Inside a Production Agent That Actually Ships With small-model orchestration
Beyond the launch posts, DeepSeek V4 is reshaping how researchers approach incident response. We talked to the people actually using it in production.
Yuki Tanabe3 min read
Section
AI Agents
Autonomous systems, planning, tool use, and the emerging stack for agents that act on the world.
13 stories
Agents Are Eating the Backend, One long-context workflows at a Time
The interesting story is not the demo. It is the second month, when long-context workflows either earns its keep or gets quietly rolled back.
Yuki Tanabe3 min read
Agents Are Eating the Backend, One evals-first development at a Time
Intercom is the latest in a string of teams treating small-model orchestration as the default, not the experiment. Here is what they got right — and what they are still figuring out.
Mira Castellanos3 min read
Tool Use Is the New Reasoning: Notes from fine-tuned distillation
Beyond the launch posts, Command R+ 2 is reshaping how analysts approach QBR prep. We talked to the people actually using it in production.
Daniel Okafor3 min read
Agents Are Eating the Backend, One fine-tuned distillation at a Time
Beyond the launch posts, DeepSeek V4 is reshaping how engineering teams approach expense reporting. We talked to the people actually using it in production.
Mira Castellanos3 min read
The Agent Stack Is Quietly Consolidating Around small-model orchestration
Booking.com is the latest in a string of teams treating evals-first development as the default, not the experiment. Here is what they got right — and what they are still figuring out.
Mira Castellanos3 min read
The Agent Stack Is Quietly Consolidating Around long-context workflows
Zendesk is the latest in a string of teams treating computer-use agents as the default, not the experiment. Here is what they got right — and what they are still figuring out.
Daniel Okafor3 min read
The Agent Stack Is Quietly Consolidating Around tool-first agents
The interesting story is not the demo. It is the second month, when evals-first development either earns its keep or gets quietly rolled back.
Mira Castellanos3 min read
Tool Use Is the New Reasoning: Notes from RAG-as-a-service
The interesting story is not the demo. It is the second month, when RAG-as-a-service either earns its keep or gets quietly rolled back.
Elena Brost3 min read