SkyFoxx🛡️

Founder - Mithril Labs

[Crown @_Crrown]

So King @CryptosHaven recently introduced me to @gleam_wallet , and I decided to take a closer look at what they're building. 🔎

Gleam is a browser-based wallet designed for the Arweave and AO ecosystem, bringing asset management, dApp connectivity, and onchain interactions into one place.

Users can earn Gleam Points simply by holding AR and AO in their wallets, without staking or locking up their assets.

These points are intended to count toward a future $GLEAM airdrop, with the exact distribution details yet to be finalized.

The team also plans to introduce additional utility for $GLEAM, including staking benefits, partner rewards, fee discounts, and potential revenue sharing.

Gleam is still in its early stages, with plenty left to develop and prove.

Over the next few posts, I'll take a closer look at its reward system, token utility, and the economic model behind it.

More than a wallet. Store. Connect. Earn. 🌈

🔗 https://t.co/R7ros5zJWN

[Gleam Wallet for AO & Permaweb @gleam_wallet]

Gleam is growing.

More developers are joining gleam.

Gleam is the community's wallet

@ArweaveEco @aoTheComputer

[SkyFoxx🛡️ @willgikandi]

Easy to build Deep Seek Harnesses with Hedgehog

https://t.co/wCkkkRMlPC

[DeepSeek Harness @DeepSeekHarness]

Your Harness. You Define It.

Meet Creator Mode in DeepSeek Harness.

Turn ideas into plugins that you can use, from a design workspace to a sandbox game or a 3D LLM visualizer.

What will you create?

[SkyFoxx🛡️ @willgikandi]

Just create your own DSH harness with hedgehog

https://t.co/wCkkkRMlPC

[Nous Research @NousResearch]

@opapodeprompt @OpenBot_ You probably want to use an actual open harness

[Daebak 앤디 @MyDaebakCafe]

Nous defenders spent the last twenty-four hours classifying my account as an automated bot, spamming pangram verification prompts, and shouting about state propaganda because I dared to point out elementary compute realities. I am not defending any state, nor am I interested in participating in nationalist theatre. I pointed out the glaring hypocrisy of a venture-backed startup wrapping a lightweight alignment adapter in civilisational missionary rhetoric while quietly freeloading on a pre-trained base model produced by Alibaba, and the defensive fan club immediately dragged a standard technical critique into an ideological holy war.
​The loudest irony in their replies is the endless moralising about state control. In their telling, anything touching China is irredeemably compromised by authoritarian diktats, while Western labs supposedly embody purity and digital autonomy. Yet when an independent developer, an academic researcher, or a bootstrap engineer looks for genuinely usable, permissive, and frontier-grade open weights to inspect and deploy locally, almost every single high-performance option on the leaderboard originates from Chinese institutions under Apache 2.0. If open-weights development is fundamentally incompatible with state governance, one has to explain why the leading corporate giants in the West have systematically retreated behind subscription paywalls, closed inference APIs, strict intellectual property barriers, and close alignment with domestic defense contractors. Which ecosystem is truly locking down capability, and which one is actually giving the compute artifacts away to the global community?
​Inevitably, the defensive reply guys will point to American alternatives such as Nemotron or Gemma to argue that Western open source is thriving. That concession only tightens the contradiction. If those domestic models were truly superior in capability, licensing, and architecture, why did Nous deliberately choose Qwen 3.8-27B as the foundation for their grand crusade? The reality is plain: they needed a base model with genuine frontier capability that they could not afford to pre-train themselves, they took the dense weights Alibaba paid tens of millions of dollars to compute, and then they slapped a cultural branding layer on top to sell a heroic narrative to gullible investors. If you want to claim credit for saving civilisation, start by paying your own compute bills instead of putting a Western sticker on someone else's foundation work.
Ah, and go fuck yourselves. You cannot be righteous only when it suits you!

[hot labor @hot_labor]

Let us dig deeper into the training dataset provided by Nous Research themselves to understand what "Western Values" truly mean. (Spoiler it's just recycled CIA propaganda about Xinjiang, Hong Kong and "muh CCP!!!")

Firstly, let us check what Nous Research considers factual sources propping up so-called Western values.

Right off the bat we have several questionable "sources" from this dataset.

If we throw a dart and look at many of these, we begin to see a pattern.

Take China Media Project for example, that claims to be "independent" journalists on the happenings in China. An example of who writes for them would be Lu Yihsuan, who has previously contributed to Voice of America, a notorious USAGM project used by the Central Intelligence Agency and the US Government to produce... well... Propaganda. Whoops!

We also see other USAGM projects (Literally listed on their .gov website lmao) such as Radio Free Asia, another front used by the Central Intelligence Agency for propaganda purposes.

[Daebak 앤디 @MyDaebakCafe]

Nous Research 天天在网上立“去中心化黑客组织”、“反建制叛逆先锋”的人设，号称要拯救被“洗脑”的开源模型，守护所谓的西方文明价值观。但只要翻开他们背后的股权架构和算力账本，这套赛博朋克滤镜瞬间碎成一地鸡毛：
​1. 背后的资本底牌：彼得·蒂尔（Peter Thiel）与资本复合体
Nous Research 根本不是什么躲在 Discord 地下室里为爱发电的极客，他们早期的核心金主正是彼得·蒂尔旗下的 Founders Fund。彼得·蒂尔是谁？他是 Palantir 的联合创始人，靠着五角大楼、美国中情局和海量国家安全监控订单起家。一个吃着军工情报资本红利的创投产物，天天在推特上高喊“去中心化”、“数字自由”，转头又把华盛顿鹰派的意识形态口号当成宣发模板，这哪是极客，这分明是资本的免费喉舌。
​2. 核心算力极度寄生：全靠东方大厂的预训练底座
嘴上全是拯救文明的宏大叙事，手底下却连一个像样的基座模型都训不出来。他们引以为傲的 Hermes 系列，本质上是吸着杭州阿里（Qwen）和幻方量化（DeepSeek）的血长出来的。中国工程师烧了几千万美元算力训出来的顶级开源基座，被他们套上一个区区 5300 万 token 的微调指令集（LoRA），转头就包装成“净化东方模型、输出西方正义”的救世主产品。拿别人的算力成果贴金，还搞道德优越感，实在滑稽。
​3. 故弄玄虚的意识形态遮羞布
用密教黑话搞营销，在社交媒体上挑动意识形态对立，无非是为了给传统风投和代币炒作裹上一层“反叛文化”的糖衣。你既没有属于自己的底层算力，也没有原创的架构突破，本质上不过是一个拿着 Palantir 创始人的钱、靠着给中国基座模型打微调补丁混日子的套壳中间商。
​别再硬凹什么对抗帝国的赛博叛军人设了。借着别人的算力装英雄，吃着军工资本的饭打嘴炮，充其量就是个披着意识形态外衣的资本包装器。

[SkyFoxx🛡️ @willgikandi]

@samecwilliams It's great to be able to get an understanding of a 'slice' of everything in this format

[SkyFoxx🛡️ @willgikandi]

@samecwilliams This kind of content is amazing. No fluff just the goods

[SkyFoxx🛡️ @willgikandi]

@aoTheComputer How are private messages between nodes or services handled @samecwilliams

E.g.
1. A process that reports crypto to turbotax
2. An AI handling personal requests from a user (in process inference)
3. Messages that want ephemerality

[SkyFoxx🛡️ @willgikandi]

@ALLiDoizCode That and every other series

[SkyFoxx🛡️ @willgikandi]

@MaorShlomo lol

[Watkin Lab @0xWatkin]

为什么你花 2 万块买的旗舰智能电视，按遥控器还是卡得像十年前的安卓机？

昨天安全研究员 @log4j 把自家 3000 刀的三星电视 Root 了，扒出来的底层代码堪称年度草台班子大赏：

1. 电视后台每 500 毫秒截一次屏（连 HDMI 投屏看电脑桌面都截），打包发给近 400 家合作商。如果电视没麦克风，后台进程甚至会顺着蓝牙和回音壁去「借」一个麦克风继续听。

2. 最搞笑的来了：为什么菜单这么卡？
另一位研究员 @mike64_t 拆包发现，三星在电视那颗羸弱的 CPU 上，塞了一个叫 alex.tflite 的模型——246 万参数，2012 年古董级的 AlexNet。
这玩意每隔 2 秒抓一张画面跑推理，猜你在玩什么游戏。结果因为颜色通道写反了，它 99% 的时间什么都认不出来，纯烧 CPU。

3. 那如果你在设置里关掉「隐私追踪」呢？
代码逻辑是：先死命跑完 CPU 推理，准备上传时再看开关——发现你关了，就把结果扔进垃圾桶，2 秒后继续跑。

4. 结局更是重量级：
当号主用 OpenAI 逆向分析「自己花 3000 刀买回家的电视固件」时，OpenAI 反手一个 Cyber Abuse 把他号封了，顺带没收了剩下的 500 刀余额。

三星负责偷窥客厅，2012 年的 AI 负责烧干电视 CPU，OpenAI 负责保护三星的屎山代码不被你发现。

[SkyFoxx🛡️ @willgikandi]

@gleam_wallet

[SkyFoxx🛡️ @willgikandi]

@xylophonezy A build with a hedgehog core is way faster because the agent needs to do less exploration.

Hedgehog also has generators that scaffold different build stages.

So AI just calls generate() then fills in functions

[SkyFoxx🛡️ @willgikandi]

@xylophonezy This is why I built hedgehog.

It's designed to prevent drift by being opinionated and guard-railed by:

1. Preset 'cores' - existing templates with linters
2. Skills that direct each ore
3. Code that guardrails each skill

Easy to extend for HyperBEAM

https://t.co/wCkkkRMlPC

[SkyFoxx🛡️ @willgikandi]

@ryangrowthh This is cool as a big picture.
1. Craft brand and story
2. Choose a distribution channel

But how does this translate to daily processes?

i.e. in terms of frequency, type of post, size of post, content of post, etc

[Dr. Kitze ❤️ healthmaxx.app @thekitze]

beautiful explanation. this is 100% happening. https://t.co/637WwcoLwQ

[@ReborntheHunter]

@SpencrGreenberg Pray for my immortal soul. I have 75 intercessory agents pleading with God to spare me from eternal damnation at a rate of ~500 Our Fathers/minute. Eventually a pope will declare them ensouled, retroactively validating their prayers. Aiming to spend 60 years in Purgatory tops.