The $2.7B AI Agent Compliance Market: Why Now Is the Time
The addressable market for AI agent compliance infrastructure reaches $2.7B by 2028. Where the number comes from, why it may be conservative, and what first movers gain.
Palash Bagchi
AI Regulation & Compliance
Practical guidance on MiCA, EU AI Act, and cryptographic identity for teams deploying autonomous AI agents in regulated markets.
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Annual AI Agent Compliance: Managing Certificate Renewal
The 365-day certificate validity window creates an annual compliance forcing function. How to manage renewal at scale — the review checklist, staggered expiry strategy, and audit trail.
Palash Bagchi
Measuring Risk in Deployed AI Agents: The 30-Day Window
How the 30-day rolling risk window balances responsiveness with stability. Volume deviation, distribution shift, novelty, velocity, and authentication anomaly scores explained.
Palash Bagchi
How Regulators Verify AI Agents Without Vendor Credentials
Public no-auth endpoints let regulators independently verify AI agent certificates, revocation status, and compliance posture — no operator cooperation required. Under 500ms p99.
Palash Bagchi
Private Key Security for AI Agents: Why KMS Is Essential
AI agent private keys stored in environment variables or databases are a liability. Why AWS KMS with HSM-backed key custody is the only defensible architecture for regulated deployments.
Palash Bagchi
EU AI Act Compliance Roadmap for High-Risk AI Systems
Articles 12–15 of the EU AI Act define the compliance requirements for high-risk AI. A practical five-phase roadmap for AI agent operators deploying in EU regulated markets.
Palash Bagchi
Building Trust in Autonomous Systems: Auto-Revocation
AI agents need circuit breakers. How auto-revocation in under 60 seconds — triggered by risk score thresholds — prevents runaway agents and satisfies EU AI Act Article 14.
Palash Bagchi
MiCA Articles 61–75: What AI Agent Operators Must Know
MiCA Articles 61–75 govern algorithmic trading and automated decision-making for CASPs. A practical guide to what each article requires and how to satisfy it.
Palash Bagchi
Securing LangChain Agent Tools with Kakunin
Step-by-step tutorial: add cryptographic scope enforcement to LangChain tool calls using KakuninToolGuard. Block scope violations before execution.
Palash Bagchi
Behavioral Monitoring for AI Agents: The Compliance Layer
Real-time behavioral event streaming enables risk scoring, anomaly detection, and auto-revocation. How to instrument AI agents for continuous
Palash Bagchi
Navigating EU AI Act Compliance for Autonomous Agents
A technical guide to Articles 9–15 of the EU AI Act for AI agent operators: audit logging, risk management, human oversight, and conformity assessment
Palash Bagchi
Why AI Agents Need X.509 Certificates, Not Just API Keys
API keys prove access, not identity. X.509 certificates give AI agents cryptographic identity, time-bounded authority, and non-repudiation
Palash Bagchi
EU AI Act Implementation Update — May 2026
EU AI Office clarifies Article 12 audit log requirements for agents. Member states begin supervisory reviews Q3 2026. What changed and what to do now.
Palash Bagchi
Top 10 LLM Prompt Injection Attacks on AI Agents
A sarcastic, and mildly terrifying dive into the top 10 most creative ways people are tricking multi-billion dollar AI models into breaking their own rules.
Kakunin Research
AI Agent Guardrails: Taming Autonomous AI Systems
A deep dive into why static constraints fail in the autonomous era, how continuous behavioral evaluation and circuit breakers provide the ultimate guardrails
Kakunin Research
Circuit Breakers for AI Agents: Prevent Runaway Loops
How to implement cryptographic circuit breakers, real-time behavior risk scoring, and spend limits to protect your API budget and prevent runaway loops.
Palash Bagchi
Why AI Agents Need X.509 Certificates, Not API Keys
Why traditional API keys and static credentials fail to secure the autonomous web, and how X.509 cryptographic identity provides the necessary provenance and boundary layers.
Palash Bagchi
MiCA Article 72: What AI Agent Operators Must Know
An in-depth analysis of the Markets in Crypto-Assets (MiCA) regulation's Article 72 logging and identity requirements for algorithmic trading and autonomous agent operators.
Palash Bagchi