// insights · field reports · architecture

Research notes from the bench.

Architectural deep-dives, field reports from production deployments, and the things we're learning that we think other engineers and operators should know. No marketing. No thought leadership. Just notes from the bench.

// recent notes

Latest from the team.

// field report · BFSI

Capex pacing under three demand forecasts that disagree

A treasury team had three Excel models that gave three different answers. We routed the question through Titan mode and watched the dissent.

11 min·Apr 14
// domain note · supply chain

How tier-2 concentration hides from a conventional supplier scorecard

Conventional scorecards rate suppliers in isolation. The Coupling-force aggregator does not. Here's what changed when one auto manufacturer let us look.

8 min·Apr 02
// research · world-model

Coupling climate scenarios into reserve-adequacy math

Cat models don't talk to macroeconomic feedback. We made them. The implications for life insurance reserves are larger than expected.

14 min·Mar 22
// engineering · adversarial

L5 adversarial: red-teaming your own answer

The fifth layer is the only one whose job is to attack the work of the other eight. A technical note on construction, calibration, and a few surprises.

16 min·Mar 10
// domain note · healthcare

Provenance for clinical decision support — what regulators actually want

Notes from three conversations with regulators in three jurisdictions. The DAG ended every one of them faster than expected.

9 min·Feb 26
// architecture

Why activation modes are strictly nested

Focused ⊂ Strategic ⊂ GOD ⊂ Titan ⊂ Omega is a design constraint, not an accident. Here's the architectural argument for why it has to be.

12 min·Feb 11
// field report · energy

Sub-second dispatch decisions on a 90-organ reflex run

The energy domain pack runs in Focused mode at substation granularity. A backtest, the failure modes we surfaced, and the curtailment we eliminated.

10 min·Jan 30
// domain note · insurance

Underwriting at per-policy granularity without losing the portfolio view

The L7 memory architecture is what makes this work. A note on how episodic memory composes against semantic memory in the underwriting pass.

13 min·Jan 18
// engineering

Why we wrote our own orchestrator instead of using LangChain

Five reasons, with code. The honest answer is the fifth one.

15 min·Jan 04