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133 stories, newest first — page 6 of 6.

Consumer AI Hardware

AI Meeting Recorders Still Lose Words When People Talk Over Each Other

Dedicated recorders captured a noisy three-person meeting more reliably only when placed well. Speaker labels, names, and action items still demanded a human cleanup pass.

Devin Oyelaran · 7 min read

Consumer AI Hardware

Your AI Recorder Leaves the Room. Its Audio Usually Doesn't

PLAUD Note, Limitless Pendant, and Omi take different routes to the same destination: cloud processing. Their deletion and export controls deserve as much scrutiny as their transcripts.

Devin Oyelaran · 7 min read

AI Industry & Models

New AI Models Need Eight Checks Before They Reach Production

A benchmark win does not make a model usable. This same-day checklist separates releases that can enter a production test from those worth watching only.

Tobias Lund · 8 min read

AI Governance & Ethics

Deleting an AI Prompt Does Not Delete Every Copy

A deletion receipt from the application is only the first step. Real evidence must follow the prompt through provider logs, backups, vector databases, and tracing systems.

Irene Vasko · 8 min read

Agentic AI & Orchestration

Coding Agents Can Migrate One Dependency, With Guardrails

A dependency update is a useful test of coding agents because the patch is small but the definition of success is not. Passing tests alone cannot establish that the migration is safe.

Mara Quintero · 8 min read

AI Industry & Models

A Million-Token Window Does Not Make Whole-Repo Analysis Cheap

Sending every file can turn one coding task into millions of repeated input tokens. Prefix caching helps, but a code map and selective loading usually cut cost, delay, and distraction further.

Tobias Lund · 8 min read

AI Industry & Models

Schema-Constrained AI Still Sends Bad Data to Production

Valid JSON is only the first gate. Production systems must also catch truncated responses, schema drift, unsupported fields, and values that look valid but trigger the wrong action.

Tobias Lund · 8 min read

Agentic AI & Orchestration

Your MCP Server Can Reach Everything Its Token Can

An MCP connection does not create a new permission boundary. Follow one GitHub workflow to see where credentials go, what enters model context, and when a narrower direct integration is the better choice.

Mara Quintero · 8 min read

AI Governance & Ethics

The Top AI Benchmark Model May Still Misroute Your Tickets

Leaderboard gains can disappear when prompts, data exposure, subsets, and compute differ. Test claims against a frozen sample of your own work before choosing a model.

Irene Vasko · 8 min read

Agentic AI & Orchestration

AI Agents Need More Than One Approval Gate to Spend Money

A spending agent should not treat a toner reorder, a new vendor, and an annual renewal as the same decision. This approval map separates routine actions from commitments that need a person.

Mara Quintero · 8 min read

AI Governance & Ethics

Your AI Approval Log Needs More Than “Human Reviewed”

A defensible approval record shows the evidence presented, the reviewer’s changes and the rule behind an exception. A name and timestamp cannot prove meaningful oversight.

Irene Vasko · 8 min read

Agentic AI & Orchestration

Test an Email Agent Without Letting It Reach Customers

Replay historical support threads in an isolated sandbox, capture each tool call, and grade four kinds of behavior before the agent receives permission to send.

Mara Quintero · 8 min read

Agentic AI & Orchestration

The Travel Agent Charged the Card, Then Lost the Booking

A reservation succeeded, but the agent failed before delivering the itinerary. The recovery test exposed which retries are safe and where a person must take over.

Mara Quintero · 8 min read