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AI in Practice
№ 1721
PRACTICE
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.
10-21 · 20 min read
Free
AI in Practice
№ 1720
PRACTICE
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.
10-21 · 18 min read
Free
Launch
№ 1719
LAUNCH
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.
10-21 · About 9 minutes
Free
Research Analysis
№ 1718
RESEARCH
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.
10-21 ·
Free
产品发布
№ 1717
LAUNCH
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.
10-21 · 12 min
Free
Launch
№ 1716
LAUNCH
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.
10-21 · 13 min
Free
Launch
№ 1715
LAUNCH
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.
10-21 · About 10 min
Free
Launch
№ 1714
LAUNCH
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.
10-20 · Approx. 15 min
Free
洞察
🎧№ 1713
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.
▶ Play10-18 · 15 min read
Free
洞察
🎧№ 1712
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.
▶ Play10-18 · 18 min
Free
Research
🎧№ 1711
RESEARCH
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.
▶ Play10-18 · 14 min
Free
Product Release
🎧№ 1710
LAUNCH
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?
▶ Play10-18 · 12 min
Free
Deep Dive
№ 1709
DEEP DIVE
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.
10-17 · 18 min
Free
Product Release
№ 1708
LAUNCH
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.
10-17 · 15 min read
Free
Practice
№ 1707
PRACTICE
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.
10-17 · 20 min
Free
Research
№ 1706
RESEARCH
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.
10-17 · 15 min
Free
Practice
№ 1704
PRACTICE
Kling 4.0 Official User Guide: 21 Video Examples with Original Prompts to Try
Understand asset allocation, video editing, and keyframes using official videos and reference images, complete with 21 full case prompts, raw asset downloads, quota calculations, and a hands-on exercise.
10-16 · 20 min
Free
Product Launch
№ 1703
LAUNCH
Kling 4.0 Officially Launches: 74 Video Demos Explain Exactly What Has Improved
All 74 official videos and 80 reference images, with guidance on combining references, editing videos, and generating through MCP and CLI workflows.
10-16 · 16 min read
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