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Projects2026

Echo

A private Mac memory layer that turns approved AI chats and opt-in communications into cited Markdown, then exposes that knowledge to local search and scoped agent recall.

Private V1
local-first, Markdown-owned
Real sources
AI chats + opt-in comms
Scoped recall
agents read cited notes only
Decision host
local-only, evidence-cited
§01The workLive system

Connect approved sources, review proposed knowledge, then recall it locally.

Echo
SwiftUI · on-device

A private Mac memory layer for the people, decisions, and work across your sources.

It turns approved sources into a searchable, evidence-backed record, then lets local tools and agents recall that record under explicit scopes.

Echo's onboarding screen listing read-only AI chat, communication, notes, and vault sources with toggles, an output-folder field, privacy preflight notice, and local distill button.
Echo's Timeline screen showing evidence entries grouped by day with domain and confidence tags, metrics, a review window, and domain filters.
The workPick your read-only sources, AI chats plus email and messages, and the folder Echo writes Markdown into. / Timeline. An evidence-backed record of what you figured out, decided, and built, filtered by domain.
§02The pipelineEnd-to-end flow
01

Connect

Point Echo at AI chats and opt-in communications. Everything is read-only at the source, and you choose which sources are on.

read-only · opt-in
02

Review

Privacy checks, source permissions, and review queues run before proposed notes become part of the memory layer.

PII · permissions · proposed notes
03

Write

Accepted knowledge lands as cited Markdown with the evidence needed to inspect where the claim came from.

Markdown · evidence
04

Recall

Search, timeline, entity views, and scoped agent recall all read from the same local evidence-backed knowledge base.

search · timeline · agent scopes
§03What I builtPieces that compound

What's actually in the app.

Cited recall for agents.

Agents can search knowledge, read evidence, inspect rollups, follow timelines, list entities, and propose notes without getting broad file-system access.

scoped local tools

A timeline that never lies.

Scroll back a month and you see what was true then, not a summary that quietly rewrote itself.

evidence, not rollups

Local decision memory.

Echo can learn recurring decision patterns locally and cite the evidence behind them, without mutating the original sources on its own.

patterns with citations

Hard delete that propagates.

Deleting an item removes the evidence and derived copies, then blocks it from quietly reappearing through a later rebuild.

evidence · rollups · index

Operational cockpit.

Source discovery, scheduler status, stale/empty states, and proposed notes are visible instead of hidden behind a magic ingest button.

sources · scheduler · queue
§04Build rulesLocal-first · macOS 14+

The rules I held the build to.

Selected rules6 of the working set · macOS 14+
  1. Everything is read-only at the source; Echo never writes back to a chat log or an inbox.
  2. Comms are opt-in, with allow/deny rules and PII redaction before any note is written.
  3. Evidence is append-only; a changed fact is superseded, never overwritten.
  4. The timeline reads from evidence, not rollups, so look-back stays lossless.
  5. Agent recall is scoped, cited, and model-free at the tool boundary.
  6. Hard delete removes evidence and derived copies, then prevents resurrection.
§05StackEvery tool earns its line
SwiftUI / UISwift Package / EchoEngineLocal models / SynthesisMarkdown / OutputAI chat imports / SourcesOpt-in communications / SourcesScoped recall / Agent surfaceHard delete / PrivacymacOS 14+ / Apple Silicon
§06ArtifactsReceipts and public proof

The app, the engine, and the notes it leaves behind. All local, all yours.

Echo.app

The native macOS app. Local-first memory, review queues, source discovery, and scoped recall.

native macOS · local-first
EchoEngine

The Swift package behind the app: evidence, rollups, timelines, deletion, privacy checks, and recall scopes.

private engine
The Markdown it leaves behind

Plain Markdown notes in a folder you choose. Ordinary files you can open anywhere and keep forever.

no lock-in · MIT-licensed