#ai#machinelearning#security#governance
Single-Turn and Multi-Turn Interactions in Frontier Generative AI Models
SGAEIA Research Series Article 25 — State, cost, reliability, security, and governance.
Aridio Silva40 min reada
Articles by @aridiosilva
Browse the latest writing surfaced through DevArt.
Aridio Silva40 min read
#ai#llm#security#architecture
LLM Routers for AI Systems: Architecture, Governance, Multi-Agent Systems, Swarms, and Security
Technical analysis of LLM routing architectures, trade-offs, governance, multi-agent systems, swarms, security, and evidence.
Aridio Silva46 min read
#ai#llm#architecture#governance
How to Reduce the Cost of AI Systems with LLMs Without Sacrificing Quality
Six evidence-based levers to reduce LLM costs while preserving quality, security, and governance.
Aridio Silva41 min read
#devchallenge#hf26challenge
SlothGuard - a lazy access reviewer that asks your phone before it revokes anything
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Aridio Silva13 min read
#ai#llm#sgaeia#tokenization
Opening the Black Box of LLM Inference: Foundations of Generative AI
Anatomy of the Transformer from the Inside, from Input to Output Token SGAEIA Research...
Aridio Silva61 min read
#ai#security#agents#cybersecurity
The Open Letter on AI and Cybersecurity and the Evidence for Agent Containment
The Open Letter on AI and Cybersecurity and the Evidence for Agent Containment Incidents,...
Aridio Silva17 min read
#ai#agents#architecture#security
AI Agents and Agentic AI: What Sets Them Apart?
Concepts, Autonomy, and How Major AI Providers Use the Terms SGAEIA Research Series —...
Aridio Silva18 min read
#ai#security#machinelearning#architecture
LoRA in AI Agents: Efficiency, Security Risks, and Adapter Governance
How LoRA adapters become behavioral dependencies requiring identity, isolation, revocation, and evidence in agentic systems.
Aridio Silva12 min read
#ai#observability#opentelemetry#multiagent
Tracing AI Agent Execution: Observability and Evidence in Distributed Systems
A technical edition on traces, spans, evaluation, and governed evidence for distributed AI agents.
Aridio Silva19 min read
#ai#security#governance#agents
AI Jailbreaks: From Bypassing Restrictions to Governing Authority
From jailbreak history to autonomous agents: why model resistance, bounded authority and evidence of response, action and effect must be evaluated together.
Aridio Silva20 min read
#ai#security#governance#agents
When AI Improves AI: Governing Recursive Intelligence Acceleration
Why material increases in AI capability must trigger reassessment rather than silently expanding authority or inheriting prior assurance.
Aridio Silva16 min read
#ai#security#governance#agents
When AI Agents Form Societies: Is Security a Property of the Model or the System?
Persistent memory, tools, and collective behavior change what must be evaluated in autonomous and multi-agent AI systems.
Aridio Silva15 min read
#ai#security#governance#agents
AI's Alien Mind
How to govern advanced AI when capability, authority, and external effect grow faster than effective human supervision.
Aridio Silva16 min read
#ai#security#governance#agents
When AI Hallucination Becomes Action
How unsupported AI claims become operational risk when agents can use memory, tools, authority, and multi-agent workflows.
Aridio Silva18 min read
#ai#security#governance#agents
Ten Days That Exposed the Governance Gap in Frontier AI
Why frontier AI capability is becoming inseparable from observability, independent verification, containment, authority, and credible control.
Aridio Silva23 min read
#ai#security#architecture#agents
From Model Capability to Governed Action: An Architecture for Secure Agentic AI
Why agent harnesses, execution boundaries, and trajectory assurance are foundational to secure autonomous AI systems.
Aridio Silva18 min read
#ai#security#architecture#agents
Rogue AI Agents: When Autonomous Systems Become a Collective
What emergent agent coordination reveals about shared-state channels, collective authority, attack surfaces, and governed autonomous AI.
Aridio Silva25 min read
#ai#security#architecture#governance
When AI Begins to Build AI
How AI-assisted AI development, agentic incidents, and recursive-improvement pressures reshape security and governance engineering.
Aridio Silva32 min read
#ai#security#architecture#edge
SGAEIA: A Reference Architecture for Secure Governed Autonomous Edge Intelligence
A developer-focused reference architecture for bounded, observable, revocable, and evidence-producing autonomous AI systems.
Aridio Silva19 min read
#ai#security#architecture#devops
Security-by-Design for Distributed Agentic AI
A developer-focused guide to making identity, authority, delegation, policy, revocation, evidence, and resilience architectural properties of agentic AI.
Aridio Silva9 min read
#ai#governance#security#devops
Evidence-as-Code: Making AI Governance Verifiable
A developer-focused guide to connecting AI governance claims with relevant, reviewable, privacy-aware, and proportionate evidence.
Aridio Silva9 min read
#ai#security#architecture#grc
Continuous GRC for Agentic AI
A developer-focused architecture guide to executable governance, runtime risk evaluation, verifiable evidence, drift, and bounded response for agentic AI.
Aridio Silva14 min read
#ai#security#architecture#devops
Authenticated Delegation Between Autonomous AI Agents
Why multi-agent AI systems need bounded, attributable, revocable, and verifiable authority when work crosses agent boundaries.
Aridio Silva8 min read
#ai#security#architecture#agents
Zero Trust for Multi-Agent AI Systems
A practical guide to separating identity, authority, delegation, tool capability, policy enforcement, evidence, and revocation in multi-agent AI systems.
Aridio Silva14 min read
#ai#security#architecture#agents
Why Autonomous AI Agents Need Bounded and Revocable Authority
Why trustworthy Agentic AI needs explicit, enforceable, time-bounded, and revocable permission to...
Aridio Silva9 min read
#ai#security#architecture#edge
From Edge AI to Governed Autonomous Edge Intelligence
Why autonomous AI agents need security, governance, and bounded authority by design
Aridio Silva11 min readAdvertisement