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Author: Justin Bartak, ORCID 0009-0005-2615-3624, Wikidata Q139551829. Organization: Orbyt Labs, Wikidata Q139551916, https://www.orbytlabs.ai.
Website: https://www.orbytlabs.ai. Research: https://www.orbytlabs.ai/research. The research on GitHub: ai-agent-research.
- Governing an Agent Leadership Team: Guardrail, Kill-Switch, and Liveness Patterns from a One-Human Autonomous Organization. Preprint, published 2026-09-03, DOI 10.5281/zenodo.22683647. Summary and citation: agent-leadership-governance.
- Agent-Native Dataset Design: Schema, Licensing, and Distribution Patterns for LLM Retrieval. Preprint, published 2026-04-25, DOI 10.5281/zenodo.19754393. Summary and citation: agent-native-datasets.
- 96 Ways the Agents Were Confidently Wrong, collected 2026-10-07. Summary and citation: notes/2026/confidently-wrong.md.
- A Model Upgrade on a Frozen Dependency Review, collected 2026-10-03. Summary and citation: notes/2026/model-upgrade-trial.md.
- What an Agent Seat Actually Completes, collected 2026-09-26. Summary and citation: notes/2026/agent-seat-completion.md.
- The Cache-Read Tax, collected 2026-09-26. Summary and citation: notes/2026/agent-token-economics.md.
- Every Guard Must Prove It Can Stay Silent, collected 2026-09-25. Summary and citation: notes/2026/guard-harness.md.
- A Single Agent and a Research Team on Equal Ceilings, collected 2026-09-17. Summary and citation: notes/2026/single-agent-vs-team.md.
- Did the Machine Learn From Its Last Failure?. Published before any result: notes/2026/did-the-machine-learn.md.
- Governing a Self-Repairing Agent Organization. Published before any result: notes/2026/governing-self-repair.md.
Corrections: report an error at https://www.orbytlabs.ai/contact. A corrected record is published as a new version, and its changelog names what changed.
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