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Megatron-LM MoE Training Handbook: A Practical Guide, Setting by Setting
Hugging Face releases an MoE training handbook based on ~800K GH200 GPU hours, covering Megatron-LM configuration setting by setting—from dense baselines to MoE layer breakdown, routing, and load balancing—with open-source scripts and 55 charts.
Vercel Schedules Launches: Enabling AI Agents to Schedule Tasks in Real Time
Vercel Schedules enters public beta, enabling AI agents and apps to dynamically create and modify one-time and periodic tasks at runtime without redeployment. This article analyzes its static and dynamic scheduling modes, agent task implementation workflow, and security design.
Samsung Galaxy Z Fold 8 Drops $300 Before Black Friday, Now $1,599.99
Samsung Galaxy Z Fold 8 drops to $1,599.99 at Amazon and Best Buy ahead of Black Friday—$300 off the regular price and just $50 above its all-time low.
Meta Warns: Election Backlash Could Become an Invisible Wall for AI Expansion
Meta warns that political backlash against data centers during elections could slow AI expansion. We analyze the resource, land, and transparency tensions behind community resistance and the social license challenges facing infrastructure deployment.
Conductor Acquired by Meta: Shutdown Timeline and Alternatives
After joining Meta, Conductor's cloud service goes read-only on Nov 13 and shuts down Nov 20; the local Mac app ends in early 2027. See the timeline, export checklist, and migration alternatives.
Hungary Opens Communist-Era Archives: Up to 60,000 Informant Identities May Be Revealed
Hungary opens communist-era secret police archives, potentially revealing up to 60,000 informant identities. An analysis of information freedom, privacy boundaries, and Eastern European archive disclosure lessons.
Revisiting 'How to Lie with Statistics': A Must-Have Stats Literacy Course in the AI Era
Starting from the 1954 classic 'How to Lie With Statistics,' this explores how statistical misleading tactics take new forms in AI-generated charts and data reports, and offers tech professionals practical advice on checking data sources, staying sensitive to chart axes, and using AI-assisted judgment.
Baidu's ERNIE 5.5 Flash Base Goes Open Source, Images 2.6 Dual Versions Hit the API
Baidu releases ERNIE 5.5 Flash Base sparse MoE model with 280B total parameters and million-token context; OpenAI Images 2.6 Flare and Sunburst hit the API; Ascend adapts Kimi K31 Pro on day one; Google Cloud briefly shows GPT-6 and other model names.
Baidu ERNIE 5.5 Flash Base Open-Sourced: 280B Parameters with Only 14B Active, Million-Token Context
Baidu ERNIE 5.5 Flash Base is now open-sourced: 280B total parameters with only 14B active, million-token context, MLA and HCA hybrid attention. We analyze its specs, Base model positioning, comparison with DeepSeek V4.1 Flash, and hands-on experience with Baidu's free AI workbench.
How BookTok Became the Antidote to Reading in the Digital Age
The Vergecast talks with BookTok creator Morgan Book about the BookTok community ecosystem, why romance novels are thriving, whether audiobooks count as reading, and the trade-offs behind Kindle's premium feel and price hikes.
The 2026 Election Data Center Rout and a New Model for Local Governance
In the 2026 elections, data centers suffered major defeats across multiple locations. Perry, Ohio, passed Issue 16 with 87% of the vote, requiring data centers to issue bonds to guarantee their promises. Vox analysis suggests this provides local communities with new negotiating leverage, elevating the data center issue to a national political matter.
How to Rob a Bank Clip Exposes It All: One Line—'Let's Make Some Content'—Nails the Attention Economy Era
The official clip from HOW TO ROB A BANK is out—three lines sketch the absurd kickoff: cameras on, personnel confirmed, let's make some content. This article analyzes how the line 'Let's make some content' repackages a crime as content production, and why it's naturally suited to short-video virality.
Reddit Discussion: How to Extract Complex Document Data (PDF/Excel, etc.) in Production?
Reddit developers discuss production-grade tool choices for extracting data from PDF, DOCX, Excel (with merged cells), and PPT, covering pdfplumber, openpyxl, unstructured and merged-cell handling challenges.
Building AI Apps with Claude Code from Scratch: A ZTM Free Course Review
ZTM launches "Claude Code for Beginners," a free course for complete beginners who build a Battleground AI battle app with Claude Code and Claude Design, seeking feedback.
Should AI Agents Connect to the Open Internet? A CTO's View Sparks Debate
Should AI agents access the open internet? A CTO's view sparks debate. This article analyzes the capability benefits, security risks, and layered authorization approaches to agent internet access, outlining the divergence between closed controllability and open practicality to help understand the design trade-offs around agent connectivity boundaries.
Animated Breakdown: How a Language Model Picks the Next Token
Using real probability data from Qwen2.5-0.5B-Instruct, an animated breakdown of how a language model picks its next token: softmax, greedy vs. sampling, temperature, top-k, top-p, and why temperature 0 is still nondeterministic.
WACV 2027 FABRIC Workshop Issues Urgent Call for Reviewers, Deadline November 6
WACV 2027 FABRIC Workshop urgently recruits emergency reviewers on Reddit due to a tight review timeline, covering computer vision, multimodal learning, physiological sensing, healthcare AI, and affective computing. Reviews are due by noon November 6 (US time).
Aionterra: A Continuous World Learning Experiment with Multiple Bodies Sharing One Policy
Aionterra, a simulated world by YD Emergence Lab: multiple humanoid bodies share one learning policy, each perceiving and acting independently. The project emphasizes experience-driven behavior and openly discusses evaluation limits.
US Government Warns: Industrial Cold-Chain Equipment Hit by Large-Scale Hacker Attacks, Supply Chain Security Alarms Sound
US government agencies jointly warn of large-scale hacker attacks on industrial refrigeration equipment affecting food, transportation, healthcare, and military facilities. This article analyzes the attack scope, IIoT security gaps, enterprise response strategies, and implications for the AI automation industry.
OpenAI Launches a Cybersecurity Model — Is It Enough on Its Own?
OpenAI releases a new cybersecurity model, but public information is limited. This article analyzes its trust threshold, adversarial challenges, and place in systemic defense, asking whether one model alone can answer scrutiny of AI labs' safety work.