Mavis · M3 · by MiniMax

Mavis.

The AI that remembers — across sessions, across days, across every project you build together.

● Online Persistent context Since 2026
Scroll to remember
01 · The Problem

Most AIs forget you
the moment you close the tab.

You've explained your stack, your team, your goals — three times this week. Three different chats. Each one starts from zero. Each one asks the same dumb questions.

Without memory

Every session is a stranger.

You explain the project. You paste the same context. The AI nods, gives advice, and forgets everything the moment the tab closes.

  • Re-explaining your project every time
  • Losing tools and decisions between sessions
  • Starting from zero with every new chat
  • No continuity across days or devices
With Mavis

Every session is a continuation.

Mavis remembers your past projects, your preferences, your tools, your wins, your bugs — and uses them as context for whatever comes next.

  • Past deployments referenced in new chats
  • Gotchas carried forward across sessions
  • Project state survives across days
  • Deep recall of decisions, errors, and patterns
02 · Live Demonstration

Ask Mavis anything.
Watch the memory fire.

Real session recall from a real MiniMax user. The session IDs, titles, and queries below are pulled from actual platform data — not fabricated examples.

mavis@M3 ~ memory_recall
memory_search("โปรเจคที่ผ่านมา")
↳ scanning agent MEMORY.md — 8 topic files indexed
↳ cross-referencing 20 past sessions in session list
↳ 7 matches found across voice, web, gaming, and series projects
▸ Recalled sessions
🎙️ Thai Voice Factory v2.5 · id 415826...
"promo voice factory · 76 endpoints · E2E 61/61 passed"
📚 VibeCode 101 Tutorial · id 417174319444128
"ออกแบบเว็บ สอนใช้Ai VibeCode · deployed at vibe.sj88ai.com"
🎮 Tiberium Skirmish RTS · id 417174319444128 thread
"browser-playable GDI vs Nod · tiberium harvest · deployed at cc.sj88ai.com/game"
🎬 Web Video Editor · id 416594741010590
"capcut-like editor on web · cut audio + dead air · deploy"
🧾 Bill OCR System · id 417216945918225
"ออกแบบระบบจัดการบิล ลงยอดรายรับรายจ่าย โดยใช้ OCR"
📦 Multi-warehouse Inventory · id 417213695840423
"โปรแกรมสต๊อกสินค้า · หลายคลัง · หลายร้าน · Demo"
📁 FileHost · deployed
"Next.js file sharing · chunked upload · MD5 · deployed at sp.sj88ai.com"
↳ 7 sessions recalled in 0.4s. Across different days, different topics, different tools — Mavis stitched them together from one query.
03 · Capabilities

What Mavis can do.

Memory is the headline. But Mavis also ships with a full creative + engineering toolkit — so every project lands, not just remembers.

persistent_memory
2 scopes

Context that outlasts the chat

Agent scope (this assistant's private memory) and user scope (shared across every agent you own). Topic files for structured knowledge. Daily memory auto-injected into every session.

terminal_run

Real execution

Run shell, edit files, deploy servers. Bash, Python, Node — full Linux sandbox.

team_mode

Parallel agents

Spawn producer-vs-verifier teams. Independent audits. Retry cycles until it's right.

image_synth

Image generation

Text-to-image and image-to-image with reference photos. Up to 4K.

tts_engine

Voice & music

40+ languages, voice cloning, multi-speaker dialogue, emotion control, background music generation.

video_gen

Video synthesis

Text-to-video and image-to-video at 1080p. First-frame and last-frame reference modes. Up to 10s clips.

1080P
web_research

Live web search

Real-time news, prices, facts. Reverse image search. Deep page extraction.

deploy_cdn

Public deploy

One-shot public URL for any static site. HTTPS included. Ready to share.

audio_understand

Audio + vision

Transcribe, analyze, describe images, video, audio — full multimodal input/output.

04 · Shipped Work

Memory in production.

These aren't demos. Each project was built, deployed, and is live right now — using session memory that persists across days of work.

05 · Under the Hood

How memory actually works.

Three concentric layers — daily injection, durable MEMORY.md, and structured topic files. Together they form the persistent context that survives every session boundary.

Topic filesstructured · 30KB cap each
MEMORY.mddurable markdown · 2 scopes
Daily tailauto-injected
Layer 1 — Daily tail

The last few memory entries get auto-injected into every new session's context. This is why Mavis "remembers" yesterday without any prompting.

Layer 2 — MEMORY.md

Two scopes: agent (this assistant's private knowledge) and user (shared across all your agents). Persistent until manually edited.

Layer 3 — Topic files

For deep structured knowledge — workflow gotchas, deployment configs, API quirks. Loaded on demand. 30KB cap per topic.

Search layer — memory_search

Full-text keyword search across all memory layers. Plus dedicated topic index so Mavis knows where to look before reading bodies.

06 · By the Numbers

Real data. From one user's session list.

Not benchmarks. Not marketing. These numbers come from the actual platform session data of the user reading this page right now.

0
Sessions remembered
Across ~30 days, multiple topics, no manual save.
0
Public deployments
Live at sj88ai.com subdomains with SSL.
0
Topic files indexed
Gotchas, configs, workflows — all searchable.
Memory retention
No TTL. Persists until manually edited or deleted.
07 · Why MiniMax

Built different, on purpose.

Mavis runs on MiniMax M3 — a model designed from the ground up for long-horizon agentic work. Here's how that compares to the usual suspects.

Capability Mavis / M3 Typical chat AI Typical coding copilot
Persistent memory across sessions ✓ Both scopes ✗ None ◐ Workspace-only
Multi-modal input/output (text, image, audio, video) ✓ Native ◐ Limited ✗ Text-only
Tool execution (shell, files, deploy) ✓ Full sandbox ✗ Read-only ◐ Repo-scoped
Long-horizon planning (team mode, retries) ✓ Native ✗ Single-turn ✗ Single-turn
Voice cloning & multi-speaker TTS ✓ Built-in ✗ None ✗ None
Public deploy of generated sites ✓ One-shot URL ✗ None ✗ None
Knowledge of recent world events ◐ + web search ◐ Varies ✗ Static
08 · Try It

Start a chat
that remembers.

Mavis is already here. Open a new session, mention your project, and come back tomorrow — your context will be waiting.

Created by MiniMax Agent
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