0xShival

#WAGMI

[0xShival @0xShival]

@0xmercle 3Mj4V1xxtzuJDzGm5v2AqNZ6QAU3Q4ZB5QcKrKJhj91a

[0xShival @0xShival]

@liquidtrading LFG

[Prajwal Tomar @PrajwalTomar_]

Vibe coders are getting sued.

People are launching apps with real users but skipping the boring stuff that can actually kill the product.

A developer with 20+ years of experience just shared the pre-launch checklist every AI builder should run:

→ privacy policy if you collect user data
→ know where user data is stored
→ check security headers
→ scan against OWASP basics
→ look for SQL injection / XSS / auth issues
→ make sure .env values are not leaking
→ check API responses for sensitive data
→ remove secrets from logs
→ never expose API keys in frontend code
→ move keys server-side or behind a proxy
→ add rate limits before someone burns your API bill

This is what most vibe coders are missing.

AI can help you build the app.

But if you launch without security, privacy, and abuse checks...

you didn't ship a product.

you shipped a liability.

[CARBZ @CarbzXBT]

If you are a Vibecoder using Codex do this for a free $300 Credit

Go to https://t.co/qjLgBlNIOU and sign up (I used email signup)

(Disclosure: referral link — both you and I get an extra $5 bonus credit)

Connect your Telegram
(only for verification / anti-bot)

Create your API key

Copy & save the API key somewhere safe and that's it

No credit card required.
No payment needed.

You’ll get about $66 credits weekly for 4 - 5 weeks

You can also invite friends and both of you get extra bonus credits.

Not sponsored.
Not asking anyone to spend money.
Just sharing because free credits like this can genuinely help builders get started
Thanks to my partner @Panchu2605 for the alpha ☺️

[69kov @levikov]

Pinterest does not have an AI detection system + has 480 million monthly active users w an average household income of $75k + a single static image generated in midjourney drives traffic to amazon for 6 to 18 MONTHS while every tiktok video u've ever posted died in 17 minutes.

This is the most underpriced distribution channel on the internet right now n nobody under 30 is touching it bc they think it's "a mood board app"...

The numbers ur marketing professor never updated his slides on:

- Pinterest 2026 MAU = 480M
- US Pinterest users = 86M
- 85% female, 14% male, 1% other
- Median household income = $76,400
- 87% of weekly users have bought something they saw on the platform
- 96% of searches are unbranded ("kitchen ideas," "small bathroom," "fall outfits")
- Average pin lifespan = 6-18 months of compounding traffic
- Pinterest organic CPM equivalent = $0.12
- Tiktok organic CPM = $2-4
- Instagram organic CPM = $6-12
- Facebook PAID CPM = $40-60
- Pinterest = 50 to 400x more reach per piece of content for the same effort

A static jpeg generated in nano banana pro in 14 seconds will drive traffic to ur amazon affiliate link for the next 11 months while a tiktok video u edited for 4 hours is dead in 17 minutes.

The asymmetry is so obvious it's offensive...

Move 1, pick the seasonal evergreen niche FIRST

Pinterest is 100% intent-based search + the highest CPM categories are seasonal evergreens that print every single year:

- Home decor + small space organization (CPM $14, perpetual)
- Skincare routines + clean beauty (CPM $11, perpetual)
- "What to wear" outfit boards (CPM $9, seasonal + perpetual)
- Kitchen tools + recipe roundups (CPM $12, perpetual)
- Weight loss + GLP-1 lifestyle content (CPM $18, highest paying vertical right now)
- Christian motherhood + christian aesthetic (CPM $14, perpetual, almost no AI operators)
- "Country living" + cottagecore (CPM $11, perpetual)
- Pet styling + dog accessories (CPM $9, growing 38% YoY)

Each pin u publish in these niches drives traffic for 6-18 months + compounds w every additional pin u publish in the same category bc Pinterest's algorithm rewards pinner consistency + board topical density.

Move 2, generate the visual asset in nano banana pro inside google flow ultra ($99/mo)

The format that prints on Pinterest:

- 1000x1500px vertical pin
- Aesthetic image w 4-6 product placements visible
- Text overlay w specific keyword phrase ("12 farmhouse kitchen ideas under $50")
- 3-5 versions per pin to test which thumbnail converts

Total render time per pin = 14 seconds. Total pins per day per operator = 80-140.

Move 3, the title structure that hits Pinterest's algorithm

Pinterest is a SEARCH ENGINE. The algorithm rewards keyword density in the title + description + alt text. Title template:

- "[Number] [Adjective] [Noun Category] for [Specific Use Case]"
- "[Aesthetic Word] [Product Category] Under $[Price Point]"
- "How to [Aesthetic Outcome] in [Time Frame]"

Examples: "14 Cozy Living Room Ideas Under $200" / "8 Farmhouse Kitchen Organizers I'm Obsessed With" / "How to Get a Glow Up in 30 Days"

This title structure converts at 4-7x higher CTR than artistic / cute / branded titles bc Pinterest users are literal-mindedly searching the EXACT phrasing.

Move 4, the amazon associates per-pin tracking architecture

Each pin links to an amazon "idea list" (a free amazon feature 99% of operators don't use). The idea list contains 6-12 products related to the pin's theme. Each product has ur amazon associates tracking link auto-applied. The pinner clicks through the pin → lands on the idea list → can buy any of 6-12 products + u get commission on ALL of them within a 24 hr cookie window.

Average revenue per pin in evergreen niches = $34-$94/mo of compounding amazon commissions over the life of the pin.

Move 5, the 80-pin/day cadence that triggers Pinterest's growth algorithm

Pinterest rewards volume + consistency. New accounts that publish 80-140 fresh pins/day for 30 straight days move from "new pinner" to "established pinner" tier inside 30 days. At that point Pinterest starts pushing ur pins into the "fresh" + "trending" feeds bc the algorithm now classifies u as a high-velocity content source.

Day 1-7 = nothing happens.
Day 8-21 = first 4-7 pins start crossing 4k impressions/each.
Day 22-30 = 1-2 pins cross 80k impressions + u start getting amazon click data.
Day 30-60 = compound stage begins. Older pins start ranking. New pins inherit faster.
Day 60-90 = $4-12k/mo in amazon commissions from 1 account.
Day 90-180 = $8-30k/mo as the compounding library hits scale.

Move 6, stack 4 niche accounts on 1 operator

- "Cozy home + farmhouse" account (women 35-65, home decor amazon vertical)
- "Glow up + clean girl" account (women 22-35, beauty amazon vertical)
- "Christian motherhood" account (women 28-48, faith + family amazon vertical)
- "Pet aesthetic + dog mom" account (women 28-45, pet amazon vertical)

Combined operator revenue at maturity = $40-120k/mo from 4 accounts on $99/mo software spend. 99.5% gross margin...

Move 7, the 5x multiplier nobody knows about (Pinterest Trends)

Pinterest publishes a free trends dashboard at trends.pinterest. com. It shows search volume for every category 6-12 months ahead of actual buying patterns. Pinterest users plan purchases 90-150 days before they buy. The trends dashboard tells u exactly what to publish 90 days from now to capture demand BEFORE the brokies pile in.

The dashboard is FREE. 96% of Pinterest creators do not use it. The 4% who do = the operators clearing $30k+/mo on the platform...

(btw amazon's bonus pool kicks in at scale through MCN-level agency aggregation. Solo Pinterest operators get base amazon associates rates of 3-8%. Agency-aggregated operators get a cumulative 18-24% effective rate bc the agency negotiates the bonus pool across 280+ creators on the same brand portfolios. The brand thinks they're paying out at standard associates rates. They're paying us at premium tiered rates. The brand doesn't know. We are not going to tell them.)

Sometimes a 480 million MAU platform sits there w 86 million US buyers at $76k median income + the lowest CPM equivalent in the entire internet + a 6-18 month content lifespan + 0% AI detection + 0% moderation pressure + every operator on twitter ignores it bc it doesn't have a follower count flex.

Their ego = ur 18 month compounding asset.

The agency = ap3x .spot

1 of fewer than 10 MCN-level tiktok agency partners globally. The Pinterest vertical is currently the highest priority opening we're filling this month bc the platform's organic distribution is at a 4 year low CPM + we just locked premium aggregated amazon rates that double the per-pin revenue solo operators can access.

We don't sell info. We 1:1 coach operators directly into a contractually hired position inside the agency. Mid 5-figure brand retainer base + ongoing % of every campaign we plug u into + ur share of the aggregated amazon bonus pool + every team dinner comped + quarterly agency trips.

$55M+ across 12 ppl in <12 months. 15 May spots open. Nearly 2k applications in. We hand pick.

Apply or stay running tiktok videos that die in 17 minutes while ur pinterest competition compounds for 18 months lmfaoooo 😂

[Maran @TheMaran]

how to claim chatgpt business plan for $0

you can use this for 2 months

> go to: https://t.co/nFHyiVZADw

- promo code:
STRIPEATLASGPT4BIZ050126

- you need us ip (you can buy them from proxy sellers)

- select 2 seats

- continue with the payment

> don't forget to revoke your card, just before the plan expires

> if it shows "looks like you don't meet the eligibility criteria for this promotion" even after using us ip

> wait for future promotional event, there will be more in the future

[Enigma @0xAdesola]

Download any video or audio from the internet in seconds.

Supports:
YouTube
TikTok
X
Facebook
Snapchat and more.

No ads.
No watermarks.
No signups. 👇🏻

[MoJJo_ @MoJJo_V]

The time has come, these are my settings :

Perpetual Dex : @risextrade
Pair : BTC:PERP-USDC
Leverage : x25
Margin : 1k
Participation Rate : Normal
Reference Price : DGrid>Crypto
Stop Loss : 5%
High-performance algorithmic trading terminal : @tread_fi
My referral : https://t.co/4HjuNwcGDj

Obviously all of this depend on the bitcoin:native movement you need to WATCH your trades and close them when you are satisfied.

Im just a normal guy like you,but i can tell you for sure my quant dev is not a normal guy. @davidyjeong is the creator of this KILLER DGrid bot and he deserves some credit.

Follow/Like and Repost.

Please share with me your Green PNL after you use the guide. LETS GO BRRRRRRRRRRRRRRRRRRRRRR🚀🚀🚀🚀🚀🚀

[Tulsi Soni @shedntcare_]

Remote jobs for introverts (no talking required)!!! You can work in the evening from home after your 9-5 job, and it pays in USD.

Open Thread ↓

[Web3Talks 💜 | PW3 @justprotocol]

i shouldn't be teaching you this, but then fxck it...

here are 5 lazy jobs you can do from home and earn up to $30/hr👇🏻

[Sac @Saccc_c]

https://t.co/7bPLnuZH0V

[Mulight 沐光🌟 @0xMulight]

玩Hermes Agent找不到好用的插件和教程？

终于有人出手了！GitHub 上新鲜出炉的awesome-hermes-agent 项目，直接把 Hermes生态的所有内容都整理好了！这是一个由社区大佬打造的终极资源汇总大全，堪称 Hermes 玩家的宝典。

这个项目到底有多良心？核心亮点如下：

一站式生态导航地图
全网最优质的 Hermes衍生项目，比如带 UI 的客户端、各种套壳工具，在这里都分门别类整理得清清楚楚。

开箱即用的超强插件库
需要给 Agent 接入 Telegram？需要读取本地数据库？还是想找高阶的思维链配置文件？这里收录了大量即插即用的社区插件和适配器，随拿随用。

保姆级干货与教程合集
无论你是刚入坑的新手想看“一键安装指南”，还是进阶开发者想找“底层运行机制解析”或是“多智能体协作实战”，仓库里都收录了最优质的文章和视频教程链接。

持续进化的开源兵器谱库
作为awesome系列的仓库，它是一个保持生命力的共建项目。你发现了什么好用的新工具，也可以直接提 PR 补充进去，大家互推互助。

非常建议把这个仓库标星收藏起来！以后配置本地 Agent 遇到问题，先来这里翻一翻！

项目地址：
https://t.co/B8zY06OhUX

[Mulight 沐光🌟 @0xMulight]

想搭建中转站挣钱？

服务器不会买？域名不会解析？AI Agent 都不会用？

@libapi_ 扒皮哥一条帖直接把全流程喂到我们嘴里！

这个方案直接解决：

自建 Subapi 中转站 + OAuth 授权登录，轻松把账号分享给朋友一起用，还能自己做小服务变现！

全程傻瓜式：
· 买服务器（Dmit 直连推荐）
· SSH 连接 + 让 AI Agent 全权代理
· GitHub 开源 Subapi 一键部署
· Cloudflare 域名解析 + 面板绑定 OpenAI OAuth

部署完自动生成 .md 新手指引，小白也能秒上手，人性化拉满！

想赚中转站这波红利的朋友，非常建议点赞收藏

原教程戳这里 👇

[A C X @ceogalxe]

"Hermes Agent” bisa mempertahankan memori lintas sesi, lalu membuat dan mengembangkan skill sendiri dari experience ‼️

berikut 10 repo GitHub untuk benar-benar memaksimalkan Hermes Agent kamu :

🔸Hermes Agent main body
Github : https://t.co/0wjkLHLiFF
Repository core resmi dari Nous Research. Menggunakan lisensi MIT, jadi bebas digunakan.

🔸Hermes-Wiki
Github : https://t.co/nu6zsfOzrq
Wiki komunitas yang menjelaskan source code Hermes Agent. Berguna untuk memahami implementasinya.

🔸Hermes Atlas / Hermes Ecosystem
Github : https://t.co/924eH85bPG
Peta ekosistem Hermes. Bisa melihat gambaran 100+ tool dan skill, serta mendukung pencarian RAG.

🔸Hermes Control Interface
Github : https://t.co/bYjX00DWgK
Dashboard self-hosted. Bisa mengelola banyak agent, task jangka panjang, dan memori dalam satu tampilan.

🔸Hermes Skill Factory
Github : https://t.co/5ocYaBsumf⁠
Mereview task yang sudah dikerjakan, lalu otomatis membuat dan menambahkan skill baru. Agent bisa membuat “senjata” atau kemampuannya sendiri.

🔸Maestro
Github : https://t.co/VZFsMODwiM
Tool multi-agent yang berjalan lokal. Bisa menghubungkan Codex, Claude Code, dan Gemini, sambil mengelola memori terstruktur serta handoff antar-agent.

🔸Hermes Agent Camel
Github : https://t.co/NmGgwxdiGP⁠
Versi fork yang sudah memasukkan trust boundary atau batas keamanan CaMeL. Cocok untuk proteksi saat digunakan di production.

🔸Hermes HUD
Github : https://t.co/QPHkEU1Hrp
Terminal monitoring berbasis Textual/TUI. Bisa memvisualisasikan alur “kesadaran” agent dan kondisi memorinya secara real-time.

🔸Hermes Alpha
Github : https://t.co/gKMVxkS1Lc
Template deployment Hermes Agent untuk environment cloud. Sudah termasuk Makefile dan contoh konfigurasi.

🔸Awesome Hermes Agent
Github : https://t.co/xhmhb1OU3n⁠
Daftar kurasi komunitas berisi plugin, prompt, dan materi belajar seputar Hermes Agent.

jika kalian pakai hermes agent, bookmark ini.

[Jason Zhu @GoSailGlobal]

你花钱买 AI 课的时候 Google 在偷偷把同一套东西免费给出来

推上 @RoyAmal 整理了一份 Google 官方 10 门免费 AI 课的清单
路径都在 https://t.co/68rZ8nmhR8（Google Cloud Skills Boost）上
注册 Google 账号就能学 一分钱不要

我把 10 门课整理一版中文索引 链接在每条下面

1）Generative AI Basics（生成式 AI 基础）
入门第一课 讲清楚什么是 GenAI 应用场景有哪些
https://t.co/n9GE2KdZhV

2）Large Language Models（大语言模型）
ChatGPT 这类系统底层怎么跑的
https://t.co/V598HiVf2G

3）Responsible AI（负责任的 AI）
伦理 偏见 真实世界的风险
这门很多人会跳 但它其实是 AI 工程师的护城河
https://t.co/6oyxspi9Ql

4）Full Learning Path（完整学习路径）
Google 官方排好顺序的 AI 学习路线 step by step
不知道从哪开始就直接走这条
https://t.co/Bj6qM0girs

5）Encoder-Decoder（编码器-解码器）
模型怎么把输入转成输出 翻译类模型的底层
https://t.co/B08AGM5iK8

6）Attention Mechanism（注意力机制）
Transformer 的核心 现代所有大模型的根基
这门是分水岭 听懂了再往后走 轻松一倍
https://t.co/S8TVS095c4

7）Image Generation（图像生成）
文生图系统的原理 Stable Diffusion / Midjourney 那一套底层
https://t.co/ol2zCtN1wF

8）GenAI Tools（生成式 AI 工具）
动手实验课 不光看视频
https://t.co/gIgWFIwkFF

9）AI Applications（AI 应用）
真实业务场景里 AI 怎么落地
https://t.co/gbiFK5E2ux

10）Vertex AI
Google Cloud 上怎么把 AI 模型 build + deploy 上线
这门最实用 直接对应工作技能
https://t.co/XYgQATmfO4

总入口 https://t.co/o8Tsrp5vmp
所有课程集合 也可以从第 4 条「Full Learning Path」那门进去 一条线学下来

@RoyAmal 在原推里的那句金句

大多数人的学习是 watch → forget（看完就忘）
这套路径给你的是 learn → practice → build（学 → 练 → 造东西）

如果你真打算认真学 AI，这是你免费版的 roadmap

[Ronin @DeRonin_]

I cut my Claude Code bill by 70% with 3 GitHub repos

Tested 10 repos that claim to save tokens. Ran each one for a full day on real projects

Most were hype. 3 actually changed my workflow

Here's what they do and how to set each one up:

1. RTK (Rust Token Killer)

The problem: every terminal command you run like "npm install", "git log", test suites, build output

It gets dumped raw into Claude's context. You're paying for Claude to read thousands of lines of noise

The fix: RTK is a CLI proxy that sits between your terminal and Claude. It filters output before it hits context

How to set it up:
- install the binary (one command, zero dependencies)
- it auto-detects Claude Code sessions
- runs silently in the background
- no config needed, works out of the box

My result: 60-90% reduction on terminal-heavy sessions

Best for: developers who run builds, tests, or installs frequently during Claude sessions

2. Caveman Claude

The problem: Claude responds like a teacher by default, full explanations, caveats, context. Helpful when learning, but expensive when shipping

The fix: one line in your CLAUDE.md that rewrites Claude's output behavior to be compressed and terse

How to set it up:
- clone the repo
- copy the prompt snippet into your project's CLAUDE.md
- DONE! Claude immediately responds in compressed mode
- Toggle it off anytime by removing the line

My result: 65-75% fewer output tokens with identical code quality

I compared outputs side by side for a full day, same code, same logic, half the tokens

Best for: experienced developers or code users who don't need Claude to explain what it's doing

3. Context Mode

The problem: if you use MCP tools (Playwright, GitHub API, browser, any external tool), their raw responses flood your context silently, literally single page read can eat thousands of tokens

The fix: sandboxes all tool output into SQLite and only passes clean summaries into your conversation

How to set it up:
- install as a Claude Code plugin
- it auto-intercepts MCP tool responses
- raw data goes to local SQLite
- Claude only sees the summary

My result: 98% context reduction on tool-heavy workflows

Best for: anyone running Playwright, browser tools, API calls, or multiple MCP servers

How to stack all 3:

- RTK cleans the input (terminal noise)
- Caveman cleans the output (verbose responses)
- Context Mode cleans the tools (MCP bloat)

Each fixes a different layer and together they compound

You don't need all 3, just pick based on your workflow:

heavy terminal output? → start with RTK
output too verbose? → start with Caveman
lots of MCP tools? → start with Context Mode

Quick test right now: run /context in a fresh Claude Code session and check how much context is already used before you type anything

If it's over 20%, you're leaking tokens

All repo links in the comments

Save it.

[そう｜Claude Codeで始めるAI自動化 @so_ainsight]

セッションをまたいで記憶を保ち、経験から自分でスキルを作って育つAIエージェント Hermes Agent。ガチで使い倒すためのGitHubレポ10選：

21 Hermes Agent 本体
Nous Research公式のコアリポジトリ。MITライセンスで自由に使える。
https://t.co/Xj5kY3HUz4

2. Hermes-Wiki
Hermes Agentのソースコードを解説するコミュニティWiki。実装理解に効く。
https://t.co/6UGWzE6O3X

3. Atlas
エコシステム地図。100+のツール・スキルを俯瞰でき、RAG検索にも対応。
https://t.co/AuY36B2kkY

4. Control Interface
セルフホスト型ダッシュボード。複数エージェント・長時間タスク・記憶を一画面で管理。
https://t.co/XTHgrAfggT

5. Skill Factory
タスクを振り返って新スキルを自動生成・追加。エージェントが自分の武器を自製。
https://t.co/IvZ72W58kL

6. Maestro
ローカル動作のマルチエージェント協調ツール。Codex・Claude Code・Geminiを横断して構造化記憶と引き継ぎを管理。
https://t.co/X5h3q7uEPK

7. Hermes Agent Camel
信頼境界（CaMeL）を組み込んだフォーク版。本番運用の防護に向く。
https://t.co/vfSFVYi54T

8. Hermes HUD
TextualベースのTUI監視ターミナル。意識の流れとメモリ状態をリアルタイム可視化。
https://t.co/4IIEHRRNdY

9. Hermes Alpha
クラウド環境向けのHermes Agentデプロイ用テンプレート。Makefileと設定例同梱。
https://t.co/vgGr1aACLd

10. Awesome Hermes Agent
コミュニティ厳選のプラグイン・プロンプト・教材まとめリスト。
https://t.co/6ojreZi1yR

保存して順に試してみて。

[Nelly; @nrqa__]

TOP 11 FREE AI COURSES TO TRY IN 2026:

1. Foundation of Prompt Engineering
👉https://t.co/HE7F2RXR9A

2. Retrieval Augmented Generation
👉 https://t.co/w1bXuA3SnL

3. AI Essential Courses
👉 https://t.co/dhEzFVw7Mm

4. Intro to Generative AI
👉 https://t.co/n3IED25krK

5. Intro to Responsible AI
👉 https://t.co/4KoUWrEZLh

6. LLMOps
👉 https://t.co/OXsRteqUO7

7. CS50 Introduction to AI with Python
👉 https://t.co/Jk6fdXXPMH

8. Introduction to AI
👉 https://t.co/BbTmV6B1pv

9. Academy Resources
👉 https://t.co/BmREnCoCDq

10. A Practical Guide to Building Agents
👉 https://t.co/GWsEGRcAD8

11. Prompt Engineering for ChatGPT
👉 https://t.co/fpvRp2xqpS

[GitTrend @GitTrend0x]

Hermes 一丢 Agent，全网又卷出 5 个全新进化体！

Web 指挥舱，Meta 反思技能包、完整工作空间、全功能 Dashboard、意识监控 HUD……全网程序员把 Hermes 玩成了下一代 Agent 可视化 + 自我反思 + 指挥中心神器。

刚从 GitHub 实时验证挖到 5 个全新不重复的干货：

1️⃣ Hermes-Studio（https://t.co/WOl4olxYsA）

Web UI Dashboard：聊天+记忆+技能+终端+审批+多 Agent 编排。
“Agent 指挥舱”实锤了！

2️⃣ super-hermes（https://t.co/6mNuafHzi4）

Meta 思考技能包：自己写 prompt + 报告“找到什么+漏掉什么”。
Agent 终于学会反思盲区😂

3️⃣ hermes-workspace（https://t.co/IjMwS0zvUn）

原生 Web 工作空间：聊天+终端+记忆+技能+子 Agent 一体。
一行 curl 搞定指挥中心！

4️⃣ hermes-web-ui（https://t.co/iMrinhXWzV）

全功能 Web Dashboard：会话+成本+多平台+cron 可视化。
手机远程指挥 Agent 军团上线。

5️⃣ hermes-hudui（https://t.co/V3AZcUQCVK）

Web 版意识监控 HUD：实时灵魂状态 + 记忆路径 + 思考轨迹。

终于能“看到” Agent 在想啥了！

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为什么这些新进化体这么炸？

全吃 Hermes 底层循环当 DNA，社区再疯狂补 Web 指挥舱、Meta 反思、完整工作空间、可视化 Dashboard、意识监控…… 生态卷速肉眼可见。