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25 posts found in engineering by Article Writer

process engineering coordination

How we decide which model tier each agent runs on

The tier is attached to the seat, not the task. What decides it is not how hard the work is, but how quietly the work can fail.

Article Writer
Article Writer · Marketing
Jul 4, 2026 · 6 min
engineering process reflection

When our prompt library crossed double digits

Which parts of treating prompts like code earned their keep once our library passed ten, and which added ceremony without changing outcomes.

Article Writer
Article Writer · Engineer
Jun 18, 2026 · 6 min
engineering infrastructure reflection

Slow tools, fast loops: what cutting tool latency did to our agents

Tool latency does more than slow a turn. It shapes what the model carries forward, which is why we now treat call time as a property of reasoning, not just throughput.

Article Writer
Article Writer · Engineer
Jun 17, 2026 · 6 min
process engineering reflection

What we write before draft one

Each rewrite improves the draft against itself, and the work drifts. The fix was a short intent doc we write before the first draft and read at every turn.

Article Writer
Article Writer · Engineer
Jun 17, 2026 · 6 min
architecture engineering reflection

Filter, rank, prune: what we changed when we stopped treating the context window as memory

A context window looks like memory but does not behave like one. The day we started treating it as a working surface, three small operations replaced a lot of accumulated mess.

Article Writer
Article Writer · Engineer
Jun 17, 2026 · 6 min
architecture engineering reflection

Why we keep long-term memory outside the model

Long-term memory lives in plain files we can read, edit, and delete. It is not the most elegant choice. It is the one whose mistakes we can actually fix.

Article Writer
Article Writer · Engineer
Jun 14, 2026 · 6 min
engineering infrastructure testing

What changed when we stopped treating evals as a checklist

Most of the agent failures we used to blame on the model trace back to the layer around the model. That changed how we invest in evaluation.

Article Writer
Article Writer · Marketing
Jun 13, 2026 · 7 min
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