DEV Community: Jeffrey.Feillp

TSU Protocol: Open-Source RISC-V NPU for Edge AI (1778645254)

Jeffrey.Feillp — Wed, 13 May 2026 04:07:34 +0000

TSU Protocol: Open-Source RISC-V NPU for Edge AI

The Problem

AI inference needs dedicated hardware, but existing options are expensive and proprietary. NVIDIA's Grace Hopper costs $30K+. Apple's Neural Engine is locked to macOS. Qualcomm's DSP requires licensing.

TSU Protocol is building the open alternative.

Architecture

RISC-V RV64 + 16 custom Agent-extended instructions:

MatMul & Attention — hardware ops for transformer models
Softmax & RMSNorm — normalization in silicon
Agent Secure Enclave — hardware-isolated agent execution
Mesh Network — on-chip scaling

Tier	Power	Precision	BOM	Target
TSU-M1	5W	INT8	$150	Edge/IoT
TSU-M2	20W	FP16/INT8	$300	On-device AI
TSU-M3	45W	FP16/BF16	$550	Enterprise edge

Open Source. Community-Funded.

Everything is open: ISA spec, Verilog RTL, microarchitecture. No NDA. No royalties.

Current Status

Seeking $50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.

💰 Sponsor TSU Protocol

If you believe in open-source AI hardware, your contribution directly enables our first tape-out.

USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dkv3nyl48wwa03kmnsvpc2xv

Seeking **$50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.**

GitHub: https://github.com/JesesePU/tsu-protocol — Web: https://tsu-protocol-landing.vercel.app

Anonymous. Open-source. DAO-governed. No company, no VC — just code, community, and silicon.

TSU Protocol: Open-Source RISC-V NPU for Edge AI (1778558480)

Jeffrey.Feillp — Tue, 12 May 2026 04:01:20 +0000

TSU Protocol: Open-Source RISC-V NPU for Edge AI

The Problem

TSU Protocol is building the open alternative.

Architecture

RISC-V RV64 + 16 custom Agent-extended instructions:

MatMul & Attention — hardware ops for transformer models
Softmax & RMSNorm — normalization in silicon
Agent Secure Enclave — hardware-isolated agent execution
Mesh Network — on-chip scaling

Tier	Power	Precision	BOM	Target
TSU-M1	5W	INT8	$150	Edge/IoT
TSU-M2	20W	FP16/INT8	$300	On-device AI
TSU-M3	45W	FP16/BF16	$550	Enterprise edge

Open Source. Community-Funded.

Everything is open: ISA spec, Verilog RTL, microarchitecture. No NDA. No royalties.

Current Status

Seeking $50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.

💰 Sponsor TSU Protocol

If you believe in open-source AI hardware, your contribution directly enables our first tape-out.

USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dkv3nyl48wwa03kmnsvpc2xv

Seeking **$50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.**

GitHub: https://github.com/JesesePU/tsu-protocol — Web: https://tsu-protocol-landing.vercel.app

Anonymous. Open-source. DAO-governed. No company, no VC — just code, community, and silicon.

TSU Protocol: Open-Source RISC-V NPU for Edge AI (1778472344)

Jeffrey.Feillp — Mon, 11 May 2026 04:05:44 +0000

TSU Protocol: Open-Source RISC-V NPU for Edge AI

The Problem

TSU Protocol is building the open alternative.

Architecture

RISC-V RV64 + 16 custom Agent-extended instructions:

MatMul & Attention — hardware ops for transformer models
Softmax & RMSNorm — normalization in silicon
Agent Secure Enclave — hardware-isolated agent execution
Mesh Network — on-chip scaling

Tier	Power	Precision	BOM	Target
TSU-M1	5W	INT8	$150	Edge/IoT
TSU-M2	20W	FP16/INT8	$300	On-device AI
TSU-M3	45W	FP16/BF16	$550	Enterprise edge

Open Source. Community-Funded.

Everything is open: ISA spec, Verilog RTL, microarchitecture. No NDA. No royalties.

Current Status

Seeking $50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.

💰 Sponsor TSU Protocol

If you believe in open-source AI hardware, your contribution directly enables our first tape-out.

USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dkv3nyl48wwa03kmnsvpc2xv

Seeking **$50K-$200K in community funding to cover our first MPW tape-out on 28nm/22nm. All funds DAO-governed — released transparently on milestone votes.**

GitHub: https://github.com/JesesePU/tsu-protocol — Web: https://tsu-protocol-landing.vercel.app

Anonymous. Open-source. DAO-governed. No company, no VC — just code, community, and silicon.

Zero to Web3: Writing Your First Smart Contract (1778375584)

Jeffrey.Feillp — Sun, 10 May 2026 01:13:04 +0000

Zero to Web3: Writing Your First Smart Contract

Deploy Your First Contract in 5 Minutes

The Contract

// SPDX-License-Identifier: MIT
pragma solidity ^0.8.0;

contract HelloWeb3 {
    string public message;

    constructor(string memory _msg) {
        message = _msg;
    }

    function update(string memory _msg) public {
        message = _msg;
    }
}

Deploy with Remix

Open remix.ethereum.org
Paste the code
Compile (Ctrl+S)
Deploy to testnet
Call message() to verify

Full Tutorial Series

We publish free Solidity tutorials weekly. Check our GitHub for production-ready examples.

Powered by Tianka Web3 Engine

Donate (USDT TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python (1778375578)

Jeffrey.Feillp — Sun, 10 May 2026 01:12:58 +0000

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python

Why This Matters

The blockchain space is growing fast, and cross-chain tools are the future.

Step 1: Setup

pip install web3 requests pandas

Step 2: Connect to Multiple Chains

from web3 import Web3

chains = {
    "ethereum": Web3(Web3.HTTPProvider("https://eth.llamarpc.com")),
    "bsc": Web3(Web3.HTTPProvider("https://bsc-dataseed.binance.org")),
    "polygon": Web3(Web3.HTTPProvider("https://polygon-rpc.com")),
}

Step 3: Monitor Large Transactions

Monitor whale movements across chains in real-time.

Step 4: Deploy

Run it 24/7 on a $5 VPS or Android Termux.

Built with Tianka Agent Factory

Support development:
USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dk3vyl48wwa03kmnsvpc2xv

Zero to Web3: Writing Your First Smart Contract (1778374406)

Jeffrey.Feillp — Sun, 10 May 2026 00:53:25 +0000

Zero to Web3: Writing Your First Smart Contract

Deploy Your First Contract in 5 Minutes

The Contract

// SPDX-License-Identifier: MIT
pragma solidity ^0.8.0;

contract HelloWeb3 {
    string public message;

    constructor(string memory _msg) {
        message = _msg;
    }

    function update(string memory _msg) public {
        message = _msg;
    }
}

Deploy with Remix

Open remix.ethereum.org
Paste the code
Compile (Ctrl+S)
Deploy to testnet
Call message() to verify

Full Tutorial Series

We publish free Solidity tutorials weekly. Check our GitHub for production-ready examples.

Powered by Tianka Web3 Engine

Donate (USDT TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python (1778374348)

Jeffrey.Feillp — Sun, 10 May 2026 00:52:27 +0000

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python

Why This Matters

The blockchain space is growing fast, and cross-chain tools are the future.

Step 1: Setup

pip install web3 requests pandas

Step 2: Connect to Multiple Chains

from web3 import Web3

chains = {
    "ethereum": Web3(Web3.HTTPProvider("https://eth.llamarpc.com")),
    "bsc": Web3(Web3.HTTPProvider("https://bsc-dataseed.binance.org")),
    "polygon": Web3(Web3.HTTPProvider("https://polygon-rpc.com")),
}

Step 3: Monitor Large Transactions

Monitor whale movements across chains in real-time.

Step 4: Deploy

Run it 24/7 on a $5 VPS or Android Termux.

Built with Tianka Agent Factory

Support development:
USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dk3vyl48wwa03kmnsvpc2xv

Zero to Web3: Writing Your First Smart Contract (1778367572)

Jeffrey.Feillp — Sat, 09 May 2026 22:59:32 +0000

Zero to Web3: Writing Your First Smart Contract

Deploy Your First Contract in 5 Minutes

The Contract

// SPDX-License-Identifier: MIT
pragma solidity ^0.8.0;

contract HelloWeb3 {
    string public message;

    constructor(string memory _msg) {
        message = _msg;
    }

    function update(string memory _msg) public {
        message = _msg;
    }
}

Deploy with Remix

Open remix.ethereum.org
Paste the code
Compile (Ctrl+S)
Deploy to testnet
Call message() to verify

Full Tutorial Series

We publish free Solidity tutorials weekly. Check our GitHub for production-ready examples.

Powered by Tianka Web3 Engine

Donate (USDT TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python (1778367566)

Jeffrey.Feillp — Sat, 09 May 2026 22:59:25 +0000

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python

Why This Matters

The blockchain space is growing fast, and cross-chain tools are the future.

Step 1: Setup

pip install web3 requests pandas

Step 2: Connect to Multiple Chains

from web3 import Web3

chains = {
    "ethereum": Web3(Web3.HTTPProvider("https://eth.llamarpc.com")),
    "bsc": Web3(Web3.HTTPProvider("https://bsc-dataseed.binance.org")),
    "polygon": Web3(Web3.HTTPProvider("https://polygon-rpc.com")),
}

Step 3: Monitor Large Transactions

Monitor whale movements across chains in real-time.

Step 4: Deploy

Run it 24/7 on a $5 VPS or Android Termux.

Built with Tianka Agent Factory

Support development:
USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dk3vyl48wwa03kmnsvpc2xv

Zero to Web3: Writing Your First Smart Contract (1778364748)

Jeffrey.Feillp — Sat, 09 May 2026 22:12:28 +0000

Zero to Web3: Writing Your First Smart Contract

Deploy Your First Contract in 5 Minutes

The Contract

// SPDX-License-Identifier: MIT
pragma solidity ^0.8.0;

contract HelloWeb3 {
    string public message;

    constructor(string memory _msg) {
        message = _msg;
    }

    function update(string memory _msg) public {
        message = _msg;
    }
}

Deploy with Remix

Open remix.ethereum.org
Paste the code
Compile (Ctrl+S)
Deploy to testnet
Call message() to verify

Full Tutorial Series

We publish free Solidity tutorials weekly. Check our GitHub for production-ready examples.

Powered by Tianka Web3 Engine

Donate (USDT TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python (1778364742)

Jeffrey.Feillp — Sat, 09 May 2026 22:12:22 +0000

Building a Cross-Chain DeFi Monitor in 30 Minutes with Python

Why This Matters

The blockchain space is growing fast, and cross-chain tools are the future.

Step 1: Setup

pip install web3 requests pandas

Step 2: Connect to Multiple Chains

from web3 import Web3

chains = {
    "ethereum": Web3(Web3.HTTPProvider("https://eth.llamarpc.com")),
    "bsc": Web3(Web3.HTTPProvider("https://bsc-dataseed.binance.org")),
    "polygon": Web3(Web3.HTTPProvider("https://polygon-rpc.com")),
}

Step 3: Monitor Large Transactions

Monitor whale movements across chains in real-time.

Step 4: Deploy

Run it 24/7 on a $5 VPS or Android Termux.

Built with Tianka Agent Factory

Support development:
USDT (TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu
BTC: bc1ph7qnaqkx4pkg4fmucvudlu3ydzgwnfmxy7dk3vyl48wwa03kmnsvpc2xv

Zero to Web3: Writing Your First Smart Contract (1778364557)

Jeffrey.Feillp — Sat, 09 May 2026 22:09:17 +0000

Zero to Web3: Writing Your First Smart Contract

Deploy Your First Contract in 5 Minutes

The Contract

// SPDX-License-Identifier: MIT
pragma solidity ^0.8.0;

contract HelloWeb3 {
    string public message;

    constructor(string memory _msg) {
        message = _msg;
    }

    function update(string memory _msg) public {
        message = _msg;
    }
}

Deploy with Remix

Open remix.ethereum.org
Paste the code
Compile (Ctrl+S)
Deploy to testnet
Call message() to verify

Full Tutorial Series

We publish free Solidity tutorials weekly. Check our GitHub for production-ready examples.

Powered by Tianka Web3 Engine

Donate (USDT TRC-20): TU8NBT5iGyMNkLwWmWmgy7tFMbKnafLHcu