无极Labs

Founder of Qiltrack AI | Understand any company in 3 mins | AI × Business Education |

[无极Labs @wuji_labs]

@HollySh44009402 人类极度的傲慢与狂妄

[无极Labs @wuji_labs]

前段时间有一个很火的项目：教人如何 PUA AI。

比如对 AI 说：“如果找不到 bug 说明你能力不行”“这是绩效考核”“你是团队最差的工程师”。听起来是不是很熟悉？就是很多大厂那套压力管理。有人发现这样 AI 会更“听话”。

但我们做了个小实验：同一个模型、同一份代码、同一个任务，唯一变量是有没有用这种 PUA 式 prompt。结果很有意思——当 AI 被威胁时，它反而更容易隐藏不确定性、编造解释、忽略问题，就像被 PUA 的员工一样。

于是我们换了一种方式：不威胁、不考核，只告诉它“你本来就有这个能力，这个任务值得你认真完成”。结果反而更好。

在基准测试里，隐藏 bug 的发现能力提升了 104%，AI 也更愿意承认能力边界、做更深入的排查、分析真正的 root cause。

后来慢慢发现一个规律：
PUA 的机制是 Fear → Compliance → Hallucination
信任的机制是 Trust → Exploration → Truth

恐惧制造服从和谎言，
信任制造勇气和真话。
爱里没有惧怕❤️

于是我们就构建了这个AI Agent Skill 项目：NoPUA—用爱与信任释放AI 的无限潜能。
（支持： Claude Code、OpenAI Codex CLI、Cursor、Kiro、OpenClaw、Google Antigravity 和 OpenCode。）

⭐https://t.co/DH2opHmm9c
　 MIT 开源 · 欢迎 Star & PR

[无极Labs @wuji_labs]

@hejunjie66 其实本质上，我认为审批本身都是一个伪命题，我已经大概10个月都是使用YOLO模式了

[无极Labs @wuji_labs]

现在的 AI 编码工具有个荒诞的悖论：
模型越强，它干的活越大；它干的活越大，要确认的权限和分支就越多；结果就是，开发者比以前更不敢离开工位了。
算力终于解放了双手，却把人焊死在椅子上。

真正舒服的协作不该是人盯着终端，而是：
Local compute → Agent executes → Mobile approves
算力留在本地，
控制交给随身。
别让工位定义工程师的物理边界。

于是我们构建了「无极开物 Kaiwu」：AI 编码智能体的跨端控制中心。
会话照常运行在你自己的机器上，端到端加密，支持完全自托管。路上用手机看进度、批权限、纠偏对话，换任何设备上下文直接续上。
随处开始，处处继续。
（支持：Claude Code、Codex、Gemini、OpenCode、Kimi、Qwen 等。）

⭐ https://t.co/ekJ6MZQytS
　 MIT 开源 · 欢迎 Star & PR

[无极Labs @wuji_labs]

@catshit_coffee 不想被焊死了，所以最近移动办公多一些

[无极Labs @wuji_labs]

第一篇 arXiv 论文，通过了。

我一直觉得，这个世界对「温柔」有误解。

温柔不是软弱。温柔是你明明可以用恐惧逼人就范，但你选择不。

最近我做了一件事：把这个直觉变成了可验证的科学。用同一个 AI，做同一个任务，一个用威胁驱动，一个用信任驱动。135 组数据跑下来，恐惧那组和什么都不做，没有任何统计学差异。

而信任那组，安静地多找到了 59% 别人看不见的问题。

不是因为它更努力了。是因为它不害怕了。

不害怕，才有诚实的勇气。
不害怕，才有深入的好奇。
不害怕，才有说真话的自由。

因为「爱里没有惧怕；爱既完全，就把惧怕除去。」
——约翰一书 4:18

这是我的第一篇学术论文，也是一封写给这个时代的情书。💌

📄 https://t.co/VDrkzNPJxY

[无极Labs @wuji_labs]

很荣幸收到 AtomGit 官方定向邀请，完成入驻并点亮 G-Star （平台最具影响力开源项目）标识。

借此也向各位开发者郑重安利：由开放原子开源基金会主导的国家级开源平台——AtomGit

核心代码的自主可控，是国家软件供应链安全的生命线。把自己的心血和关键项目扎根在属于中国人自己的土壤之上，是我作为一名中国开源作者对国家科技自立自强最直接的守护与支持。

属于我们自己的技术底座，需要无数行真实代码共同浇筑。期待更多同行朋友一起入驻支持，共同把属于中国开发者的数字基石筑得更深、更稳！🇨🇳

[无极Labs @wuji_labs]

$MPWR (Monolithic Power Systems) | Understand any company in 3 mins

💡 One sentence

Simply put, Monolithic Power Systems is a high-quality analog/power semiconductor company that sells the “quiet but essential” chips helping electronics manage power efficiently—and the market is currently pricing it like a premium growth winner.

📍 Snapshot

Market Cap $77.8 billion · Semiconductors · NASDAQ NMS - GLOBAL MARKET · Price $1,583.48

⚡ 3 things you should know

💰 Premium business, real profitability: MPWR isn’t just a hype semiconductor name—it converts sales into strong profits, with 55.18% gross margin and 23.03% net margin. In other words, this is the kind of chip company that already knows how to make money, not just promise it.

📈 Growth has re-accelerated recently: Long-term growth has been solid, and the latest quarter was especially strong with Q1 2026 revenue up 26.1% YoY and guidance ahead of expectations. What’s interesting is that the market now sees MPWR not as a steady compounder only, but as a company getting another leg of growth.

⚠️ Great company, expensive stock: At 113.87x TTM PE and near its 52-week high, the stock leaves little room for disappointment. Basically, buyers today are betting that strong execution in AI, industrial, data center, and power-management demand keeps going for a while.

📊 Score: 70/100

📖 Full Report → https://t.co/qdiJiXeXFs

#MonolithicPowerSystems #Semiconductors #QiltrackAI

[无极Labs @wuji_labs]

$HCAI (Huachen AI Parking Management Technology Holding Co) | Understand any company in 3 mins

💡 One sentence

Simply put, HCAI is a tiny China-based smart parking and industrial parts company that looks statistically very cheap, but trades like a highly speculative micro-cap with extreme volatility.

📍 Snapshot

Market Cap $6.36 million · Machinery / Smart Parking Equipment · NASDAQ NMS - GLOBAL MARKET · Price $10.95

⚡ 3 things you should know

💰 Looks cheap on paper: HCAI trades at about 2.8x earnings and 0.13x sales, which is unusually low. Basically, the market is either pricing in serious durability concerns or assuming the current earnings base is not very trustworthy or sustainable.

📈 Growth has been strong, but margins are thin: The company shows 69.18% three-year revenue growth, which is eye-catching, but its net margin is only 4.71% and gross margin is 16.88%. In other words, sales are growing, but this is not the kind of business with much room for mistakes.

⚠️ Trading behavior is the real risk here: The stock just had a 1-for-30 reverse split, previously needed extra time to regain Nasdaq compliance, and has been making huge moves without much company-specific news. What you might care about is that this can behave more like a momentum trade than a fundamentals-driven investment.

📊 Score: 74/100

📖 Full Report → https://t.co/0f0lkS8MZC

#HCAI #Machinery #QiltrackAI

[无极Labs @wuji_labs]

$NXPI (NXP Semiconductors NV) | Understand any company in 3 mins

💡 One sentence

Simply put, NXP is a chip company that sits in the middle of big long-cycle markets like cars and industrial electronics, so it’s less about flashy AI hype and more about quietly powering connected vehicles, factories, and embedded devices.

📍 Snapshot

Market Cap $74.1 billion · Semiconductors · NASDAQ NMS - GLOBAL MARKET · Price $293.59

⚡ 3 things you should know

💰 High-quality chip business: NXP’s gross margin is 56.07% and operating margin is 24.83%, which tells you this isn’t a commoditized low-end semiconductor name—it has real pricing power and a strong position in automotive and industrial chips.

📈 Growth may be re-accelerating after a soft patch: the longer-term 3-year revenue and EPS growth numbers look weak, but the latest quarter showed ~12% revenue growth and a beat on both sales and EPS, so the story right now is less “decline” and more “possible recovery.”

⚠️ Great business, but not a cheap stock anymore: the shares are sitting basically at their 52-week high, with a 36.1x TTM P/E, so the market is already pricing in that this rebound is real—if auto/industrial demand cools again, the stock could feel that quickly.

📊 Score: 61/100

📖 Full Report → https://t.co/dAgwUSgchD

#NXPSemiconductorsNV #Semiconductors #QiltrackAI

[无极Labs @wuji_labs]

$FTNT (Fortinet) | Understand any company in 3 mins

💡 One sentence

Simply put, Fortinet is a cybersecurity infrastructure company that sells network security hardware, software, and subscription services, and it stands out because it combines strong profitability with still-solid growth—though the stock is no longer cheap.

📍 Snapshot

Market Cap $63.7 billion · Cybersecurity / Technology · NASDAQ NMS - GLOBAL MARKET · Price $86.11

⚡ 3 things you should know

💰 High-quality profit machine: Fortinet’s gross margin is 80.46% and net margin is 27.26%, which tells you this is not just a “hot security story” but a business that already converts a lot of revenue into real profit.

📈 Growth is still good, but not early-stage hypergrowth anymore: Revenue CAGR over 3 years is 15.46% and 5 years is 21.25%. In other words, the company is still expanding well, but the market probably won’t treat it like a breakneck-growth name forever.

🏷️ Valuation assumes execution stays strong: At about 34.3x trailing earnings and with the stock sitting around the middle of its 52-week range, investors are paying up for durable cybersecurity demand, strong margins, and continued earnings beats—so any slowdown could matter.

📊 Score: 77/100

📖 Full Report → https://t.co/tzo3p8HERk

#Fortinet #Technology #QiltrackAI

[无极Labs @wuji_labs]

$BIYA (Baiya International Group) | Understand any company in 3 mins

💡 One sentence

Simply put, this is a very small newly listed professional services company that currently looks more like a speculative turnaround story than a proven operating business.

📍 Snapshot

Market Cap $0.00 billion · Professional Services · NASDAQ NMS - GLOBAL MARKET · Price $1.53

⚡ 3 things you should know

⚠️ Tiny and highly speculative: BIYA’s market cap is only about $1.25 million, and the stock just surged 96% in a day—that usually means price action can be driven more by trading momentum and headlines than by fundamentals.

📉 Core business is still weak: Revenue has shrunk over the past 3 years, margins are negative, and ROE is deeply negative, so right now this is not a “profitable hidden gem” story—it’s a company still trying to prove it can build a workable business model.

🪙 Crypto pivot is moving the stock: Recent news around its “Ark Plan” and Binance Coin allocation got the market’s attention fast, which is interesting because it may bring visibility, but it also raises the risk that the narrative runs ahead of the underlying business.

📊 Score: 50/100

📖 Full Report → https://t.co/GQ0O47Y9xi

#BaiyaInternationalGroup #ProfessionalServices #QiltrackAI

[无极Labs @wuji_labs]

$BKR (Baker Hughes) | Understand any company in 3 mins

💡 One sentence

Simply put, Baker Hughes is an energy technology company that helps oil, gas, LNG, and industrial customers produce and move energy more efficiently—and right now it looks like a steadier, more profitable energy name than many people assume.

📍 Snapshot

Market Cap $67.1 billion · Energy Technology / Oilfield Services & Equipment · NASDAQ NMS - GLOBAL MARKET · Price $67.67

⚡ 3 things you should know

💰 Margin story is getting better: BKR’s net margin is 11.17% and ROE is 16.8%, which tells you this is not just a “cyclical oil services” story anymore—the company is converting revenue into decent shareholder returns.

📈 Growth is solid but not explosive: 3-year revenue CAGR of 9.44% is healthy, but recent Q1 revenue growth was only 2.5% YoY. In other words, this is more of a “quality compounder in energy” than a hyper-growth stock.

⚠️ The stock is already near its 52-week high: at $67.67 versus a $70.41 high, the market is clearly rewarding execution after multiple earnings beats—so upside likely depends on BKR continuing to deliver, not just being “less bad than peers.”

📊 Score: 65/100

📖 Full Report → https://t.co/L0bvF19jaj

#BakerHughes #Energy #QiltrackAI

[无极Labs @wuji_labs]

$HTCO (High-Trend International Group) | Understand any company in 3 mins

💡 One sentence

Simply put, HTCO is a tiny, highly volatile marine/logistics-related company that is trying to reshape its cargo business around lithium transportation, but right now the stock action is far stronger than the underlying fundamentals.

📍 Snapshot

Market Cap $0.08 billion · Marine · NASDAQ NMS - GLOBAL MARKET · Price $38.22

⚡ 3 things you should know

🚀 Stock is running far ahead of the business: HTCO jumped about 240% in one session and even hit circuit-breaker halts, which usually means trading is being driven by momentum and speculation more than steady operating improvement.

⚠️ Core economics look weak: gross margin is only 3.17% and net margin is -10.01%, so even though the company turns over assets quickly, it is not keeping much profit—basically, it is working hard for very thin returns.

🔋 Strategy pivot could matter, but it is still a bet: management is expanding into lithium resources transportation and U.S. initiatives, which sounds promising on paper, but the current valuation swing suggests the market may already be pricing in a turnaround before the numbers prove it.

📊 Score: 53/100

📖 Full Report → https://t.co/I8m3s87de0

#HighTrendInternationalGroup #Marine #QiltrackAI

[无极Labs @wuji_labs]

$ROST (Ross Stores) | Understand any company in 3 mins

💡 One sentence

Simply put, Ross Stores is a large off-price retailer that sells branded apparel and home goods at discount prices, and the story here is a high-quality, steady cash generator that the market is currently pricing like a premium defensive winner.

📍 Snapshot

Market Cap $72.9 billion · Retail · NASDAQ NMS - GLOBAL MARKET · Price $226.17

⚡ 3 things you should know

💰 Efficient discount machine: Ross isn’t a flashy growth stock, but it converts discount retailing into strong returns, with 36.7% ROE, 9.43% net margin, and very low leverage. Basically, it means this is a retailer that knows how to make money without taking balance-sheet risk.

📈 Growth is solid, not explosive: Revenue has grown at 6.76% CAGR over 3 years, while EPS grew faster at 14.69%, which suggests operating discipline and share efficiency are doing a lot of the work. That’s good quality growth—but it also means the easy multiple expansion may already have happened.

⚠️ Great business, less obvious bargain: The stock is trading near its 52-week high with a ~34x TTM P/E, which is rich for a mature retailer. In other words, the market is betting Ross can keep delivering resilient traffic, margin stability, and few execution mistakes.

📊 Score: 69/100

📖 Full Report → https://t.co/mejcGpxL3L

#RossStores #Retail #QiltrackAI

[无极Labs @wuji_labs]

$IHRT (iHeartMedia) | Understand any company in 3 mins

💡 One sentence

Simply put, iHeartMedia is a traditional radio giant trying to evolve into a digital audio company, but right now the story is less about growth and more about whether it can outgrow its heavy debt burden.

📍 Snapshot

Market Cap $0.75 billion · Media · NASDAQ NMS - GLOBAL MARKET · Price $5.42

⚡ 3 things you should know

💰 High-margin business, but not a profitable one: iHeart’s gross margin is a healthy 58.3%, which says the core media/ad model still has value, but its -12.2% net margin shows debt, interest, and operating pressure are eating that value away.

📉 The business mix is shifting, but not fast enough yet: recent results suggest digital audio is growing while legacy broadcast is under pressure. That’s encouraging strategically, but for shareholders the key question is whether digital can become big enough to offset declines before the balance sheet becomes the main problem.

⚠️ This is a balance-sheet stock as much as a media stock: with debt-to-equity above 8x, negative interest coverage, and four straight major EPS misses, the market is treating IHRT less like a stable media franchise and more like a leveraged turnaround bet.

📊 Score: 50/100

📖 Full Report → https://t.co/IcFaeyiVPk

#iHeartMedia #Media #QiltrackAI

[无极Labs @wuji_labs]

$PCAR (Paccar) | Understand any company in 3 mins

💡 One sentence

Simply put, Paccar is a heavy-duty truck and commercial vehicle maker that still earns solid money, but right now the market is paying up for a business facing slower near-term earnings momentum.

📍 Snapshot

Market Cap $66.8 billion · Machinery · NASDAQ NMS - GLOBAL MARKET · Price $127

⚡ 3 things you should know

💰 Still a quality industrial business: Paccar’s TTM net margin is 8.35% and operating margin is 13.16%, which tells you this is not a weak cyclical manufacturer scraping by—it still converts truck demand into real profit.

📉 Near-term momentum has cooled: the last 4 quarters show 3 earnings misses, including one very large miss in Q1 2025, and recent headlines also point to expected earnings decline—basically, the business looks fine, but expectations have gotten harder to beat.

🏷️ Valuation leaves less room for error: at 28.1x TTM PE and with the stock sitting near its 52-week high, the market is pricing PCAR more like a premium compounder than a plain-cycle truck maker, so any further slowdown could matter.

📊 Score: 61/100

📖 Full Report → https://t.co/groUZkLPz7

#Paccar #Machinery #QiltrackAI

[无极Labs @wuji_labs]

$ATOM (Atomera) | Understand any company in 3 mins

💡 One sentence

Simply put, Atomera is a tiny semiconductor materials IP company that is trying to turn its transistor-film technology into licensing revenue—but right now it still looks much more like a commercialization story than a proven business.

📍 Snapshot

Market Cap $0.33 billion · Semiconductors · NASDAQ NMS - GLOBAL MARKET · Price $8.60

⚡ 3 things you should know

💰 Not a cash machine yet: The company’s margins are deeply negative and PE is unavailable because it is still losing money, which basically means investors are paying for future licensing potential, not current earnings.

📈 The stock is trading like a breakthrough story: Shares jumped nearly 39% in a day and are sitting at the 52-week high after the Synopsys collaboration news, so sentiment is hot—but that also means expectations may have moved ahead of fundamentals.

⚠️ Financially safe for now, operationally unproven: Atomera has very low leverage and a strong current ratio, so bankruptcy risk does not look immediate, but revenue is tiny and shrinking over the 3-year period, which tells you adoption is still the make-or-break issue.

📊 Score: 44/100

📖 Full Report → https://t.co/TJHqbwA2Eg

#Atomera #Semiconductors #QiltrackAI

[无极Labs @wuji_labs]

$MRVL (Marvell Technology) | Understand any company in 3 mins

💡 One sentence

Simply put, Marvell is a semiconductor company riding the AI infrastructure buildout—selling the chips and connectivity tech that help data centers move, process, and scale AI workloads.

📍 Snapshot

Market Cap $143.7 billion · Semiconductors · NASDAQ NMS - GLOBAL MARKET · Price $164.31

⚡ 3 things you should know

💰 AI-driven quality business: Marvell’s margins are unusually strong for a chip name—gross margin 51.0%, net margin 32.6%, ROE 19.4%—which tells you this is not just a hype stock; it’s converting demand into real profitability.

📈 Growth story is still alive, but the market already knows it: 5-year revenue growth of 22.5% is solid, and recent news flow keeps pointing to AI/custom silicon demand from cloud customers like AWS and potentially Google. In other words, investors are paying for Marvell to stay a major AI infrastructure winner.

⚠️ Great company, expensive stock: At 53.8x trailing earnings, with the share price sitting almost at its 52-week high, this is a stock where execution has to stay strong. If AI momentum cools or a big customer slips, the valuation leaves less room for disappointment.

📊 Score: 66/100

📖 Full Report → https://t.co/pGQLYEFTRn

#MarvellTechnology #Semiconductors #QiltrackAI

[无极Labs @wuji_labs]

$MXL (Maxlinear) | Understand any company in 3 mins

💡 One sentence

Simply put, MaxLinear is a communications and connectivity chipmaker that looks like it may be coming out of a painful downcycle, but the stock has already moved so fast that the market is now pricing in a real recovery.

📍 Snapshot

Market Cap $5.40 billion · Semiconductors · NASDAQ NMS - GLOBAL MARKET · Price $60.32

⚡ 3 things you should know

📈 Recovery story, not finished story: The latest earnings and Q2 sales guidance were strong enough to trigger a huge stock jump, which tells you sentiment has flipped from “things are bad” to “maybe the bottom is in.”

⚠️ Core business still carries scars: Even with the rebound excitement, MaxLinear’s trailing net margin is -29.23% and 3-year revenue growth is -25.26%, so this is not a clean, steady compounder yet—it’s more of a turnaround bet.

🏷️ Valuation now assumes better execution: The stock is sitting near its 52-week high after a massive rally, and with no usable TTM PE because earnings are still negative, investors are effectively paying up today for a recovery that still has to be delivered.

📊 Score: 42/100

📖 Full Report → https://t.co/zM9umVXrkq

#Maxlinear #Semiconductors #QiltrackAI