GLM-5.3 Cybersecurity Benchmarks: What the 84.5 Score Hides
GLM-5.3 tops CyberGym at 84.5 but sits 24 points behind on ExploitBench and half of Mythos 5 on ExploitGym. What the three charts actually say, and why the weights are delayed.
AI Bitcoin Mining Guides
Sovereign AI for plebs — open-source models, self-hosting, AI Hashcenters.
ExploitBench and ExploitGym: The Benchmarks Bitcoin Security Now Depends On
Two benchmarks measure whether an AI model can turn a suspected bug into a proven exploit. A joint UK-US government evaluation put Kimi K3 at 0 of 41 on arbitrary code execution against 20 of 41 for frontier models. Bitcoin’s defenders were pushed toward the wrong end of that gap.
The Bitcoin Red Team: 4,962 Findings in 27.5 Hours
Sixteen volunteers, a 171,599-line AI harness and 390 open-source Bitcoin repositories in a single sprint. What the Bitcoin Red Team did, why it was overdue, and the two honest criticisms the effort deserves.
GPUs Are the New ASICs: Why AI Compute Will Decentralize Like Bitcoin Mining
AI compute is running the same concentrate-burn-distribute cycle as Bitcoin mining. GPUs go obsolete like ASICs, over-leveraged operators get burned, and the compute trickles down to the edge — ending in sovereign home mining and home AI inference.
NixOS for Sovereign Bitcoiners: A Declarative, Reproducible Node + Local-AI Server
NixOS for sovereign Bitcoiners: a declarative, reproducible node plus local AI, Tor and a Nostr relay in one config, with atomic rollbacks.
Nostr Data Vending Machines (NIP-90): The Decentralized AI & Compute Marketplace
How Nostr Data Vending Machines (NIP-90) work: job-kind events, the Lightning-zap payment loop, DVMs vs centralized AI vs DePIN, and running your own.
Claude Code, Codex and Local Coding Agents: Can a Pleb Run Them Offline?
Claude Code and Codex are cloud agents. Here’s what it really takes to run an equivalent local coding agent fully offline on open weights, and when to do it.
MCP for Plebs: What the Model Context Protocol Is, and Why It Powers DCENT_axe Control
What is MCP? A plain-English explainer of the Model Context Protocol – how MCP servers and tools let your AI agent control your own Bitcoin miner, locally.
Self-Hosted RAG for Bitcoiners: Build a Local AI That Actually Knows Your Miner Docs
Build a fully offline self-hosted RAG: local embeddings, a local vector database, and Ollama, so a local AI answers from your own miner docs. No cloud.
How Much VRAM Do You Really Need to Run Local AI? Quantization, Context and Tokens/sec
How much VRAM to run local AI? Size any LLM with params x quant + context, see tokens/sec by GPU tier, and buy the right card. A pleb’s sovereign-stack guide.
DeepSeek, Qwen, Mistral, Gemma or Llama: Which Open-Weight Model Should a Pleb Self-Host?
The best local LLM in 2026 depends on your VRAM and task. A pleb’s matrix for choosing DeepSeek, Qwen, Mistral, Gemma or Llama open weights you fully own.
DeepSeek DualPath Explained: The Storage Bottleneck Behind Open-Weight AI Sovereignty
DeepSeek’s DualPath (arXiv 2602.21548) is a datacenter serving system that breaks the KV-cache storage bottleneck in agentic AI. What it is, and why it matters.
The Fall of US Reliability: Canada Has Its Proof
Tariff whiplash, an AI model switched off worldwide, annexation talk, a downgraded dollar: 18 months of proof that relying on US products is now a business risk.
Local AI vs Cloud AI: Honest Answers to the Questions Everyone Asks
Should you run AI locally or in the cloud? A plain-English comparison of cost, privacy, control and capability, including where the cloud still wins.
Quebec Law 25 and AI: Why On-Premise LLMs Win
Every cloud AI prompt can be a cross-border data transfer. Here is why on-premise, local LLMs are the cleanest Law 25 posture for Quebec businesses.
Replace a Banned Cloud AI With a Local LLM: The Afternoon Playbook
Lost a cloud AI model overnight? Here is how to run a capable LLM locally: hardware, model picks, and air-gapped setup, step by step, honestly.
When Your Agent Pays Its Own Bills in Sats: Hermes + L402
There is a question hiding inside every “autonomous AI agent” demo that nobody on stage wants to answer: when your agent needs to buy something…
Sovereign AI in Canada: Own Your Compute
What sovereign AI really means for Canadians: the money, data, and compute we rent from one neighbour, and how to own your AI stack instead of renting it.
The Day an AI Got an Export License: What the Claude Fable 5 Ban Means for Anyone Who Does Not Own Their Compute
The US killed Anthropic Claude Fable 5 and Mythos 5 for all foreign users overnight. Here is why renting AI is a liability and how to own your compute.
x402 vs L402: A Bitcoiner Honest Take on Who Should Pay Your AI Agent
If you build anything that lets a machine pay for what it consumes — an AI agent buying API calls, a model selling inference, a…
Your Miner Already Has a Lightning Node — Now It Can Sell Inference for Sats
If you run a Bitcoin miner, you already operate (or can trivially stand up) a piece of infrastructure most people pay a startup to rent:…
Control Your Bitcoin Miner With Claude Code (DCENT_axe MCP)
Imagine telling an AI agent on your laptop, in plain English, “set my Bitaxe to best-efficiency mode and drop the fan a little,” and watching…
Can You Actually Run AI on a Bitcoin Miner? The Honest Answer
No — a Bitcoin ASIC miner cannot run AI. ASICs are fixed-function SHA-256 chips with no general-purpose compute, so they physically cannot execute AI models.…
The Great Hashcenter Migration: When Bitcoin Miners Become AI Compute
Large Bitcoin Hashcenters are converting to AI compute — but the conversion reuses power, cooling and real estate, not the mining ASICs. Here is what actually transfers, why a used-ASIC price crash follows, and why that pushes hardware into homes where open firmware keeps it yours.
Stranded Power, Sovereign Compute: Off-Grid Mining Meets Local AI
Bitcoiners have monetized stranded, flared, and curtailed energy for years. That same off-grid playbook now powers local AI compute too — with Bitcoin as the interruptible base load that absorbs intermittency. Honest about storage, economics, and why your ASIC can’t run AI.
An MCP Tool That Pays Per Call Over L402
Gate an MCP tool behind an L402 paywall so any AI agent that calls it pays sats per invocation — no accounts, no API keys, no middleman. The reference shape, what you can sell, and the honest limits.
Sovereign AI Isn’t a National GPU Strategy – It’s Your Basement
“Sovereign AI” is being sold as a national GPU buildout. The Bitcoiner reframe: real sovereignty is individual — your hardware, your open-weight model, your basement — the same logic as running your own node.
Ollama Is the Easy Part – Owning the Power and Heat Underneath It Is the Sovereign Part
Every Ollama guide stops at “ollama run.” The real sovereignty question is the power, cooling, and heat under a box that runs 24/7 — the exact thing Bitcoin miners already understand.
Local AI to Babysit Your Rigs: An Offline LLM That Reads Your Miner Logs
Run a local LLM on your own host box to read your miner logs, explain cryptic errors in plain language, and babysit your rigs overnight. It runs on your hardware next to the ASIC, never on the miner, grounded in D-Central error-code data, and it never phones home.
Don’t Give an AI Agent Your Cold Wallet: Self-Custody Rules for Autonomous Lightning Spending
AI agents are starting to spend sats over Lightning. The number-one self-custody mistake is handing an autonomous agent your real keys. Here are the rules that keep an agent useful but contained: hot/cold separation, tiny floats, per-agent budgets, watch-only monitoring, and clean revocation.
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Last reviewed July 21, 2026.