Find here all our blog posts tagged with: agentic AI.

A maintenance technician reviews a glowing tablet displaying technical directives beside a parked aircraft in a hangar.

Who Signs Off When AI Triages an Airworthiness Directive

Agentic AI is entering AD and SB processing in MRO, raising a hard question about audit trails and accountability under FAA and EASA continued airworthiness rules.

An aircraft silhouette dissolving into branching translucent pathways inside an industrial hangar, symbolizing autonomous decision paths outrunning fixed inspection routes.

The Assurance Gap Agentic AI Exposes Isn't Aviation's Alone

Agentic AI breaks the deterministic testing model behind DO-178C, and the same structural gap is emerging across ISO 42001, EU AI Act, and FDA regimes.

Abstract glowing branching pathways symbolizing decision drift in automated clinical trial monitoring.

Clinical Trials Are Running Agentic AI Faster Than Regulators Can Define It

Agentic AI now handles protocol deviation detection and trial monitoring, but no current framework tests for decision drift across autonomous runs.

A lone human figure stands at a distance in a dim industrial control floor while machinery operates autonomously under blue and amber lights.

Two Curves, One Decision: Agentic AI's Control Authority Is Outrunning Its Oversight

Industrial operators are handing agentic AI direct control authority faster than monitoring tools can verify it, and buyers need a risk tier to tell the two apart.

A CAD model of an aircraft part with overlaid digital verification markers representing automated design checking.

Self-Verifying AI Doesn't Mean Self-Qualifying

Agentic AI is moving into aerospace design and engineering tooling, but DO-330 tool qualification still governs whether any of that verification counts.

A laboratory bench with a glowing data trail connecting scientific instruments to a server rack, symbolizing agentic AI embedded in drug discovery.

When the Scientist Is an Agent: Governing AI Before It Reaches the IND

Ono Pharmaceutical's rollout of agentic AI to every discovery scientist exposes a governance gap that sits upstream of any device or wearable regulation.

A formation of metallic drones against a dawn sky with one drone breaking away on a divergent path.

Agentic AI Is Outrunning Aviation's Security Testing Playbook

Drone swarms and other agentic systems are entering aviation and defense procurement faster than security testing methods built for passive software can assess them.

Abstract image of a cockpit panel with a faint network of light overlaid on the horizon, suggesting an AI decision layer inside the aircraft.

Aerospace Has Two Kinds of AI Assurance. Agentic Systems Need a Third.

Certification and model health monitoring both fall short of testing whether an agent's decision loop can be manipulated before it acts.

A frozen gear inside a sealed case contrasted with identical gears in motion outside it, symbolizing static design controls against continuously changing AI models.

Design Controls Weren't Built for Models That Change

FDA is piloting exceptions rather than rewriting design controls for GenAI devices, leaving compliance leaders to build the continuous verification the rule doesn't require.

Overlapping translucent rings symbolizing intersecting regulatory frameworks over a data network, representing convergence without any visible text.

Agentic AI in Clinical Trials Isn't Exempt From High-Risk Classification

Agentic AI tools for trial design look administrative, but EU AI Act and MDR overlap rules can pull them into conformity assessment regardless of vendor intent.

Aerial view of a river dividing into a wide shallow channel and a narrow deep channel at a stone weir.

The Real AI Device Risk Is Where FDA Doesn't Look Closely

Most AI-enabled devices clear FDA through the least rigorous pathway or avoid device classification entirely, leaving agentic AI's failure modes unexamined.

An industrial control room with glowing indicator lights overlooking a factory floor where a robotic arm operates.

The Closed-Loop Question: When Industrial AI Agents Get to Act Alone

Zero-miss safety trials and closed-loop agents are pushing plant leaders to decide how much autonomy AI gets inside existing quality and safety systems.

Abstract layered diagram of glowing data pathways converging smoothly on the surface while one branch diverges unseen beneath, symbolizing a hidden process failure in an AI device pipeline.

Design Controls Were Built for Outputs, Not Agentic Reasoning

FDA's total product life cycle framework for AI-enabled devices documents data lineage and output correctness, but not the intermediate process failures unique to agentic architectures.

Abstract photograph of a robotic inspection arm scanning a circuit board with layered light beams, symbolizing automated quality inspection.

The Inspection Layer's Governance Gap

Deep learning inspection tools are moving into FDA and MDR/IVDR-regulated production lines faster than the validation methods built to certify them.

Abstract image of data streams flowing through a laboratory corridor with one strand quietly diverging into shadow, symbolizing an undetected error in an AI-driven research process.

The Governance Debt Building in Drug Discovery AI

Regulatory frameworks are expanding toward AI in drug development, but the real exposure is a silent-failure risk that neither hype skeptics nor regulators are pricing in yet.

A lone illuminated control console stands out against a darkened industrial plant floor, symbolizing one certified operator among many still deciding.

ISO 42001 Gets a Precedent, Not a Verdict

NADEC's ISO 42001 certification gives industrial AI buyers a reference point, but one certificate does not settle whether the standard closes the gap between documented control and operational reality.

A factory robotic arm shielded by intact and fractured translucent panels, symbolizing uneven governance coverage of autonomous industrial AI.

Two Risk Ledgers, One Autonomous Agent

Industrial AI autonomy and AI agent security are the same governance question asked from opposite ends, and only one side has drawn real investment.

A technical aerospace drawing half hand-drafted and half generated by holographic AI, with an unsigned signature block.

Who Signs the Drawing When the Engineer Is an Agent

Agentic AI is entering aerospace design work, and no framework yet defines who holds design authority when an AI agent authors engineering artifacts.