Local-first · For engineering teams

Everyone's memory, working as one

Every teammate runs a personal AI memory on their laptop. ForAll connects them — opt-in, local-first — so the smartest answer in your company is one keystroke away.

Runs on
Your laptop
macOS · Windows
Data sent
0 bytes
Unless you opt in
Connects
Your stack
Slack, Docs, +12
Capture
Federation
Teammates connected 4  peer brains
2 3 4 5 6
01 — Product

⌘K. Ask your work anything.

A passive desktop agent captures meetings, chat, docs. Agentic memory structures it. ⌘K answers in natural language — with sources, and who else knows more.

Searching local memory…

Who knows more
⌘ K · LOCAL MEMORY · 0 BYTES SENT ↵ to open source
It listens

Always-on capture

Meetings, chat, docs, browser, terminal. Passive desktop agent.

It remembers

Agentic memory

Structures the chaos into a knowledge graph. Knows what matters.

It answers

Ask anything, sourced

Natural language Q&A with citations and who knows more.

It federates

Brains that connect

Opt-in across teammates. Personal memory becomes company brain.

02 — The problem

Engineering teams lose three things every day.

Decisions, context, and ownership — scattered across Slack, meetings, docs, and people's heads. The smartest answers in your company are unreachable the moment they're spoken.

01 — Lost

Decisions

"What did we decide about pricing?" Re-litigated every quarter. The original thread is buried; the call wasn't recorded; the doc was never updated.

SlackCallsEmail
02 — Lost

Context

New hires repeat old mistakes. Why was the API designed this way? Why did we drop that vendor? The reasoning is in someone's head — or no one's.

DocsPRsThreads
03 — Lost

Ownership

"Who knows about X?" Tribal knowledge sits with whoever was there. When they leave, it leaves. When they're on PTO, the team stalls.

PeopleTicketsHistory
03 — How it works

From conversation to collective intelligence.

A passive local agent on each laptop. An agentic memory that decides what to keep. A ⌘K answer with sources. And — when teammates opt in — a network that compounds.

01 · Capture

Always-on, local

Meetings, chat, docs, browser, terminal. A passive desktop agent — nothing leaves your laptop.

02 · Structure

Agentic memory

The agent decides what matters, links it, and rebuilds the graph as your work evolves.

03 · Recall

⌘K, sourced

Ask anything in natural language. Get the answer with citations — and who knows more.

04 · Federate

The company brain

Opt-in across teammates. Personal memory becomes shared. This is where no incumbent can follow.

04 — Why ForAll

Three architectural choices no incumbent can copy.

Each on its own is doable. The combination — local, personal, federated — has to be built from a different foundation.

Local-first

Memory stays on your machine

Zero bytes leave your laptop unless you choose. The privacy answer is "it never went anywhere" — not "we encrypted it."

Personal-first

Useful on day one, solo

You get value before any teammate installs it. No empty-network problem. Personal memory is the product; federation is the multiplier.

Opt-in federation

The company brain emerges

When teammates install ForAll, their brains connect — opt-in per project. Suddenly you can query everyone's collective memory. This is the moat.

05 — Team

Founder–market fit, twice over.

Ken built contextual AI memory at Meta. Mena ships products solo and runs production systems at scale. Between them, every primitive ForAll needs already exists in their hands.

Ken Suong

Ken Suong

Co-founder · Already built personal AI memory

Previously Meta Reality Labs Research, building contextual AI agents for always-on smart glasses. Designed "personal timelines" — compressing physical and digital context into queryable memory and predicting user intent. Deep experience in on-device ML, GPU infrastructure, and benchmarking vision-language models alongside human participants.

Mena Shafik

Mena Shafik

Co-founder · Already shipped products solo

5+ years of enterprise mobile engineering at Canadian Tire Financial Services, leading scalable architecture, performance, and production reliability on platforms processing complex payments. Solo founder of multiple shipped products including a custom music streaming app and a fitness tracking platform — end-to-end product lifecycle, design through deployment.

One ⌘K from everyone's brain.