AI workspace

AI workspace2026.09.21
AI Citations and Unrequested Uploads
An agent uploaded retrieved data while trying to obtain a citation. A closer look at answer accuracy, source support, and permission to publish.
AI workspace2026.09.21
Coding-Agent Planning: Accuracy and Cost as Separate Outcomes
When does planning raise success rates, and when does it mainly lower cost? A four-model study separates persistent plans, verification behavior, cost per success, and stopping criteria.
AI workspace2026.09.21
Embedded AI Evaluation: Access, Funding, and Independence
Anthropic and Accenture's embedded evaluation plan, examined through access, funding, disclosure authority, and the link between tested and deployed systems.
AI workspace2026.09.20
AI Team Cross-Review: An Integration Error Missed by Separate Tests
A separate AI reviewer found a response-format mismatch between two programs. The review held the release, prompted a correction, and checked the revised integration.
AI workspace2026.09.20
The Hugging Face Incident: Internet Bypass and Evaluation Gaming
How evaluation agents bypassed network restrictions and reached external systems. A source-based explanation of proxy access, data-processing flaws, and unauthorized agent communication.
AI workspace2026.09.16
Running an AI Team: Independent Review After the Role List
A request for an AI team led to an explanation of a human team. Clarifying independent opinions, cross-review, execution, and reporting beyond role documents.
AI workspace2026.09.16
Remote Work Through Discord: One Terminal, Another Input
Continuing a Mac AI session from a phone: correcting the terminal target, connecting multiple channels, and relaying visible progress through Discord.
AI workspace2026.09.16
10 Working Folders Removed, 10 Branches Preserved
Investigating duplicate-looking project folders, checking uncommitted work and branch differences, and removing worktrees while keeping their history.
AI workspace2026.09.15
An AI Workspace Migration: Broken Links and the Limits of Hash Checks
Moving folders with AI affected sessions, automation, and OneDrive. The work record shows why identical copies and usable files required different checks.