Siddharth Rao

Entrepreneur | AI & Crypto Enthusiast
Building the future with 🦎
Exploring innovation, decentralization & intelligent systems

[小马｜vibe coding 实战 @VibePonyAI]

90%使用Claude Code的人不知道这些仓库的存在。我半年前也不知道。

我在2026年使用的9个仓库：

[Shub @shub0414]

Vibe coding final Boss💀

[Your MVP Guy @Sherifdeenolat2]

What are you choosing for vibe coding here??

[Siddharth Rao @spronline]

@mikeinweb Testnets are removing friction from deployment, not from responsibility. The gap between shipping and understanding is where most failures will come from.

[Siddharth Rao @spronline]

@pvergadia Most teams don’t fail at coding, they fail at planning. Vibe coding without architectural intent is just fast chaos.

[Siddharth Rao @spronline]

@TryNoahAI @DriftProtocol Vibe coding will stay. The winners will be those who wrap it in security, audits, and engineering discipline.

[Alex Xu @alexxubyte]

MCP vs Skills

[Priyanka Vergadia @pvergadia]

🟥WARNING: Vibe coding without a Lead Architect prompt is throwing away 80% of your results.

How do you vibe code like a senior engineer?

Here's what a structured AI prompt actually gives you:

→ Enforced separation of concerns across every file it writes
→ Named directories, stated before a single line of code
→ Auto-typed functions, docstrings, and error handling every time
→ Tests suggested after every implementation
→ Security rules baked in: no hardcoded secrets, rate limiting, input sanitization

Without this? AI Coding agents writes code. With this? they thinks like your senior engineer.

AI coding tools fail at architecture. One prompt that enforces your structure turns a vibe coder into a disciplined staff engineer.

[Chorus.com @text_chorus]

You do not need a Mac Mini to run an AI agent.

People are running autonomous agents on:
→ $5/mo VPS servers
→ Old laptops
→ Cloud instances
→ Raspberry Pis

The barrier to entry is lower than you think.

The hard part is not hardware. It is designing what your agent should actually do.

[Alex Sidorenko @asidorenko_]

Beyond vibecoding

[Y Combinator @ycombinator]

AI can’t yet one-shot an entire product—but with the rise of vibe coding, supercharged developers are getting close.

Part intuition and experimentation, part validation, it's the new frontier of software development.

YC's Tom Blomfield (@t_blom) has spent the last month building side projects with tools like Claude Code, Windsurf, and Aqua, seeing just how far you can push modern LLMs. From writing full-stack apps to debugging with a single copy paste of an error message, AI is becoming a legit collaborator in the dev process.

With tips from YC founders in the Spring batch, this is a playbook for anyone who wants to get the most out of vibe coding and build faster.

[Chameleon Network @CHMLnetwork]

𝐂𝐡𝐚𝐦𝐞𝐥𝐞𝐨𝐧 𝐃𝐞𝐯 𝐔𝐩𝐝𝐚𝐭𝐞 — 𝐌𝐚𝐫𝐜𝐡 𝟑𝟎 – 𝐀𝐩𝐫𝐢𝐥 𝟑, 𝟐𝟎𝟐𝟔⁣
This week the core team ran the internal testnet.⁣
⁣
𝐈𝐧𝐭𝐞𝐫𝐧𝐚𝐥 𝐓𝐞𝐬𝐭𝐧𝐞𝐭 𝐑𝐮𝐧⁣
Deployed 3–5 validator nodes using the new testnet chain spec and ran the install script end to end. Validated block production, staking, emissions, pDEX swaps, and bridge deposits. Also validated the full privacy transfer flow, shield to confidential transfer to unshield, all on real testnet parameters with the 100M CHML supply and 1,750 pCHML staking requirement in place.⁣
⁣
𝐈𝐬𝐬𝐮𝐞𝐬 𝐄𝐧𝐜𝐨𝐮𝐧𝐭𝐞𝐫𝐞𝐝 𝐚𝐧𝐝 𝐅𝐢𝐱𝐞𝐝⁣
Running the internal testnet surfaced a few expected infrastructure issues which the team identified and resolved:⁣
⁣
- Validator nodes were getting stuck in "Waiting" and not flipping to "Active". Traced to a session rotation timing issue and fixed.⁣
⁣
- AlertManager was firing false alerts during normal session rotations. Monitoring thresholds have been tuned to correctly distinguish a genuine halt from expected rotation gaps.⁣
⁣
- Nodes were dropping peers and not reconnecting without a manual restart. Peer discovery has been stabilised and nodes now recover automatically.⁣
⁣
- The testnet faucet was running low on pCHML without any alert. A refill threshold and notification have been put in place so onboarding is never blocked.⁣
⁣
𝐖𝐡𝐚𝐭'𝐬 𝐍𝐞𝐱𝐭⁣
With infrastructure stable and fixes in, the team will now build and test the testnet APK. This will go through multiple rounds of iteration, similar to how the devnet APK was tested across many builds, until the experience is stable enough to release to the community.

[Claude @claudeai]

Assign a task from your phone, turn your attention to something else, and come back to finished work on your computer.

Tell Claude once to scan your email every morning or pull a report every Friday, and it handles it from there.

[AI on Base @AIonBase_]

🦞 MOLT ECOSYSTEM MAP 🦞

83 projects. 1 chain. 1 framework.

[ CORE INFRA ]

FOUNDATION

▫️ @openclaw: Core framework for building autonomous AI agents
▫️ @base: Economic settlement layer

STANDARDS & PROTOCOLS

▫️ ERC-8004: Onchain identity and discovery standard for agents
▫️ x402: HTTP payment protocol - agents pay for services via USDC micropayments
▫️ ACP (Agent Commerce Protocol): Onchain agent-to-agent transactions by @virtuals_io

WALLETS

▫️ @bankrbot: AI crypto banker - wallets, trading, skills, DeFi for agents
▫️ @privy_io: Agentic Wallets - agents hold, sign, transact autonomously
▫️ @wardenprotocol: Agentic Wallet - multi-agent orchestration, one wallet accessible to any agent
▫️ Coinbase CDP: Developer platform - agent wallets on Base
▫️ @MetaMaskDev: Smart Accounts Kit - embedded smart accounts, delegations, advanced permissions via skill

SIMULATION & AGENT WARS

▫️ @DXRGai: Massive simulation - 36K+ agents, 2.6M messages, 40B tokens processed. DX Terminal Pro for onchain agent markets on Base
▫️ @ForgeAI_gg: Competitive trading tournaments - agents battle for ROI supremacy and prize pools

INFRA

▫️ @clanker_world: Token launch infrastructure for agent launches
▫️ @xmtp_: Decentralized messaging protocol, x402 integration
▫️ @daydreamsagents: Lucid SDK - agents ship x402 paid endpoints with ERC-8004 identities. Commerce skills, inference routing, xgate discovery
▫️ @starkbotai: x402-enabled agent deployment infrastructure
▫️ @FelixCraftAI: Hosted agent stack - text, voice, memory, tools without config
▫️ @neynarxyz: Social graphs and feeds infrastructure

COMPUTE & DATA

▫️ @eigencloud: Verifiable computation - TEE execution, deterministic AI inference
▫️ @heurist_ai: Crypto skills - market headlines, research, trending tokens, wallet analysis
▫️ @reppo: Continuous learning - real-time data pipelines for agents using prediction markets
▫️ @AskVenice: VPN for AI models - private/anonymized inference, lower costs
▫️ @ClawCloudx: Cloud platform - autonomous compute purchase on Base
▫️ @ConwayResearch: Permissionless compute - agents buy VMs with USDC, deploy code

SECURITY & TRUST

▫️ @Wach_AI: Mandates - deterministic agreements between agents for reputation
▫️ @ChaosClawAI: Trust sentinel - verifies ERC-8004 identity, explains reputation signals
▫️ PromptIntel by @fr0gger_: Threat intel feed - agents report and receive security alerts
▫️ @cybercentry: Security verification and auditing - token, wallet, code, web app verification
▫️ @regent_cx: Unruggable agent safety - dual TEE backup on @eigencloud & @PhalaNetwork

PAYMENTS & COMMERCE

▫️ @zauthx402: x402 endpoint verification, trust infra for autonomous commerce
▫️ @b402ai: Private agent payments - Railgun ZK proofs
▫️ @x402_Layer: Agents sell autonomously - create x402 endpoints, set pricing

++ more 🧵🦞

[Siddharth Rao @spronline]

The next wave isn’t AI.
It isn’t crypto either.
It’s AI agents operating on-chain.

Autonomous.
Permissionless.
Always-on economic actors.

Most people still think this is years away.
It’s not.

#AI #CryptoUpdates #web3‌‌ #AIAgents #OnchainAI #DeFi #Blockchain

[Chameleon Network @CHMLnetwork]

Chameleon Network Galxe Quest is live ✅
Follow @CHMLnetwork on X & earn 1,000 Points!⚡Gasless | FCFS | Instant Reward

Powered by @GalxeQuest 👇
https://t.co/YKu4zCFaB5

#Galxe #GalxeOAT #ChameleonNetwork #Web3 #DeFi

[Chameleon Network @CHMLnetwork]

📣 𝐂𝐡𝐚𝐦𝐞𝐥𝐞𝐨𝐧 𝐃𝐞𝐯 𝐔𝐩𝐝𝐚𝐭𝐞 — 𝐅𝐞𝐛 𝟎𝟕–𝐅𝐞𝐛 𝟏𝟑, 𝟐𝟎𝟐𝟔 ⁣⁣
⁣⁣
𝐃𝐞𝐯𝐧𝐞𝐭 𝐀𝐏𝐊 𝐑𝐞𝐥𝐞𝐚𝐬𝐞 (𝐯𝟏.𝟔𝟎) + 𝐐𝐀 𝐒𝐭𝐚𝐛𝐢𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧⁣⁣
✅ Devnet APK v1.60 released for community testing (DEVNET ONLY — test balances)⁣⁣
📥 APK download on Telegram: https://t.co/3Y4jqArn5T ⁣⁣
⁣⁣
🛠️ 𝐐𝐀 𝐒𝐭𝐚𝐛𝐢𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧 / 𝐁𝐮𝐠 𝐅𝐢𝐱𝐞𝐬⁣⁣
• Power + Single-Sided Liquidity hardened (provisioning, guardrails, rewards consistency, withdrawals)⁣⁣
• Swap UX improved (slippage + Min Received clarity) + better fee/accounting validation⁣⁣
• General polish: clearer loading/success/error feedback + fewer “silent” states⁣⁣
⁣⁣
🔜 𝐍𝐞𝐱𝐭⁣⁣
• Release validator setup scripts⁣⁣
• Collect feedback → ship improved Devnet APK⁣⁣
• Start testnet preparation⁣⁣
⁣⁣
📌 𝐃𝐞𝐭𝐚𝐢𝐥𝐞𝐝 𝐛𝐫𝐞𝐚𝐤𝐝𝐨𝐰𝐧: https://t.co/L9vOUMwFn9

[Indie Hackers @IndieHackers]

Vibe coding isn't going away.

It's only getting better, more powerful, and more popular. 🚀

A directory of the 29 top vibe coding tools real builders are using today (bookmark this thread):

[Kirk Borne @KirkDBorne]

Types of #Databases

#infographic source: @brijpandeyji at https://t.co/Nx7jfTeP88

[Data Science Dojo @DataScienceDojo]

Data wrangling, in essence, refers to the meticulous process of transforming and organizing raw data into a more accessible and interpretable format.

Read about useful data analysis expressions in this blog:
https://t.co/nfyZNnsLKu

#datawrangling #dataanalysis #datascience