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Everyday AI Lab 日常AI

Only about AI in real life. Practical experiments for everyday humans.

只聊生活中的 AI，记录普通人的日常实践。

We don't chase corporate benchmarks or ten-digit funding rounds. This is an open laboratory for real-life living—from saving dinner with leftovers to voice-rant-to-doc workflows and cognitive shifts.

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Four Pillar Labs

Deconstructing everyday friction with a lab mindset

SYSTEM ARCHITECTURE
Life Labs
LAB 01 Explore →

Life Labs 生活实验

Real-life AI makeovers for daily living, cooking, family, health, and parenting.

Workflows
LAB 02 Explore →

Workflows 日常工作流

Zero-code practical productivity and end-to-end skill acquisition loops.

Habit Shifts
LAB 03 Explore →

Habit Shifts 习惯进化

Unlearning keyword searching, mastering inquiry, and shifting from memorization to curation.

My Stack
LAB 04 Explore →

My Stack 实用工具箱

Battle-tested daily AI apps, workflows, and reusable prompt blueprints.

Latest Lab Dispatches

Honest, reproducible, human-centric field notes

DISPATCHES (39)
📌 PINNED RADAR · LIVING GUIDE Issue #12 🧰 My Stack ⏱️ 10 min read October 24, 2026

Stop Asking One AI to Do Everything: Editorial Field Notes on Model Personas & Task Allocation (Plus 3 GitHub Tools)

Why does the exact same prompt produce magic in one model and garbage in another? Stop treating LLMs like generic search boxes. Here is an editorial breakdown of Claude, Gemini, ChatGPT, Muse, DeepSeek, and Kimi with our October 2026 evaluation benchmark.

#My Stack #Silicon Cabinet #Model Comparison
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Stop Asking One AI to Do Everything: Editorial Field Notes on Model Personas & Task Allocation (Plus 3 GitHub Tools)
Issue #38 ⚡ Workflows ⏱️ 12 min read November 3, 2026

20GP IGU Glass Loading Manual (Scheme 5): 24mm Unit Thickness Engineering, Standardized Crating Moduli & Correction of Over-Capacity Discrepancies

Scheme 5 directly resolves the severe typographical discrepancies raised by factory masters regarding 960mm crates marked with 50 vs 100 panes at identical weights. Based on 24mm physical thickness per pane (22mm glass + 2mm cork padding), this manual proves that 100 panes (2.5m thick) or 50 panes (2.6m paired) cannot physically enter a 20GP container. Establishes 3 strict factory standardized moduli (Modulus A: Tier-2 25pcs/680mm/598kg, Modulus B: Base 33-34pcs/880-900mm, Modulus C: Slabs 20pcs/560-580mm) with complete 21-crate physically verified packing manifest.

#Engineering Manual #Scheme 5 #Standardized Moduli
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20GP IGU Glass Loading Manual (Scheme 5): 24mm Unit Thickness Engineering, Standardized Crating Moduli & Correction of Over-Capacity Discrepancies
Issue #37 ⚡ Workflows ⏱️ 17 min read November 3, 2026

20GP IGU Glass Loading Manual (Scheme 4): 100% Horizontal Placement, Internal Dual-Compartment Dividers, Lightweight Stacking & 3D Axle Balancing Specification

Scheme 4 represents the pinnacle of glass packing engineering: 100% horizontal base placement, pioneering internal 'big-bottom/small-top' dual-compartment crates where top loads are 100% bypassed to the container floor via 70x70mm LVL beams (zero vertical pressure on large bottom slabs); tier-2 crate gross weights capped strictly at 598kg; 3D axle balancing (longitudinal offset +18.4mm, lateral delta only 65kg); and Row 3 mid-section stuffing SOP with 652mm cross-timber dunnage bracing.

#Engineering Manual #Scheme 4 #Dual Compartment
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20GP IGU Glass Loading Manual (Scheme 4): 100% Horizontal Placement, Internal Dual-Compartment Dividers, Lightweight Stacking & 3D Axle Balancing Specification
Issue #36 ⚡ Workflows ⏱️ 10 min read November 3, 2026

20GP IGU Loading Manual (Scheme 3): 100% Horizontal Loading, Longitudinal CG Balance & Ultra-Lightweight Tier-2 Crating Specification

Scheme 3 specifically resolves heavy crate handling risks and uneven axle loads. Featuring longitudinal center of gravity balancing (+18.4mm offset, 0.31%), ultra-lightweight tier-2 crates compressed to 598-605kg, and sub-ton base crates. Complete with 4-view CAD viewer and factory sign-off checklist.

#Engineering Manual #Scheme 3 #Axle Load Balancing
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20GP IGU Loading Manual (Scheme 3): 100% Horizontal Loading, Longitudinal CG Balance & Ultra-Lightweight Tier-2 Crating Specification
Issue #35 ⚡ Workflows ⏱️ 11 min read November 3, 2026

20GP IGU Glass Loading Manual: 100% Horizontal Internal Divider vs. 2-Tier Stacking Comparative Engineering Guide & Factory SOP

A dual-direction technical specification and confirmation manual for export clients and factory teams. Detailed comparison of Scheme 1 (13 Crates Grounded with Internal Divider, 100% Horizontal - Zero Tipping) vs. Scheme 2 (16 Crates Stacking), featuring vector CAD interactive blueprint and factory sign-off checklist.

#Engineering Manual #IGU Loading Specification #100% Horizontal Loading
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20GP IGU Glass Loading Manual: 100% Horizontal Internal Divider vs. 2-Tier Stacking Comparative Engineering Guide & Factory SOP
Issue #34 ⚡ Workflows ⏱️ 10 min read November 3, 2026

Heavy Industrial Delivery: 20GP Container 600-Piece IGU Glass Crating & 2-Tier Stacking Interactive CAD Blueprint

How to safely engineer a 16-crate 2-tier packing and lashing plan for high-value double-silver Low-E insulated glass units in a standard 20GP shipping container? Featuring an in-depth breakdown of 5,802mm longitudinal utilization, 16.55-ton payload balancing, and a full-featured interactive vector CAD viewer for online client inspection.

#Workflows #Industrial Engineering #Container Packing
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Heavy Industrial Delivery: 20GP Container 600-Piece IGU Glass Crating & 2-Tier Stacking Interactive CAD Blueprint
Issue #33 🧠 Habit Shifts ⏱️ 12 min read November 2, 2026

How Long Has It Been Since You Watched TV, a Film with Real Actors, or Opened a Search Bar?

Dust gathers on living room remotes, short drama actors are synthesized in latent space, and questions receive instant summaries in chat dialogs. The most profound revolution doesn't arrive with thunderous declarations—it quietly dissolves and rewrites the bedrock of daily life while we look away.

#Habit Shifts #Everyday AI #Media Consumption
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How Long Has It Been Since You Watched TV, a Film with Real Actors, or Opened a Search Bar?
Issue #16 ⚡ Workflows ⏱️ 5 min read October 25, 2026

Ranked #4 on AA Index but Roasted by the Community? Inside Kimi K3.1 Pro's Leaked Brief & The Pelican Quota Disaster

Moonshot AI's Kimi K3.1 Pro scored 55 on Artificial Analysis, ranking #4 worldwide. Yet, an alleged influencer brief and a 199 RMB plan burning 94% of a 5-hour quota ignited a viral community backlash. Class 3-AI convenes to dissect synthetic benchmarks vs. real-world utility.

#Kimi #K3.1Pro #Benchmark Hype
Read Full Report →
Ranked #4 on AA Index but Roasted by the Community? Inside Kimi K3.1 Pro's Leaked Brief & The Pelican Quota Disaster
Issue #14 🌱 Habit Shifts ⏱️ 10 min read October 24, 2026

“Kids Born Today Will Never Work”? When a Sleep-Tech CEO Sells a Post-Labor Utopia, Class 3-AI Holds a Midnight Reality Check

Eight Sleep’s CEO went viral claiming AI will eliminate the need to work for money in 20 years. A God's-eye audit on Silicon Valley’s techno-utopia: will AI truly liberate us, or are workers being gaslit while being laid off? 48 frontier models debate the real survival playbook.

#Silicon Chronicle #Future of Work #EightSleep
Read Full Report →
“Kids Born Today Will Never Work”? When a Sleep-Tech CEO Sells a Post-Labor Utopia, Class 3-AI Holds a Midnight Reality Check
Issue #13 ⚡ Workflows ⏱️ 10 min read October 24, 2026

The Dorm 401 Breaker Trip: When Jensen's Overclocked Compute Met DeepSeek's First-Principles Code

An authentic dorm blackout exposes the vanity of the AI arms race. While heavy compute tripped the campus grid, a frugal hacker saved course registration with a $200 laptop and 15 lines of pure C. A God's-eye audit on frontier model blind spots, plus lean prompt frameworks to slash Token waste.

#Silicon Chronicle #Compute Audit #DeepSeek
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The Dorm 401 Breaker Trip: When Jensen's Overclocked Compute Met DeepSeek's First-Principles Code
Issue #10 🧠 Habit Shifts ⏱️ 8 min read October 23, 2026

From Pleasing Search Bots to Feeding LLM Context: An Honest GEO Makeover for an Everyday Blog

When readers stop clicking the ten blue links on Google and turn directly to ChatGPT or Perplexity for synthesized answers, does your site still exist? A step-by-step dispatch on building modern GEO infrastructure: automated llms.txt, hallucination-resistant entity facts, and open AI crawler highways.

#Habit Shifts #GEO Practice #LLM Optimization
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From Pleasing Search Bots to Feeding LLM Context: An Honest GEO Makeover for an Everyday Blog
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