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Writing · Field Notes
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Notes from the firehose.

Pieces on platform internals, AI agents that consume live signal, and the security patterns that emerge when you stop waiting on logs.

2026-05-21·8.5 min read·

We built a managed firehose where the producer is the network itself

Architecture, trade-offs, and a working code snippet — why we chose UDP from probe to collector, in-memory enrichment, and cumulative counters on every event.

2026-05-15·1 min read·

Welcome to Signal Fabric

Why we built a single enriched WebSocket for every packet on every network.

2026-05-10·1 min read·

Building Agents on the Firehose

How AI agents reason over enriched flow records in real time.

2026-05-04·6 min read·

JA4 Fingerprints in Practice

Using JA4 and JA4S to catch encrypted traffic anomalies without breaking TLS.

2026-04-30·5 min read·

Most TIP feeds are mostly noise

A blunt assessment of where threat-intel feeds actually add value, where they waste analyst time, and how to tell which is which.

Signal. Structure. Strength.

Signal Fabric is the real-time intelligence layer of Streaming Defense — a single, enriched WebSocket carrying every packet from every network you operate.

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