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Insights Verified Free № 1724 · OpenAI

OpenAI Reveals How ChatGPT’s Ad System Works: Placing Relevant Ads Without Changing Its Answers

An ad must pass through intent understanding, retrieval, scoring, and an auction—and even after winning, it may still not be shown if the context is unsuitable or it arrives too late.

10-22 ·

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Free
Deep Dive
🎧№ 1723
DEEP DIVE
Source · OpenAI · PHP Foundation · Wiz

AI Finds Critical PHP Flaws: Websites Go Offline Globally as OpenAI Coordinates Response

Government portals, commercial websites, and hosting platforms initiate emergency maintenance over PHP2Shell as Sanae Takaichi urges rapid patching. AI makes complex vulnerability verification easier, but defense still requires deployment across the entire service chain.

OpenAIPHP▶ Play10-22 · 18 min read
Free
Product Updates
№ 1722
LAUNCH
Source · Anthropic

Anthropic Introduces Its Own Personal Agent: Claude Duet Follows Up on Work Proactively and Keeps Going Even After You Close Your Laptop

It checks connected apps, prepares briefings and work deliverables, and surfaces what needs your decision—while sending external communications, making payments, signing documents, and deleting items still require your prior approval.

AnthropicClaude Duet10-22 · 12 min read
Free
AI in Practice
№ 1721
PRACTICE
Source · freeCodeCamp · Timothy Ogbemudia

A Verification Workflow: AI Coding Agents Drive the Browser, Verify UI Results, and Deliver Evidence

From inspecting changes and starting the app to clicking, saving, reloading, fixing regressions, and handing off evidence—delegate an end-to-end browser review to your coding agent, then make it reusable with project rules, skills, and dedicated tooling.

Coding AgentsBrowser Verification10-21 · 20 min read
Free
AI in Practice
№ 1720
PRACTICE
Source · Hamel Husain、Antaripa Saha

How to Use Decision Models for Automated AI Quality Assurance: 6 Models Tested

Why does a default 0.5 threshold cause missed detections? Real apartment-leasing agent traces explain alarm thresholds, model selection, and probability calibration.

AI EvalsAI Agents10-21 · 18 min read
Free
Launch
№ 1719
LAUNCH
Source · Perplexity

Perplexity Computer Runs Fully Local on Mac: Model and Agent Stay on Your Computer, Local Tasks Consume No Credits

From client file reviews and proposal budgets to cross-app to-dos, see what it can do for you, how fully local and Hybrid divide the work, and how privacy controls and requirements work.

PerplexityMac10-21 · About 9 minutes
Free
Research Analysis
№ 1718
RESEARCH
Source · Tarush Agarwal / Cekura

26 AI Voice Models Tested: Why Do Speed, Accuracy and Naturalness Have Different Leaders?

Cekura compared text-to-speech models on the same English call sentences. Here is what 46 ms, negative latency and automated scores mean when choosing a voice for an Agent.

Voice AgentsTTS10-21 ·
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Free
产品发布
№ 1717
LAUNCH
Source · ElevenLabs

ElevenLabs Releases Eleven Realtime Voice Models: Max Speaks in 0.57 Seconds with 98.8% Speech Reasoning Accuracy

Mini focuses on natural turn-taking, while Max focuses on complex tasks. Through two bilingual Chinese-English videos, see how the cascade system coordinates, how to interpret the five benchmark scores, and how to choose between the platform and the API.

ElevenLabsRealtime Voice10-21 · 12 min
Free
Launch
№ 1716
LAUNCH
Source · DeepSeek

Less Wasted GPU Work: DeepSeek Open-Sources DeepInfer, Its Core Inference Engine

Reading long inputs, continuing conversations, and serving massive concurrency—how does the underlying compute get leaner? A close look at what DeepInfer and deepseek-recipe open-source.

DeepSeekDeepInfer10-21 · 13 min
Free
Launch
№ 1715
LAUNCH
Source · Vercel Labs

Vercel Labs Open-Sources fx0: A Superfast HTML Artifact Builder

fx0 focuses on rapid generation and surgical edits: how do high-speed models, compact HTML, precise replacements, and streaming previews work together? Includes three live interactive examples and complete prompts.

Vercelfx010-21 · About 10 min
Free
Launch
№ 1714
LAUNCH
Source · Geneviève Huskens、Jack Wotherspoon / Google⚑ Product

Gemini 4 Argon Official Developer Guide: Delegating Long Tasks to AI and Verifying Results

From repairing entire web apps and understanding screen recordings to generating 3D scenes: Google's guide focuses on goals, tools, and verification loops, while introducing a shared million-token window and long decode.

Gemini 4 ArgonAgents10-20 · Approx. 15 min
Free
洞察
🎧№ 1713
Source · Elorian / Andrew Dai⚑ Product

Glimpse: An AI Model Designed to Understand Images and Videos and Plan Robot Tasks

Tracking the same object, re-inspecting critical 0.9-second slices, and verifying action outcomes with visual feedback: how Elorian moves AI from recognizing objects to understanding change.

视觉AI视频理解▶ Play10-18 · 15 min read
Free
洞察
🎧№ 1712
Source · a16z

a16z Charts of the Week: AI Can Help You Pick Products—Why Is It Still Hard for It to Place Orders?

17 original charts unpack the triple resistance to AI shopping, extreme concentration on TikTok Shop, cost feedback loops in AI buildouts, and the paradox between American youth earnings and sentiment.

a16zAgent▶ Play10-18 · 18 min
Free
Research
🎧№ 1711
RESEARCH
Source · Anthropic

Anthropic’s Internal Employment Report: Junior Share of Technical Hires Falls from 27% to 9% as Employees Start Managing Agents

AI first absorbs specific tasks before shifting the focus of human work. Tracing real changes across sales, copywriting, and engineering illuminates how hiring, collaboration, and early-career growth are being reshaped.

AI EmploymentAgent▶ Play10-18 · 14 min
Free
Product Release
🎧№ 1710
LAUNCH
Source · 深度求索

DeepSeek V4.1 Flash Update: Better at Building Games and 3D Scenes, Faster, and Cheaper

The racing game runs from start to results, the Forbidden City can be viewed from different angles, and a river valley changes through the ages. What does this update make possible, and what work can it save?

DeepSeekAgent▶ Play10-18 · 12 min
Free
Deep Dive
№ 1709
DEEP DIVE
Source · Anthropic

The Claude Code team shares its workflow for reviewing AI-written code

The Claude Code team integrates review throughout the entire development process, letting machines catch flaws, having humans gate changes based on risk, and establishing convergence rules for AI reviewing AI.

Claude CodeAI 编程10-17 · 18 min
Free
Product Release
№ 1708
LAUNCH
Source · AI at Meta

Meta Releases Muse Spark Open Weights: 816B Parameters, 1 Million Token Context, Runs on Two Mac Studios, Supporting Local Coding and Agent Tasks

From local code editing and video processing to low-bit single-workstation and dual-Mac deployment: understanding Muse Spark Open's capabilities, hardware thresholds, and acceleration methods.

MetaMuse Spark Open10-17 · 15 min read
Free
Practice
№ 1707
PRACTICE
Source · Sac

Build a Little Prince 3D Game with AI: A Hands-On Guide to Scenes and Characters

Follow Sac's workflow from tool setup and reference images to scenes, characters, and animation, with files, prompts, and checks for each step.

AI游戏3D10-17 · 20 min
Free
Research
№ 1706
RESEARCH
Source · Microsoft AI

Microsoft Reveals MAI-Base-2 Training Recipe: 2.8 Trillion Parameters Across 16,000 GPUs in 38 Days

From repeated data in small models to multi-round scheduling under expert memory pressure, unpacking the methods, evidence, and trade-offs in Microsoft's pretraining report.

微软MAI-Base-210-17 · 15 min