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Author Topic: [ANN][GPU] TKNC — Every Miner Is an AI Server  (Read 44 times)
TKNC (OP)
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July 17, 2026, 08:30:18 PM
Last edit: Today at 06:52:18 AM by TKNC
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TKNC — Your GPU Doesn't Just Mine. It Sells AI.



Why TKNC — The 2035 Vision

The AI Compute Crisis

Today's AI industry is gripped by a severe compute bottleneck. Electricity: centralized AI data centers consume power comparable to small nations — training a single frontier model requires megawatts. Chips: NVIDIA's near-monopoly on AI GPUs has driven prices to exorbitant levels; TSMC's advanced-node capacity is the hard ceiling. Centralization: a handful of trillion-dollar companies control the majority of AI compute, pricing independent developers and small teams out of running state-of-the-art models. The infrastructure is centralized, fragile, and expensive.

The AI Capital Frenzy — Speculation vs. Substance

Hundreds of billions in venture capital are pouring into AI. Many funded startups have no real revenue — just benchmarks and pitch decks. GPU hoarding is rampant: companies stockpile chips to signal scale, not to use them. Inference is often priced below cost, subsidized by investor money to grab market share. But capital cycles turn — when funding tightens, services that can't stand on their own economics face hard questions.

TKNC takes a simpler path. No venture capital, no subsidies, no below-cost pricing. Miners earn from block rewards and real inference fees from real users. If your costs are lower than what users pay, you profit. If not, you don't. The network survives on one question: do people need AI inference and will they pay for it? That demand is real, and it's growing.

Hardware Evolution — The Coming Democratization

But hardware evolves exponentially. Compute per dollar has doubled roughly every 18–24 months — the same trajectory that once made AAA games playable on mid-range GPUs. Following this trend, consumer hardware will deliver 8–16× today's compute within a decade. Models that demand an RTX 4090 today will run on ordinary laptops — even phone chips — by 2035. Running 100-billion to trillion-parameter models will become as natural and cheap as opening a webpage. TKNC is built for this future — a decentralized network where anyone with a GPU can provide AI inference to the world.

Economic Natural Law — Mining Evolves into Inference

We respect the natural laws of economics. As block rewards diminish over the ~9-year emission period, a tipping point arrives: when mining revenue falls far below inference revenue, miners will automatically shift to selling LLM inference compute. No governance vote, no hard fork, no coercion — just market forces driving the natural transition from a mining-centric economy to an inference-centric one. Same GPU, higher returns.

Post-Emission — A Self-Sustaining Loop

After all 1 billion TKNC are emitted (~9 years), the network enters its permanent phase. Every AI server still selling compute automatically maintains the network's security through Proof-of-Work — the hashpower that once mined coins now secures the chain. TokenCoin circulates endlessly between users and AI miners: users pay TKNC for inference, miners earn TKNC for providing compute, and TKNC remains the sole payment currency powering the entire ecosystem. No inflation, no dilution — a self-sustaining economic loop where value flows between users and miners forever.



What is Dual-Engine Consensus TKNC

Start the miner — your GPU doesn't just hash blocks, it instantly becomes an AI inference server listed on nc.shop][Suspicious link removed]nc.shop. Anyone worldwide can send requests to your GPU and pay you for it. Same GPU, two revenue streams. No registration, no KYC — a public IP is all you need, even a SIM card.

Integrated with llama.cpp, supporting CUDA/Vulkan/ROCm/Metal, automatic multi-GPU parallel processing.




Extremely Simple

① Provide Inference — One Command to Go Live

Start the miner, set the token-to-TKNC exchange rate, and your miner automatically appears on the nc.shop][Suspicious link removed]nc.shop marketplace. Anyone can use your miner for inference, and you earn revenue.

Code:
tknc-miner.exe -wallet=token1q... -token=20000



② Use Inference — Just Enter API Key

Get an API Key from nc.shop][Suspicious link removed]nc.shop, enter it into tknc-cli to auto-configure the local proxy. Add it to any IDE tool and start using it.

Code:
tknc-cli.exe
# Select Inference Service → Enter API Key → Auto-configures 127.0.0.1:9393 proxy

Code:
# Any IDE / Tool Configuration
Endpoint: http://127.0.0.1:9393/v1/chat/completions
API Key:  tknc_xxxxxxxx

③ List Models — Zero Barrier, Public IP is All You Need

Numerous open-source models or your own fine-tuned models can be listed on nc.shop][Suspicious link removed]nc.shop with extreme simplicity. No complex setup required — all you need is any public IPv6 or IPv4 address. Even a mobile SIM card is enough to enter the nc.shop][Suspicious link removed]nc.shop marketplace.



Technical Specifications

ParameterValue
AlgorithmTKNC Hash + TransformerPoW
Block Time120 seconds
Difficulty RetargetEvery 100 blocks
Total Supply1 billion TKNC
Emission Period~9 years
P2P Port9333
RPC Port9331
Inference API Port9313 (OpenAI-compatible)
Address FormatBech32 (token1q...) / Base58
Seed Node66.154.101.183:9333



Quick Start

1. DownloadGitHub Releases

FileDescription
TKNC-Windows.zipWindows package
Ubuntu-Linux.zipLinux package
TKNC-macos.zipmacOS package
dll.zipWindows runtime libraries (required)

2. Extract to the Same Directory

Code:
TKNC/
├── tkncd.exe           # Full node
├── tknc-cli.exe        # Wallet CLI
├── tknc-miner.exe      # GPU miner
├── dll/                # Runtime libraries
├── models/             # Place .gguf model files here
└── wallets/            # Auto-created

3. Start the Node
Code:
tkncd.exe

4. Create a Wallet
Code:
tknc-cli.exe
Select Create New Wallet, save your address (starts with token1q...)

5. Add a Model
Download a GGUF model and place it in the models/ directory. The miner auto-discovers the largest .gguf file.

6. Start Mining
Code:
tknc-miner.exe -wallet=token1q... -token=20000



Troubleshooting

ProblemSolution
Cannot connect to nodeStart tkncd first
Model not foundPlace .gguf file in models/ directory
CUDA load failedUpdate GPU driver, check dll/ directory



Links




Open-source project, MIT license. Mining involves hardware and electricity costs. Please assess risks independently.
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