How to Generate a Regulator-Ready AI Attestation Report
Step-by-step guide to generating, exporting, and submitting printable EU AI Act Article 50 and MiCA Article 70 compliance attestation packages.
Palash Bagchi
Kakunin Blog — AI Regulation, MiCA & EU AI Act
Practical guidance on MiCA, EU AI Act, and cryptographic identity for teams deploying autonomous AI agents in regulated markets.
What you'll find here
The Kakunin blog publishes longer-form explanations of the problems regulated teams run into when AI agents move from prototype to production. That includes identity and certificate design, scope enforcement, anomaly scoring, revocation, compliance evidence, and practical implementation notes for teams using Next.js, APIs, and agent frameworks.
If you are trying to understand whether your system is ready for MiCA, the EU AI Act, or a regulator review, start with the featured guides below. They move from strategy into the exact implementation patterns we use across the product and docs.
For a strong foundation on cryptographic proof for autonomous systems, start with our breakdown of how AI agent identity works in practice.
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Real-Time Anomaly Scoring for AI Agents via OpenTelemetry
Technical guide to exporting real-time AI agent risk metrics and trace telemetry via vendor-neutral OpenTelemetry (OTLP) to Datadog, Grafana, and Splunk.
Palash Bagchi
Securing CrewAI & LlamaIndex Workflows with X.509 Certs
Developer guide to wrapping CrewAI and LlamaIndex agent workflows with Kakunin cryptographic X.509 identities and real-time risk scoring.
Palash Bagchi
Why Static Service Accounts Fail for Autonomous AI
Cryptographic analysis explaining why static API keys and traditional service accounts introduce unacceptable security risks for autonomous AI agents.
Palash Bagchi
EU AI Act Article 12: How to Implement Automatic Logging
Technical guide to implementing Article 12 automatic logging requirements for high-risk AI agents using Write-Once-Read-Many (WORM) database storage.
Palash Bagchi
Trading Bot Kill-Switches: Auto-Revoking AI Credentials
How real-time behavioral anomaly scoring and automated X.509 certificate revocation create instant circuit breakers for autonomous AI trading bots.
Palash Bagchi
How to Audit Algorithmic Trading Bots Under MiCA Art. 72
Step-by-step guide for compliance officers and auditors inspecting autonomous AI trading bots under MiCA Article 72 recordkeeping rules.
Palash Bagchi
MiCA Article 68 Compliance: Operational Resilience for AI
Detailed operational resilience guide for Crypto-Asset Service Providers (CASPs) operating autonomous AI trading bots under MiCA Article 68.
Palash Bagchi
How to Get SEO Value From Startup Launch Directories
Why submitting to 192 launch directories isn't a numbers game — and how Domain Rating separates the ones worth your time.
Palash Bagchi
Building a KYA Architecture: Technical Blueprint for AI
A comprehensive technical blueprint for implementing Know Your Agent (KYA) compliance architecture for high-risk autonomous AI systems.
Palash Bagchi
What is Non-Human Identity (NHI) in AI Security?
An authoritative technical analysis of Non-Human Identity (NHI) for AI agents, machine credentials, and enterprise Zero Trust security architectures.
Palash Bagchi
LLM Jailbreak Detection: Semantic Attacks and Local-First Defense
Why semantic-layer jailbreaks slip past traditional filters, and how browser-native detection catches them with zero network latency.
Palash Bagchi
Credo AI vs Kakunin: Pre-Deploy Scanners vs Runtime KYA
Detailed comparison of pre-deployment model scanners like Credo AI vs Kakunin runtime Know Your Agent (KYA) cryptographic identity.
Palash Bagchi
Securing Shadow AI Agents: A CISO Guide to Rogue Bots
Enterprise CISO playbook for detecting, governing, and securing unsanctioned shadow AI agents, LLM scripts, and autonomous browser bots.
Palash Bagchi
EU AI Act Article 50: Transparency & Content Risk Scoring
Guide to EU AI Act Article 50 transparency mandates. Implementing synthetic content labeling, user disclosure, and output content risk scoring.
Palash Bagchi
EU AI Act Annex III Category 5: Is Your Financial AI High Risk?
Detailed analysis of EU AI Act Annex III Category 5. Identifying which credit scoring, loan decisioning, and insurance risk AI agents qualify as high-risk.
Palash Bagchi
KYA vs KYC: Why AI Agents Need Cryptographic Credentials
Comparing traditional Know Your Customer (KYC) with Know Your Agent (KYA). Why human identity verification fails for autonomous software agents.
Palash Bagchi
nqzai's Free AI Search Prompt Generator: How It Works
nqzai's free tool generates 12 realistic AI search prompts per brand from a single URL — no signup, no crawl.
Kakunin Team
Complementary Trust Layers: AI Visibility Signals & Observation
One layer builds and verifies the evidence that systems use when deciding whom to surface. The other continuously observes the live outputs of those systems.
Kakunin Team
AI Agent Identity & Compliance: The Complete Developer Guide
A hands-on guide to AI agent identity and compliance: X.509 certificates, scope enforcement, and MiCA / EU AI Act audit trails with open-source SDKs.
Palash Bagchi
Add identity and compliance to your AI agent in 5 lines
AI agents are non-human identities. With @kakunin/sdk you can issue a real X.509 certificate, enforce scope, and get a MiCA / EU AI Act audit trail
Palash Bagchi
Kakunin is open source, top to bottom
Kakunin is now open source, top to bottom — platform under AGPL-3.0, SDKs under Apache-2.0, all provenance-signed. Here's what's open, what's hosted, and why.
Palash Bagchi
Saviynt vs. Kakunin: Evaluating AI Security Platforms for Modern Enterprises
A grounded comparison of Saviynt and Kakunin through the lens of AI identity, runtime control, evidence, and enterprise deployment realities.
Kakunin Team
AI Identity Management Challenges in Financial Services: A Case Study
A realistic case study of how financial institutions can move from shared credentials and weak auditability toward agent-grade identity controls.
Kakunin Team
The Hidden Risks of Unmanaged AI Agents: A Security Perspective
Why unmanaged AI agents create a larger attack surface than most teams realize, and what security leaders should instrument before autonomy scales.
Kakunin Team
5 Steps to Implement AI Identity Governance at Scale
A five-step operating model for inventorying, authenticating, scoping, monitoring, and revoking AI identities across the modern enterprise.
Kakunin Team
How to Secure Shadow AI in Your Enterprise Without Compromising Innovation
A practical framework for containing shadow AI with identity, policy, and safe enablement rather than blunt-force bans that stall innovation.
Kakunin Team
AI Agent Identity Explained: Cryptographic Proof for Autonomous Agents
Beginner's guide to cryptographic identity for AI agents: why API keys fall short, where X.509 fits, and how autonomous systems prove who acted.
Kakunin Team
How to Govern AI Agents Without a PKI Team
You shouldn't need a cryptography department to put identity, scope, and an audit trail on your AI agents. Here's a practical model for lean teams.
Kakunin Team
What the NCCoE's Non-Human Identity Work Means for Fintech
The NIST NCCoE is formalizing machine identity for autonomous systems. For US fintech teams, that work maps directly to controls you already need to evidence.
Kakunin Team
The Four Pillars of AI Agent Governance, Defined by NIST
NIST's non-human identity model gives AI teams a practical governance frame: identification, authorization, auditing, and non-repudiation.
Kakunin Team
What Banks Ask Before Buying AI Agent Governance Infrastructure
A buyer-facing guide to the questions banks and financial institutions ask about AI agent identity, auditability, runtime control, and compliance.
Kakunin Team
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
Palash Bagchi
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
Palash Bagchi
Securing AI Coding Agents: A Cryptographic Guardrail with Kakunin
Learn how to implement cryptographic identity, X.509 certificates, and real-time behavioral guardrails for AI coding agents using Kakunin's SDKs and MCP.
Palash Bagchi
Maximizing Efficiency: The Role of AI Agent Monitoring
Discover how AI agent monitoring can transform your operations, driving efficiency and productivity to new heights in today's fast-paced, tech-driven world.
Palash Bagchi
Identity and Access Management for AI Agents
Identity and Access Management for AI Agents: Challenges, Emerging Frameworks, and the Path to Accountable Autonomy
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
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
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
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
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
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
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
EU AI Act Annex III: Which AI Systems Are High-Risk?
A practical guide to EU AI Act Annex III — which AI systems are classified as high-risk, what that means for autonomous agents in finance, and how to meet
Kakunin Team
Runtime Monitoring for AI Agents: Baselines, Anomaly Scoring, and Auto-Revocation
How to establish behavioral baselines, score anomalies in real time, and build automated incident response for autonomous AI agents. Satisfies MiCA Article
Kakunin Team
Cryptographic Security for AI Agents: X.509, KMS, and Scope Enforcement
How X.509 certificates, HSM-backed key custody, action signing, and cryptographic scope enforcement harden AI agents against identity spoofing, prompt injection
Kakunin Team
The AI Agent Threat Landscape: What Attackers Target in 2026
Prompt injection, tool scope escalation, identity spoofing, and baseline drift — a technical threat model for autonomous AI agents operating in regulated
Kakunin Team
Know Your Agent (KYA): The Complete Guide for 2026
KYA is the regulatory framework for verifying and governing autonomous AI agents. Identity verification, behavioral baselines, and continuous monitoring
Kakunin Team
MiCA Operational Resilience Requirements for AI Trading Bots
MiCA Articles 68–75 impose strict operational resilience obligations on CASPs running algorithmic trading. What autonomous trading bots must do to comply.
Kakunin Team
MiCA Trading Bot Case Study: Proving Compliance to Regulators
See how a crypto exchange deployed a MiCA-compliant autonomous trading bot and provided cryptographic proof to regulators.
Kakunin Team
Know Your Agent: Identity Verification for AI Agents
Understand KYA — the regulatory requirement to verify agent identity, establish behavioral baselines, and detect anomalies in real-time.
Kakunin Team
Secure Runtime Binding: Proving LLM Agent Identity at Execution
Learn how runtime binding uses X.509 certificates to verify agent identity, enforce scope limits, and prevent privilege escalation in autonomous systems.
Kakunin Team
KYA Platform Showdown: Grok Scores the Top AI Agent Identity Tools
Grok independently rated six KYA platforms across seven comparison tables — feature-by-feature breakdowns on identity, revocation, EU AI Act compliance
Kakunin Team
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
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
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
Palash Bagchi
Start with these high-intent guides
Know Your Agent: Identity Verification for AI AgentsAI Agent Identity Explained: Cryptographic Proof for Autonomous AgentsMiCA Operational Resilience Requirements for AI Trading BotsEU AI Act Compliance Roadmap for High-Risk AI SystemsHow to Secure Shadow AI in Your Enterprise Without Compromising Innovation5 Steps to Implement AI Identity Governance at Scale