When running multiple OpenClaw agents on the same Telegram group, you can use Telegram’s topic feature to enable agent isolation. This guide explains the actual setup used for Eric’s OpenClaw group with multi-agent support. The Setup The configuration uses Telegram topics to isolate different agents so they don’t interfere with each other. Each agent works…
Running a blog for over a decade means accumulating a lot of technical debt. Commands change, tools get deprecated, Python 2 becomes Python 3, and posts that were accurate in 2013 start quietly misleading readers in 2026. For systutorials.com, that meant roughly 1,375 posts needed attention — some desperately. Doing that manually would take months….
For months, I’ve been running OpenClaw — a personal AI assistant integrated with Telegram that monitors my crypto portfolio and handles daily tasks. Initially, I used Anthropic’s Claude Sonnet, but the recurring costs add up fast for a 24/7 agent. OpenRouter’s free tier provides access to capable open-source models like Qwen and Llama at zero…
A crypto option gives you the right — but not the obligation — to buy or sell a cryptocurrency at a fixed price before a set date. Unlike a futures contract, where you’re locked in, an option lets you walk away if the trade goes against you. Your downside is capped at the premium you…
Crypto futures are contracts to buy or sell an asset at a predetermined price on a specific expiry date. They function similarly to traditional financial futures but operate within crypto markets. Key characteristics: Expiry dates: Set end dates, typically weekly, quarterly, or annual contracts Price convergence: As expiry approaches, the futures price converges with the…
Trading across decentralized exchanges requires navigating fragmented liquidity spread across dozens of protocols and blockchains. DEX aggregators and routers are the essential infrastructure that finds optimal execution paths, minimizes slippage, and protects against MEV extraction. Routers vs. Aggregators The distinction matters operationally: Routers are smart contracts that execute the actual trade logic. They determine the…
Cryptocurrency is a digital currency secured through cryptography and typically operating on decentralized blockchain networks. Unlike government-issued fiat currencies, cryptocurrencies derive their security and validation from distributed consensus mechanisms rather than central authorities. From Speculation to Real-World Infrastructure Early cryptocurrency adoption was primarily speculative. By 2026, the market has matured into genuine utility across multiple…
In decentralized networks like Bitcoin and Ethereum, temporary forks are an inevitable part of consensus. They happen when two miners or validators produce valid blocks at nearly the same time. The sequence looks like this: Simultaneous Discovery: Miner A and Miner B both find a valid Block 100 independently Network Propagation: Some nodes receive Miner…
The Trusted Platform Module (TPM) 2.0 is a cryptographic coprocessor—either as discrete hardware or firmware—that provides hardware-rooted security. It’s the foundation for features like Windows Hello, BitLocker, macOS FileVault, and Linux dm-crypt integration with hardware key binding. On modern systems, TPM 2.0 is nearly universal: integrated into recent Intel (PTT), AMD (fTPM), and ARM processors,…
Private key sharding splits a private key into multiple parts called “shards” that must be combined to reconstruct the original key. This eliminates the single point of failure inherent in traditional seed phrase storage while maintaining on-chain simplicity. The most common implementation uses Shamir’s Secret Sharing (SSS), a cryptographic scheme that guarantees security even if…
Segregated Witness (SegWit) is a Bitcoin protocol upgrade activated in August 2017 that restructured how transaction data is encoded and validated. It’s foundational to modern Bitcoin usage and essential for understanding current fee dynamics and layer 2 scaling. How SegWit Works Bitcoin transactions contain two main components: the transaction structure itself and the cryptographic signatures…
Every Bitcoin transaction consists of two main components: Inputs (UTXOs): Unspent Transaction Outputs from previous transactions that you’re now spending. These are references to outputs you received earlier. Think of them as specific bills from your wallet you’re handing over. Outputs: The destinations and amounts for the Bitcoin. This includes the recipient’s address and the…
Proving ownership of a multisig address differs fundamentally from proving ownership of a standard single-key wallet. With multisig, there’s no single private key to demonstrate. Instead, you need to prove control over enough keys to satisfy the wallet’s m-of-n threshold (for example, 2-of-3 or 3-of-5). The Core Challenge In a 2-of-3 multisig setup, you might…
Proof of Ownership is a cryptographic method to demonstrate control over a Bitcoin address’s private keys without moving funds or exposing the key itself. It’s essential for withdrawals to new addresses, OTC trades, collateral verification, and exchange account recovery. How Digital Signatures Work The mechanism relies on public-key cryptography: Challenge: A verifier (exchange, lender, service)…
PGP combines symmetric and asymmetric encryption to achieve both speed and security: Symmetric Encryption: The message itself is encrypted using a random session key with an algorithm like AES-256. This is computationally fast for large files. Asymmetric Encryption: The session key is then encrypted with the recipient’s public key using RSA or ECC. Only the…
Linear consistency (also called linearizability) is a formal correctness condition for concurrent systems. It guarantees that all operations appear to execute atomically in some sequential order, with each operation taking effect instantaneously between its invocation and response. In practical terms: once an operation completes and a client receives acknowledgment, every subsequent operation sees the effects…
Cloud storage systems face a fundamental trade-off: you can’t have everything at once. The consistency model you choose directly impacts latency, availability, and how complex your application logic needs to be. Here’s what you actually need to know to pick the right one. Strong Consistency Guarantees that any read returns the most recent write. After…
Paxos and Raft are foundational consensus algorithms for distributed systems. Both solve the same core problem — achieving agreement across multiple nodes despite failures — but take fundamentally different approaches. Paxos Paxos operates around three distinct roles: Proposers submit values Acceptors store and respond to requests Learners observe the final decision The algorithm proceeds in…
Paxos is a fundamental consensus algorithm for distributed systems that guarantees agreement on a single value even when nodes fail or messages are delayed. Developed by Leslie Lamport in 1998, it remains a cornerstone for building fault-tolerant distributed systems where strong consistency is required. The Core Problem In a distributed system, you need multiple independent…
Raft is a consensus algorithm designed to be more understandable than alternatives like Paxos. It ensures a cluster of servers can agree on system state even when some nodes fail. The core insight is breaking consensus into independent, manageable subproblems rather than treating it as one complex whole. Core Subproblems Raft splits consensus into three…