mingllm · v0 preview · 2026

Building Personal Intelligence That's Yours

Personal intelligence that lives with you — voice, browser, research, receipts. One system, many surfaces.

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01 · surfaces

Our Surfaces

Personal superintelligence that shows up where you work — voice, browser, research, verification, and local execution.

voice in · action out
01

Jarvis

End-to-end voice agent — from spoken intent to executed action across mail, calendar, documents, and macOS apps, all running on-device.

Jarvis

End-to-end voice agent — from spoken intent to executed action across mail, calendar, documents, and macOS apps, all running on-device.

Services

  • Voice inbox summaries
  • Calendar triage & scheduling
  • Drafting & review workflows
  • macOS action execution

Tools

cited · pinned to source
02

Tensor

Browser side-panel agent that reads across your open tabs, synthesizes context in parallel, and answers with citations pinned back to the source.

Tensor

Browser side-panel agent that reads across your open tabs, synthesizes context in parallel, and answers with citations pinned back to the source.

Services

  • Multi-tab synthesis
  • Source-grounded answers
  • Parallel page reading
  • Live session logs

Tools

PRESS ⌘⌘
PRESS ⌘⌘
press ⌘⌘ · just talk
03

Rocky

Voice-first agent that lives on your Mac — double-tap ⌘ to talk, drop a file, send a task.

Rocky

Voice-first agent that lives on your Mac — double-tap ⌘ to talk, drop a file, send a task. Sees your screen, hears your voice, acts across every native app, with you in the loop.

Services

  • Push-to-talk visor
  • Computer control
  • Native MCP integrations
  • Reviewable receipts

Tools

claims · evidence · linked
04

Research

Turns scattered sources into a navigable claim structure — showing where evidence converges, where it splits, and what actually supports the answer.

Research

Turns scattered sources into a navigable claim structure — showing where evidence converges, where it splits, and what actually supports the answer.

Services

  • Claim clustering
  • Citation extraction
  • Cross-source comparison
  • Evidence mapping

Tools

local runtime · 0 ms hop
05

Local First

Memory, reasoning, and action stay close to the user.

Local First

Memory, reasoning, and action stay close to the user. MingLLM runs locally by default, with privacy boundaries you can see, understand, and set.

Services

  • No hidden backend dependency
  • On-device memory
  • Scoped access
  • User-controlled permissions

Tools

reviewable · reversible
06

Receipts

Every meaningful action leaves a visible trace — logs, proofs, and step-level confirmation instead of invisible background automation.

Receipts

Every meaningful action leaves a visible trace — logs, proofs, and step-level confirmation instead of invisible background automation.

Services

  • Action logs
  • Proof-linked outputs
  • Review before send
  • Transparent execution trails

Tools

02 · all local

All local.

your gpu · your weights · your machine

03 · jarvis

Voice in.
Action out.

Speak naturally. Jarvis hears you, drafts the action inside the app you actually use, and waits for your nod before it sends. Local model, native macOS, no chat window.

runs locally · acts inside your apps · not around them

04 · tensor

Reads every tab you open.

reads.

cites.

connects.

One companion. Many tabs. Grounded answers.
05 · manifesto

Runs where you are. Not somewhere else.

  1. (01)

    Models, memory, and reasoning run on your machine.

  2. (02)

    Nothing calls out without a line in the log.

  3. (03)

    Apps get only the permissions you grant.

  4. (04)

    Every action leaves a line. Reviewable. Reversible. Yours.

local-first · reviewable · reversible · yours

Read the full manifesto
06 · rocky

On your Mac. Out of your way.

Press ⌘⌘. Talk. Type. Drop a file. Rocky reads your screen, hears your voice, and acts across every native app — with you in the loop, always.

Schedule lunchSummarize theFind theOpen Mail.
07 · begin

Stop guessing.
Start knowing.

Personal superintelligence that lives with you. Voice, browser, research, receipts. Local, transparent, and finally yours.

Download MingLLM
MingLLMv0 · preview2026pre-seed · building in the open