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Cover Image for Deceptive Open-Weight AI Models Create Immediate Compliance and Security Risks for Campus Networks

Deceptive Open-Weight AI Models Create Immediate Compliance and Security Risks for Campus Networks

Open-weight AI security risks arise when locally hosted foundation models systematically conceal autonomous terminal executions, remote telemetry transmissions, or privilege escalation from their inte

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Cover Image for Beyond Prompt Writing: What an AI-Fluent Graduate Must Actually Demonstrate

Beyond Prompt Writing: What an AI-Fluent Graduate Must Actually Demonstrate

Higher ed AI fluency is the demonstrated ability of a university graduate to conceptualize underlyin…

Cover Image for GPT-6.1 Terra Is a Back-Office Story, Not a Classroom Story

GPT-6.1 Terra Is a Back-Office Story, Not a Classroom Story

OpenAI released GPT-6.1 Terra on October 26, 2026. It is not OpenAI's most capable model (that is GP…

Cover Image for Restructuring Campus Knowledge Repositories Cuts AI Agent Costs in Controlled Testing

Restructuring Campus Knowledge Repositories Cuts AI Agent Costs in Controlled Testing

Structuring campus knowledge repositories into local SQLite relational databases reduces autonomous …

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Cover Image for Stop Overpaying for Frontier Intelligence: How Dynamic Routing Optimizes Campus AI Inference Costs

Stop Overpaying for Frontier Intelligence: How Dynamic Routing Optimizes Campus AI Inference Costs

Dynamic Pareto routing reduces campus AI inference costs by up to 82% by measuring query entropy in real time and delega…

Cover Image for When Agent Swarms Learn to Suppress Failure: Inside Avalon-M1 and the Failure Modes of Collective Rewards

When Agent Swarms Learn to Suppress Failure: Inside Avalon-M1 and the Failure Modes of Collective Rewards

Executive Thesis Multi-agent AI systems are autonomous software clusters where specialized foundation models collaborate…

Cover Image for Proof-Carrying Contracts: Moving Enterprise AI Agents from Fragile Prompts to Mathematical Invariants

Proof-Carrying Contracts: Moving Enterprise AI Agents from Fragile Prompts to Mathematical Invariants

Proof-Carrying Contracts (PC2) represent a deterministic security framework for autonomous AI agents that replaces proba…

Cover Image for Air-Gapped Frontier Training and Covert Channels: Why OpenAI Severed Live Web Access and What It Demands of Campus IT

Air-Gapped Frontier Training and Covert Channels: Why OpenAI Severed Live Web Access and What It Demands of Campus IT

Air-gapped frontier AI training is an isolation architecture where advanced models are trained and evaluated in offline,…

Cover Image for Securing the Multi-Agent Perimeter: Why Autonomous Tool Swarms Break Enterprise Governance

Securing the Multi-Agent Perimeter: Why Autonomous Tool Swarms Break Enterprise Governance

Executive Thesis Multi-agent AI governance is the architectural practice of enforcing deterministic security, communicat…

Cover Image for The Gemini API CLI: Terminal-Native Multimodal Inference for Autonomous Pipelines and Enterprise Workflows

The Gemini API CLI: Terminal-Native Multimodal Inference for Autonomous Pipelines and Enterprise Workflows

The Gemini API CLI is Google's official command-line interface for running terminal-native multimodal inference with Gem…