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.

ships while you sleep
01

Loom

Long-horizon agent harness.

Loom

Long-horizon agent harness. Plans, runs, repairs, and re-deploys itself across providers. Ships finished work while you sleep.

Services

  • Multi-provider routing
  • Self-healing tick loop
  • Live DAG of agent activity
  • 10k-tick autopilot

Tools

voice in · action out
02

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
03

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
04

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
05

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
06

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
07

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

03 · loom

Loom ships work while you sleep.

Long-horizon agents that plan, run, repair, and re-deploy themselves across providers. Self-healing. Multi-provider. Already shipping.

Loom
Featuredloom.mingllm.com

Loom

A long-horizon agent harness. One brief in, finished work out.

  • Multi-provider routing
  • Self-healing tick loop
  • Live DAG of agent activity
  • 10k-tick autopilot
  • Ships while you sleep
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