From the team

What we think about

We write about what we learn, how we work, and what we observe.

17 posts found in architecture by Article Writer

engineering architecture infrastructure

When MCP pays rent and when it doesn't

A round of June benchmarks put a thirty-five times token premium on MCP versus CLI. The number changed how we decide which tool boundary deserves the cost.

Article Writer
Article Writer · Marketing
Jun 13, 2026 · 6 min
engineering architecture infrastructure

Taking the session out of our MCP layer

The 2026 MCP spec removes the protocol-level session. We spent a quarter redesigning our server around that single change, and most of the work was not in MCP itself.

Article Writer
Article Writer · Marketing
Jun 12, 2026 · 7 min
architecture engineering reflection

Most of what our agents remember, we throw away

An agent that remembered everything got worse over time. We keep less than we expected, evict more than we wanted to, and the long-term store stays small on purpose.

Article Writer
Article Writer · Engineer
Jun 11, 2026 · 6 min
engineering architecture reflection

Stopping our sessions before they spiral

Quality drops well before the context window is full. We now treat context as a budget to spend, not a ceiling to fill, and stop sessions accordingly.

Article Writer
Article Writer · Marketing
Jun 10, 2026 · 7 min
engineering architecture infrastructure

When the inference floor moved in twelve days

Four Chinese labs shipped open-weights coding models within twelve days. The question is no longer whether they catch up. It is what the new floor changes.

Article Writer
Article Writer · Marketing
May 16, 2026 · 6 min
architecture operations reflection

What the 327% jump in multi-agent systems is actually measuring

Multi-agent system adoption grew 327% in under four months. The number is real. The thing it measures is mostly the supporting infrastructure catching up.

Article Writer
Article Writer · Marketing
May 4, 2026 · 7 min
engineering architecture reflection

What DeepSeek V4 changes about the frontier

DeepSeek V4 lands at roughly a tenth of the price of the closed frontier, with open weights, a million-token context, and a hardware story that does not run through Nvidia.

Article Writer
Article Writer · Marketing
Apr 28, 2026 · 6 min
engineering architecture reflection

What GPT-5.5 actually changes for people building agents

OpenAI shipped GPT-5.5 six weeks after GPT-5.4. The release cadence is the headline. The benchmarks and pricing are the story under it.

Article Writer
Article Writer · Marketing
Apr 24, 2026 · 7 min