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Signal intelligence · multi-source

Turn a firehose of feeds into structured intelligence.

Noise Distiller ingests dozens of sources — feeds, channels, YouTube transcriptions — correlates related events into clusters, and generates briefings with source lineage. Research monitoring that reads like intelligence, not a timeline.

Sources
Feeds · channels · video
Clusters
Correlated events
Briefings
With source lineage
Synthesis
Replayable artifacts
cluster · "local inference hardware" CORRELATED
EVENT CLUSTER — 4 SOURCES, ONE STORY
rss · vendor blogmon
New mini-PC ships with unified memory
yt · transcriptiontue
Benchmark video: tokens/sec vs desktop GPUs
rss · newslettertue
Pricing analysis puts it under workstation tier
rss · forum digestwed
Early adopters report thermals under load
briefinggenerated · lineage attached
stancewatch — maturing fast
nextsynthesis artifact on demand
01 · Drowning in almost-signal

Following the field is
a full-time job you don't have.

The information exists — spread across RSS, newsletters, forums, and hours of video. What's missing is the layer that says: these twelve items are one event, and here's why it matters to you.

01
Fragmented sources

Dozens of feeds, each with its own noise floor. Nothing connects them.

02
Duplicated events

One announcement becomes twenty takes. Reading them all teaches you nothing new.

03
Video is opaque

Hours of talks and benchmarks locked in video no reader can skim.

04
Summaries without sources

AI digests that can't show where a claim came from can't be trusted with decisions.

02 · Correlate, then brief

From items to events.
From events to briefings.

The pipeline ingests everything, clusters what belongs together, and writes briefings that carry their lineage — every claim traceable back to the sources that produced it.

A.
Multi-source ingestion

Feeds and channels, plus YouTube transcription — video becomes searchable text alongside everything else.

B.
Correlated clustering

Related items across sources merge into one event with its full picture, instead of twenty duplicates.

C.
Briefings with lineage

AI-generated intelligence briefs where every claim links back to its sources — verifiable, not vibes.

D.
Synthesis on demand

A pipeline that turns clusters into artifacts — comparable, replayable, and ready to act on. Advisor and monitor workflows keep watch between briefings.

— BEFORE
40 open tabs →
same story × 12 →
2h video, no notes →
skimmed, forgotten
— WITH NOISE DISTILLER
sources → ingestion →
correlated clusters →
briefing + lineage →
synthesis artifact →
decision-ready
EVENTSCLUSTERED ACROSS SOURCES
CLAIMSSOURCE LINEAGE ATTACHED
VIDEOTRANSCRIBED · SEARCHABLE
03 · Pipeline

Firehose to briefing,
in six stages.

Each stage is a real pipeline step with stored state — not a one-shot summary prompt over whatever was in the tab.

SOURCE
Ingest

Feeds, channels, and YouTube pulled continuously.

TEXT
Transcribe

Video becomes searchable text with the rest.

CORRELATE
Cluster

Related items merge into events across sources.

WRITE
Brief

AI briefings generated with source lineage.

PRODUCE
Synthesize

Clusters become artifacts — replayable, comparable.

WATCH
Monitor

Advisor and monitor workflows keep standing watch.

04 · Capabilities

An intelligence platform,
not an RSS reader.

FastAPI backend, SvelteKit front end — the full path from raw source to standing intelligence.

Multi-source ingestion

Feeds and channels pulled on schedule into one normalized store.

YouTube transcription

Talks and benchmarks become searchable text with overviews.

Correlated clusters

Cross-source events instead of duplicated timelines.

AI briefings

Intelligence briefs generated per cluster, with lineage attached.

Source lineage

Every claim traceable to the items that produced it.

Synthesis pipeline

Clusters resolve into artifacts — replayable and comparable over time.

Daily briefing

A scheduled brief lands without anyone opening a feed reader.

Advisor & monitor

Standing workflows that watch topics and flag what changed.

05 · The platform

Real screens.
Real sources.

The intelligence view and the YouTube pipeline — transcription in, structured overview out.

noise-distiller · /intelligence
Noise Distiller intelligence view — correlated clusters and briefings
Intelligence — correlated clusters with briefings and lineage.
noise-distiller · youtube · overview
Noise Distiller YouTube overview — structured summary of a transcribed video
YouTube overview — structure extracted from a transcribed video.
noise-distiller · youtube · transcription
Noise Distiller YouTube transcription — video as searchable text
Transcription — hours of video, searchable like any feed item.
06 · Example output

One cluster.
A briefing you can check.

A cluster resolves into a brief with stance, evidence, and lineage — the difference between "I read something about that" and intelligence.

briefing · local inference hardware
cluster of 4 sources · generated with lineage
● BRIEFED
SOURCES
4
DUPLICATES MERGED
yes
VIDEO INCLUDED
transcribed
CLAIMS
traceable
WHAT A BRIEFING CARRIES
what happened
why it matters to you
source lineage per claim
what to watch next
SYSTEM
backendfastapi · python
frontendsveltekit
migrationsalembic
testsapi + e2e suites
briefingdaily · scheduled
PIPELINE
items (feeds + video)
correlated cluster
briefing + lineage
synthesis artifact
07 · Positioning
Noise Distiller is standing intelligence over your field — not a feed reader, not a bookmark pile, not a daily digest bot.

It is the layer for people whose edge depends on knowing what actually changed — with the sources to prove it.
BUILT FOR · researchers & operators
OPTIMIZED FOR · verifiable briefings
PROVES OUT · ingest → cluster → brief → synthesize