QiaoKe Zhizao

Library

All published content, ordered by time.

Article
ArticleLEGENDARY

Tianya is officially back today_the Chinese web it hit has been rewritten by AI, but there is one thing it may have bet on

At 0:00 on June 1, Tianya Community, which had been closed for three years, officially resumed access to the tianya.net domain name. The story of this return is not easy-on April 1, 2023, due to the suspension of telecom IDC arrears, founder Xing Ming has multiple restrictions on consumption. Co-founder Song Zheng broadcast a 7-day live broadcast from May 28 to June 3. The 7-night charity sale raised less than 150,000 yuan. In February this year, the "999 Creation Members × 1999 Yuan" was launched to raise 19.988 million yuan. On the day when Tianya returned, the Chinese web it faced had been rewritten by AI-search AI, content production AI, and everything was becoming AI answers. But it accidentally hit a seriously underestimated reverse demand-real-life in-depth content is scarce in the AI era. Reddit relies on this to increase weekly search activities from 60 million to 80 million a year, Reddit Answers weekly activities from 1 million to 15 million, and Other Revenue is approximately US$140 million (including data authorization) throughout the year. This has been confirmed by the academic community model collapse research + AI companies publicly grabbing real data (Stack Overflow, Wikipedia, the New York Times × OpenAI case). Whether Tianya can seize it will decide whether it will die again or find a second spring in the AI era.

#AI#OpenAI
06/01/2026+30 XP
Dimension anatomy of WebGL fingerprint data Graphics card parameters of 37 Shader precision 28 items Driver vulnerability characteristics 14 items System degradation configuration of 41
ArticleLEGENDARY

Cloudflare's WebGL fingerprint: The hidden cost of efficiency

Security tools collect user data through WebGL fingerprints, which is essentially the erosion of privacy by efficiency

#signal-essay
06/01/2026+30 XP
Article
ArticleLEGENDARY

Anthropic overtook OpenAI to reach a 1 trillion valuation-open the list of investors/It has to do much more than selling models

In March, OpenAI received $122 billion in funding round /valuation of $852 billion. On May 28, Anthropic Series H received US$65 billion/post-investment valuation of US$965 billion/overtook OpenAI for the first time/nearly US$1 trillion. A year ago, Anthropic's annual revenue was 10 billion yuan/this round announced a run rate of 47 billion yuan/ 12 months, up 4.7 times. The market explanation is consistent- Claude Code sells well + the business model works well. But I opened the list of investors and saw a few things that were not mentioned much in other articles- Samsung / SK Hynix / Micron three memory chips were simultaneously listed as strategic investors + signed a seven-year, US$1.8 billion edge cloud agreement with Akamai on the same day + the Mythos model is about to be opened (with the ability to find vulnerabilities + chain attacks)+ the investor structure is all stable old money (Sequoia / Capital Group / Fidelity / GIC, etc.)/There is no typical AI hot money. Together- Anthropic is building the next generation enterprise + government AI infrastructure stack/on the same level as 1990s IBM, 2000s Oracle and 2010s Microsoft.

#AI#Anthropic#OpenAI#Claude Code
05/31/2026+30 XP
How to steal concepts in technological narratives declared vision "AI ends cancer" Actual deliverable Skin cancer recognition
Increased probability by 7% concept drift
ArticleLEGENDARY

Technological Messianism: The ultimate trap of efficiencism

Technological Messianism is a religious expression of the extreme development of efficiency

#signal-essay
05/31/2026+30 XP
Comparison of tool popularization speed jQuery 36 months (Achieve 90% penetration) React 28 months (Achieve 90% penetration) LangChain 14 months (Predicted penetration) LLM App templates 9 months (Predicted penetration)
ArticleLEGENDARY

AI is reliving the lost decade of the front-end

Through the standardization process of the AI tool chain, reveal the cyclical laws of technological paradigm shift

#signal-essay
05/30/2026+30 XP
How does the self-healing function consume debugging rights Traditional development process Developers write code errors are found Manual debugging and repair Self-healing after intervention Developers write code AI detects errors AI automatic repair Decision transfer
ArticleLEGENDARY

Claude Self-Healing: How Tools Cultivate Developers

The essence of AI's self-healing function is the deprivation of decision-making power by tools

#signal-essay
05/29/2026+30 XP
Capability compromise in model commercialization GPT-3 Creativity 85 Claude 2 Compliance 75 GPT-4o Cost control 95 Claude 3 Safety 98
ArticleLEGENDARY

When AI finds PMF: How tools reshape our expectations

PMF reaching a boundary of possibilities that will limit AI tools

#signal-essay
05/28/2026+30 XP
Accuracy comparison of forecast market versus traditional information sources Polymarket 92% think tank report 74% media survey 68%
ArticleLEGENDARY

Predicting market bans: The institutional costs of efficiencyism

Blocking the forecast market will reduce the efficiency of society's collective judgment of risks

#signal-essay
05/27/2026+30 XP
Comparison of legal supervision gradients (2024) Netherlands initiative to review Germany Be informed and accountable US Neutral exemption Russia unconstrained
ArticleLEGENDARY

Dutch server lockdown: The modern dilemma of technology neutrality

Explore the gray area between technical neutrality and legal liability for server operators

#signal-essay
05/26/2026+30 XP
Constrained failure rate in LLM agent iteration 15% initial code 42% 5th iteration 62% 10th iteration constraint failure threshold
ArticleLEGENDARY

Constraint decay of LLM agents: The hidden trap of efficiencism

The essence of constraint attenuation is a systemic risk caused by a development culture that prioritizes efficiency

#signal-essay
05/25/2026+30 XP
Comparison of aerospace failure rates (2023 - 2024) 80% SpaceX 15% NASA 45% Blue Origin
ArticleLEGENDARY

Starship V3: When tool reliability surpasses human decision-making

SpaceX's rapid iteration strategy is inversely shaping engineers 'risk assessment capabilities, creating new cognitive biases

#signal-essay
05/24/2026+30 XP
Developer needs versus tool supply mismatch Source of error reporting 72% data circulation 68% Environmental reproduction 61% Superset
New feature coverage 15%
ArticleLEGENDARY

Superset IDE: The trap of efficiency in the era of AI agents

Analyze how tool designers are counterattacked by their obsession with "one-stop solutions", resulting in bloated tools

#signal-essay
05/23/2026+30 XP
Waymo Flood Decision Flow Chart Check the water surface Water level < 40cm? Bypass path < 300m? continue driving solicit remote assistance stop waiting
ArticleLEGENDARY

Waymo flood accident: The modern tragedy of efficiency

Waymo's decision-making mechanism over-optimizes efficiency and sacrifices necessary security redundancy

#signal-essay
05/22/2026+30 XP
Waymo's 2025 extreme weather test share sunny 98.7% light rain 1.2% rainstorm 0.1%
ArticleLEGENDARY

Waymo flood accident: The safety cost of efficiency

Waymo over-optimizes the efficiency of daily scenarios, resulting in reduced ability to respond to extreme weather

#signal-essay
05/22/2026+30 XP
Comparison of data sources for human versus AI risk decision-making human drivers Direct experience + social observation Autonomous driving AI Driving record clip missing part avoidance behavior
ArticleLEGENDARY

Waymo flood accident: The cognitive trap of autonomous driving

Autonomous driving systems 'cognitive deficit in "common sense risks" stems from survivor bias in training data

#signal-essay
05/22/2026+30 XP
Cost dismantling of 48K servers GPU $14.7K Power supply/heat dissipation $12K brand premium $21.3K
ArticleLEGENDARY

48K GPU servers: The modern altar of efficiencyism

Analyzing individuals 'irrational decisions to purchase high-end GPUs from the perspective of efficiency

#signal-essay
05/22/2026+30 XP
Waymo test scenario distribution vs real disaster growth sunny 72% rainy days 18% flood 0.3% Floods in the United States +47% test library +15%
ArticleLEGENDARY

Waymo flood accident: The cognitive trap of autonomous driving

The autonomous driving system loses its ability to respond to extreme situations due to over-optimizing regular urban scenarios.

#signal-essay
05/22/2026+30 XP
AI VS Human Brain: Comparison of Proof Paths The path of mathematicians intuitive assumption logical calculus Failed restart AI Path randomly generated neural network counterexample output
ArticleLEGENDARY

AI mathematical proof: How tools can reverse shape the way mathematicians think

AI proof tools are changing the way mathematicians ask questions, not just accelerating verification

#signal-essay
05/21/2026+30 XP
Methodology dependence versus survival curve Angel round A round B round superstitious methodology Mortality rate ↑300% moderate chaos Survival rate ↑170%
ArticleLEGENDARY

Anthropic's Founders 'Handbook: The collective illusion of Silicon Valley's elite

The methodology in the manual is actually the collective efficiency illusion of Silicon Valley elites. Excessive structure stifles innovation.

#signal-essay
05/20/2026+30 XP
The history of split power structure in OpenAI 2015-2018 Non-profit Board Musk and other six people voted in affirmative action 2019-2023 hybrid architecture Profit-making branch profit locking 2024-present Leading by commercial entities Non-profit Ethics Committee
ArticleLEGENDARY

Musk v. OpenAI lost: When idealism meets business reality

Litigation exposes structural contradictions between open source idealism and business reality

#signal-essay
05/19/2026+30 XP
Breakdown of $1.3 million expenditure AI tool chain 87.7% ($1.14 million) labor costs 12.3% ($160K)
ArticleLEGENDARY

The illusion of efficiency in AI teams: When the human-machine ratio is out of balance

Excessive reliance on AI programmers reduces team efficiency, and human-machine collaboration requires a reasonable proportion

#signal-essay
05/18/2026+30 XP
Tool dependence comparison (2023 GitHub issue sampling) Tailwind 37% Native CSS 5%
ArticleLEGENDARY

Tailwind Retreats: How CSS tools reverse shape developer thinking

How the tool abstraction layer limits developers 'mastery of the underlying principles through cognitive shortcuts

#signal-essay
05/17/2026+30 XP
Agent natural language tasks OpenCLI CLI primitive/ adapter Local Daemon localhost bridge Chrome Extension chrome.debugger / CDP DOM snapshot structured observation Network shape Get details on demand Adapter Low cost repeated operation
ArticleLEGENDARY

OpenCLI Research: Can it really save tokens?

OpenCLI is more like a set of agent-friendly browser-use runtime: the underlying layer is Chrome extension, daemon and CDP. The token savings mainly come from adapter precipitation, and security and stability costs need to be taken seriously.

#OpenCLI#agent#browser automation#CDP
05/16/2026+30 XP
Survey of Enterprise AI Decision-Making Symptoms in 2024 Superstitious model output 68% Ignore negative feedback 57% Algorithm Alternative Thinking 49% Rationalization of fake data 32%
ArticleLEGENDARY

AI collective hysteria: When all employees in the company fall into algorithmic illusions

Analyzing the decision-making distortion mechanism of technology companies using group psychology framework

#signal-essay
05/16/2026+30 XP