Trilogy AI Center of Excellence

Practical AI research, implementation notes, and field-tested resources for leaders and builders working AI-first.

Featured Research

Highlights from our ongoing and completed research initiatives.

Qwen 3.8 Max and Kimi K3 StackPerf comparison of quality, speed, token use, and execution metrics

Open Model Strategy & Economics

Model Strategy & Training

Compare open, local, and hosted models by workload quality, token efficiency, latency, hardware requirements, and the cost of completing useful work.

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OpenSymphony task graph showing completed work, current runs, blockers, and backlog dependencies

Autonomous Coding Agents

Agentic Engineering

Evaluate coding agents on real repositories: code understanding, edits, tests, review, context management, and the cost of reaching an accepted result.

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AI Cybersecurity Playbook covering agent-assisted security investigation and verification

AI Security & Governance

Agent Security & AI Cybersecurity

Investigate credential mediation, execution isolation, repository exposure, and AI-assisted security audits, with evidence capture and verification of fixes.

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Latest Publications

Stay updated with our newest findings, analyses, and insights.

OpenAI dot: Why Would I Start a New Chat?

Agent Infrastructure | 2026-10-01

A hands-on look at OpenAI's always-on dot agent and what changes when an assistant keeps context, continues work between conversations, and reports its own limits.

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Jev's Open Rivals Test the Decision Model Idea

Evaluation & Reliability | 2026-09-28

Five routes to typed, probability-bearing decisions — TypeSafe's hosted Jev and open rivals Laya, Kev, AnyJev, and DiffusionGemma — are judged by held-out coverage and accepted-case error rather than interface claims.

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A Charter Is Not a Control

AI Security & Governance | 2026-09-14

Applying a name-the-loser, name-the-mechanism test to frontier AI governance proposals shows charters and voluntary audits are descriptions of cooperation, while the June 12 export-control directive was the only enforceable control on record.

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