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Research notes, engineering posts, and company news. Placeholder posts — replace with your real archive.

ANNOUNCEMENT · JUL 2026

Why we built the understanding layer instead of another agent framework

Frameworks are not what stops agents from working in production. Not knowing what is true is. A note on the thesis, and what we learned from the first thirty deployments.

Point of Data team · 9 MIN READ

DROP HERO IMAGE — 16:10

ENGINEERING · JUL 2026

Bitemporal graphs for agents that act

Why "what was true when the agent decided" is a different query from "what is true now" — and why both matter for audit.

12 MIN

RESEARCH · JUN 2026

Situation briefs beat retrieval at half the tokens

Benchmark: structured situation context versus top-k chunks across 4,200 support resolutions.

8 MIN

ENGINEERING · JUN 2026

Entity resolution when every system disagrees

Probabilistic matching, confidence propagation, and how we handle the corrections humans make.

11 MIN

COMPANY · MAY 2026

Series A: $46M to build the understanding layer

What we are funding, who joined, and what we are committing to publicly. Placeholder announcement.

5 MIN

FIELD NOTES · MAY 2026

Thirty deployments, three failure modes

The patterns that show up every time an agent programme stalls, and what fixed them.

10 MIN

ENGINEERING · APR 2026

Policy at the layer, not in the prompt

Prompts are not a permission system. How we enforce what an agent may know and do.

7 MIN

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