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Blockchain Council
Michael Willson

Michael Willson

1592 articles published

Long Running Autonomous AI Tasks
Ai

Long Running Autonomous AI Tasks

Long running autonomous AI tasks are workflows that do not complete in a single chat turn, API request, or compute session. They persist for minutes, hours, days, sometimes months because they wait on approvals, external APIs, retries, rate limits, or scheduled triggers. People call that autonomy.…

Self-Improving AI Agents
Ai

Self-Improving AI Agents

Self-improving AI agents are systems that close a feedback loop around their own behavior and measurably improve over time. Improvement can happen at test time without touching model weights, or at training time through structured updates to prompts, policies, or even fine-tuned models. The…

USD.AI Launches CHIP ICO
Cryptocurrency

USD.AI Launches CHIP ICO

USD.AI is moving into its next phase with the launch of CHIP, a governance token tied to its decentralized protocol for AI-backed financial infrastructure. The launch combines a structured token sale, a gamified participation model, and a broader DAO governance rollout. Understanding how this…

Agent Collaboration Networks
Ai

Agent Collaboration Networks

Agent collaboration networks describe systems where multiple AI agents coordinate like a structured team. Instead of one oversized generalist agent attempting to handle everything, specialized agents discover capabilities, exchange context, delegate work, and complete workflows together. The shift…

AI Agents Managing SaaS Tools
Ai

AI Agents Managing SaaS Tools

AI agents managing SaaS tools is what happens when organizations finally admit that most “digital work” is repetitive form-filling across a handful of systems of record. Instead of a person opening a ticketing system, switching to a CRM, checking a dashboard, copying notes into a doc, and posting…

Vertical AI Agents
Ai

Vertical AI Agents

Vertical AI agents are what you get when businesses stop being impressed by “pretty good general chat” and start demanding “finish the job, inside the system we already use, without creating lawsuits.” These agents do one role in one industry, using that industry’s data, rules, approvals, and…

Autonomous AI Employees
Ai

Autonomous AI Employees

Autonomous AI employees are what you call software agents when you want the idea to survive procurement, security review, and an executive who thinks “autonomous” means “no consequences.” These systems plan multi-step work, take actions across business tools, and keep going until a completion…

Agentic AI Operating Systems
Ai

Agentic AI Operating Systems

Agentic AI operating systems are what happens when vendors realize “agent runtime + tool access + policy + logs” sounds too honest to sell, so they call it an “operating system.” In practical terms, an agentic OS is a control plane that lets agents plan multi-step work, use tools, keep state,…

Next Generation Crypto Wallet Security
Cryptocurrency

Next Generation Crypto Wallet Security

“Next generation crypto wallet security” in 2026 is the industry finally admitting that seed phrases plus blind signing plus phishing is a spectacularly fragile system, then trying to replace that whole failure chain with hardware-backed authentication, safer approvals, and recovery that does not…

Decentralized Physical Infrastructure Networks
Cryptocurrency

Decentralized Physical Infrastructure Networks

Decentralized Physical Infrastructure Networks, or DePIN, are blockchain-coordinated systems where independent operators deploy real-world hardware and earn token rewards for providing measurable services. The blockchain layer mostly handles incentives, accounting, and coordination. It does not…

Stablecoin Payment Infrastructure
Blockchain

Stablecoin Payment Infrastructure

Stablecoin payment infrastructure is the operational stack that allows businesses to move value using stablecoins while still meeting compliance, custody, liquidity, FX, reconciliation, and reporting requirements. It is not just “send tokens.” It is payments rails combined with regulated money…

Enterprise Blockchain Supply Chain Systems
Blockchain

Enterprise Blockchain Supply Chain Systems

Enterprise blockchain supply chain systems are permissioned or semi-permissioned networks used by multiple organizations to share traceability, provenance, compliance, and sometimes settlement data without a single party controlling the database. In real deployments, the blockchain itself is rarely…