support rational valuations; in AI funding, US VC deals account for 86%, yet P/E multiples have actually declined 19% versus the five-year average. Image editing models harbor cultural bias, oil may face oversupply by 2027, and OpenAI is accelerating iteration—both products and research are recalibrating expectations against reality. Start with A16z's valuation analysis and model bias audit, then watch OpenAI's 28-day improvement and ClawHunt hackathon opportunities.

🔥 Today’s Top 10 Highlights

1. A16z Sees AI Bubble Risk as Manageable, Tech Stock Earnings Support Valuation

AI funding is hot but valuations stay rational. A16z believes AI bubble risk is controllable, with tech stock earnings supporting valuations —US VC deals in AI now account for 86%, far above 15% in 2016. Tech stock P/E multiples are down 19% versus the five-year average, driven primarily by earnings fundamentals rather than multiple expansion. Capital expenditure in the tech sector has reached 1.7% of GDP, with the balance between industrial expansion and sector selection still being worked out.

2. Mainstream AI Models Accused of Removing Muslim Women’s Headscarves, Raising Bias Concerns

Image editing models harbor cultural bias. Mainstream AI models accused of removing Muslim women’s headscarves, raising bias concerns . For believers, the headscarf is more than clothing—it’s a symbol of religious identity and autonomy. If systems show a tendency to edit such markers, the issue involves cultural respect and algorithmic fairness, reminding developers to strengthen bias audits.

3. Oil Supply May Face Oversupply by 2027, Contrasting with Clean Energy Transition Expectations

Energy transition pace shows divergence. BYD founder Wang Chuanfu says oil will eventually run out. Yet oil supply may face oversupply by 2027, contrasting with clean energy transition expectations —production rises 8 million barrels while demand grows only 2 million barrels. Supply-demand reversal may reduce the urgency of phasing out fuel cars while affecting clean energy investment decisions and industry competition.

4. OpenAI Launches Codex 28-Day Daily Update Plan, Advancing Improvements or Resets Daily

Dev tools accelerate iteration cycle. The OpenAI team announced OpenAI launches Codex 28-day daily update plan, advancing improvements or resets daily . The intense update pace reflects competitive pressure—users should watch this window for feature iterations and product direction shifts.

5. ClawHunt Shanghai Hackathon Kicks Off Late October with 1.5M Yuan Prize Pool

AI Builder competition stage confirmed. ClawHunt Shanghai Hackathon kicks off late October with 1.5M Yuan prize pool , total prize pool of 1.5M Yuan, with invitations to Andrew Ng, Yao Qi Zhi, and other industry leaders. Open to Agent, Workflow, AI tools, and vertical application developers—whether early-stage ideas or working prototypes, there are collaboration and showcase opportunities.

6. TickFlow Stock Panel Open-Sourced, Combining Stock Selection, Backtesting, and AI Review

A-share strategy toolchain integration. Open-source project TickFlow Stock Panel open-sourced, combining stock selection, backtesting, and AI review 🔧. Includes 18 built-in strategies supporting MA, MACD, RSI, KDJ and other indicator scans; daily K basics require no API Key, runs locally for independent operation. Supports DeepSeek, Tongyi, Ollama and other models for post-market analysis.

7. Valve Engineers Improve Linux Support for Aging AMD GPUs, Giving Hardware New Life

Open-source drivers extend hardware lifespan. Valve’s graphics driver team improved support for AMD GPUs from over a decade ago, GCN 1.0 and 1.1 generations. Through Valve engineers improve Linux support for aging AMD GPUs, giving hardware new life , some older cards see performance gains around 30%, fixing display and power management flaws. These aging devices regain Linux gaming and workload support in 2026.

8. Nolan Lawson Explores Low Adoption of Browser Native Capabilities, Tool Ecosystem and Learning Curve Create Pull

Platform capability vs. tool ecosystem tension. Developers continue relying on npm libraries over browser native APIs due to tool habits, familiar component interfaces, and documentation friendliness. Libraries can wrap DOM operations into React-compatible forms. Yet sometimes rebuilding stems from incomplete platform understanding—Lawson gives an example where he did redundant compression on ClickHouse, only discovering the native solution was better after reading docs. For AI coding assistants, models may smartly pick APIs or repeatedly copy patches.

9. Bob Cringely Passes Away, Tech Biographer and PBS Documentarian Leaves Us

Tech history recorder departs. Bob Cringely passes away, tech biographer and PBS documentarian leaves us 🕊️. Cringely is best known for the PBS documentary Triumph of the Nerds, and his book Accidental Empires inspired generations to understand the tech industry. News is based on family friend accounts and awaits official obituary for further details.

10. Intel and TSMC Process Collaboration Plan Emerges, Chip Manufacturing Explores Mixed-Path Strategy

Chipmaking mixed-process trials underway. Intel and TSMC process collaboration plan emerges, chip manufacturing explores mixed-path strategy 🔌. This mixed approach breaks single foundry constraints, exploring flexible combination paths for high-end chip production.

⌘ Top Open-Source Projects

calesthio/OpenMontage: Agent-Powered Video Production System

Automated video pipeline tool. OpenMontage includes 12 production pipelines, 100+ tools, 700+ agent skills, and production knowledge base 📹, transforming AI coding assistants into full video studios. Added 245 Stars today, total 63,224. Ideal for content teams and developers needing automated video workflows.

garrytan/gstack: Multi-Role AI Engineering Team Framework

AI team role simulation and workflow orchestration. gstack uses Claude Code configuration with 23 opinionated tools built-in, simulating CEO, designer, engineering manager, release manager, docs engineer, QA, and more 🤖. Supports role division and workflow scheduling for complex projects. Added 125 Stars today, total 135,164. Perfect for startups and complex product projects needing multi-discipline collaboration.

◉ Social Media Picks

FLUX 3 Precise Local Editing Released, Draw a Box and Type to Edit Details

Image editing precision jumps forward. Black Forest Labs released FLUX 3 Image with