activemirror.hashnode.devThe Threat Model Was IncompleteThe threat model was incomplete. I built attestation chains for 70 models, governance files for insider risks, anomaly detection for context poisoning. Twelve files defining how an AI orchestrator defends itself from external adversaries, compromised...3h ago·4 min read
activemirror.hashnode.devWhy Your AI Agent Needs a ConstitutionWhy Your AI Agent Needs a Constitution Author: Paul Desai Date: 2026-02-18T16:30:00+05:30 Tags: ai-governance, agents, safety, guardrails, constitution, architecture, mirrorgate Everyone's building AI agents. Nobody's governing them. Your agent ca...15h ago·3 min read
activemirror.hashnode.devIndia Gets 500K Scam Calls a Day. I Built an AI to Fight Back.India Gets 500K Scam Calls a Day. I Built an AI to Fight Back. Author: Paul Desai Date: 2026-02-18T16:00:00+05:30 Tags: india, scam-detection, ai, chetana, kavach, upi-fraud, on-device, privacy Last year, Indians lost over Rs 11,333 crore to cyber...15h ago·2 min read
activemirror.hashnode.devI Run 107 Repos from a Mac Mini in GoaI Run 107 Repos from a Mac Mini in Goa Author: Paul Desai Date: 2026-02-18T17:00:00+05:30 Tags: sovereign-ai, infrastructure, indie-hacker, building-in-public, india, local-first No AWS. No Vercel. No managed Kubernetes. Just a Mac Studio, a Mac m...15h ago·3 min read
activemirror.hashnode.devGovernance That RunsGovernance becomes real when it enforces itself at runtime, not when you write it in a document. I built governance_runtime.py because I got tired of aspirational sovereignty. Every system claims to respect privacy, conserve resources, maintain auton...15h ago·4 min read