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Model Open Weightby Liquid AI

LFM3

LFM3 is Liquid AI’s open-weight Liquid Foundation Model release aimed at text generation and specialized multimodal model building. Its key strengths are deployability, adaptability, and availability through LFM3-related Ollama tags, though exact context limits, licensing details, and benchmark performance should be verified per checkpoint.

Provider
Liquid AI
Released
Oct 27, 2026
Weights
Open

Capabilities

  • Text Generation
  • Multimodal
  • Open Weight

Best For

  • Specialized Multimodal Models
  • Local Inference
  • Open Weight Development

LFM3 by Liquid AI

LFM3 is an open-weight Liquid Foundation Model from Liquid AI, released on 2026-10-27 and positioned as a base for building specialized multimodal systems. Its headline value is not just general-purpose text generation, but the ability to serve as a foundation for domain-adapted multimodal models—systems that can combine language understanding with non-text inputs depending on the checkpoint or serving configuration. The model is also notable because it appears in the Ollama library with dedicated LFM3-related tags, making local experimentation and deployment more accessible than with API-only models.

Capabilities and features

LFM3 supports text generation and multimodal use cases. In practice, this makes it suitable for tasks such as instruction following, summarization, document analysis, question answering, content drafting, and potentially image- or media-grounded reasoning where the specific LFM3 variant includes those modalities. Its open-weight nature is important: developers and researchers can inspect, host, fine-tune, quantize, or adapt the model more freely than they could with closed commercial models.

The most compelling use case is specialization. Rather than being only a chatbot, LFM3 is framed as a foundation layer for building targeted assistants—for example, models tuned for scientific documents, enterprise knowledge bases, customer support, education, or multimodal data interpretation. Availability through Ollama-style tags also suggests easier local running, model switching, and experimentation with different variants.

Technical specifications

Publicly visible high-level specifications include:

  • Provider: Liquid AI
  • Model family: Liquid Foundation Models
  • Release date: 2026-10-27
  • Weights: Open-weight release
  • Core capabilities: Text generation; multimodal modeling depending on variant
  • Availability: Listed in the Ollama library with LFM3-related tags
  • Pricing: No inherent per-token fee for local open-weight use; infrastructure, hosting, and any managed-service costs still apply
  • Context window / maximum output: Not reliably specified in the provided public summary; users should verify the exact Ollama tag or official model card
  • License: Open-weight, but the exact license terms should be checked before commercial deployment, redistribution, or fine-tuning

Strengths and benefits

LFM3’s main strengths are openness, adaptability, and multimodal ambition. Open weights allow teams to deploy the model in private environments, reduce dependence on hosted APIs, and tune it for narrow workloads. For organizations with sensitive data, local or self-hosted deployment can be a major advantage. Its role as a multimodal foundation model also makes it attractive for applications that need to connect language with richer inputs rather than treat text as the only interface.

Compared with closed models such as GPT-5-class or Claude-style systems, LFM3’s advantage is control rather than guaranteed frontier performance. Compared with open alternatives such as Llama, Qwen, Gemma, or Mistral-family models, LFM3’s differentiator is Liquid AI’s architecture and emphasis on specialized multimodal model building. Relative to earlier Liquid Foundation Model releases, LFM3 appears to broaden the family’s practical deployment story through open-weight availability and Ollama distribution.

Limitations and caveats

Because detailed benchmark data, context limits, model sizes, training mix, and exact multimodal coverage are not included in the basic description, claims about performance should be treated cautiously until verified against official documentation or independent evaluations. Open-weight also does not automatically mean unrestricted open source; licensing terms matter. Like other generative models, LFM3 may hallucinate, reflect dataset biases, struggle with long or ambiguous instructions, and require careful evaluation before use in high-stakes domains. Multimodal behavior can also vary significantly between checkpoints, so users should test the specific tag they intend to deploy.

Vibgrate CLI

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Replay
demo@vibgrate — bash
❯ npx @vibgrate/cli scan
 
╭──────────────────────────────────────────╮
│ Vibgrate Drift Report │
╰──────────────────────────────────────────╯
 
── node-turborepo (node) .
Runtime: >=18.0.0 (8 majors behind)
Frameworks:
Turbo: 1.13.4 → 2.11.10 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 1 1-behind 3 2+ behind 1 unknown
 
── @repo/admin (node) apps/admin
Frameworks:
TanStack Query: 5.105.0 → 5.105.0 (current)
React: 18.3.1 → 19.3.1 (1 behind)
React DOM: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.3.5 (3 behind)
Dependencies:
3 current 9 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.3 → 5.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.0.5 (4 behind)
Dependencies:
7 current 4 1-behind 4 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.4.3 (2 behind)
React: 18.3.1 → 19.3.1 (1 behind)
React DOM: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 6 1-behind 3 2+ behind 5 unknown
 
── @repo/config (node) packages/config
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 2 1-behind 5 2+ behind 0 unknown
 
── @repo/database (node) packages/database
Frameworks:
Prisma: 5.22.0 → 7.10.1 (2 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 0 1-behind 3 2+ behind 1 unknown
 
── @repo/types (node) packages/types
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
0 current 0 1-behind 1 2+ behind 1 unknown
 
── @repo/ui (node) packages/ui
Frameworks:
React: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.3.1 (1 behind)
Dependencies:
1 current 4 1-behind 1 2+ behind 1 unknown
 
── @repo/utils (node) packages/utils
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.0.5 (4 behind)
Dependencies:
0 current 1 1-behind 2 2+ behind 1 unknown
 
Tech Stack
Frontend: React, React DOM
Meta-frameworks: Next.js
Bundlers: tsx, Turbo, Vite
CSS / UI: Autoprefixer, PostCSS, Tailwind CSS
Backend: Express
ORM / Database: Prisma, Prisma Client
Testing: Vitest
Lint & Format: ESLint, ESLint Prettier, ESLint React, Prettier, typescript-eslint
 
Services & Integrations
Auth: JWT 9.0.3
Databases: Prisma 5.22.0
 
TypeScript
v5.3.3 · strict ✔ · MIXED · target: ES2022
 
Build & Deploy
Package Managers: pnpm
Monorepo: npm-workspaces, pnpm-workspaces, turbo
 
Product Purpose Signals
Frameworks: react, nextjs
Evidence: 177
Top Signals:
- [heading] Dashboard (apps/admin/src/pages/Dashboard.tsx)
- [title] Revenue Overview (apps/admin/src/pages/Dashboard.tsx)
- [copy] workspace:* (packages/ui/package.json)
- [copy] ./dist (packages/ui/tsconfig.json)
- [copy] ./src/index.ts (packages/ui/package.json)
- [copy] @repo/config/tsconfig-base.json (packages/ui/tsconfig.json)
- [copy] @repo/ui (packages/ui/package.json)
- [copy] #3b82f6 (apps/admin/src/pages/Dashboard.tsx)
Unknowns:
- No pricing or billing evidence found.
- No integrations/connectors evidence found.
- No route structure evidence found.
 
Security Posture
Lockfile ✖ · .env ✔ · node_modules ✔
 
Platform
Native modules: turbo
 
Code Quality
Files: 36 · Functions: 183 · Avg complexity: 2.62 · Avg length: 21.13 lines
Max nesting: 2 · Circular deps: 0 · Dead code: 0%
God files: apps/admin/src/pages/Products (448 lines)
 
Database Schema
postgresql · 8 models · 1 enum
Models: Address, CartItem, Category, Order, OrderItem (+3 more)
 
Findings (16 errors, 11 warnings)
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in .
✖ 60% of dependencies are 2+ major versions behind in node-turborepo.
vibgrate/dependency-rot in .
✖ Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 26.0.0).
vibgrate/runtime-eol in .
✖ vite is 3 major versions behind (spec: ^5.0.12, latest: 8.3.5).
vibgrate/dependency-major-lag in apps/admin
✖ Vite is 3 major versions behind (current: 5.4.21, latest: 8.3.5).
vibgrate/framework-major-lag in apps/admin
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in apps/api
✖ vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.0.5).
vibgrate/dependency-major-lag in apps/api
✖ Vitest is 4 major versions behind (current: 1.6.1, latest: 5.0.5).
vibgrate/framework-major-lag in apps/api
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in apps/web
✖ eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).
vibgrate/dependency-major-lag in packages/config
✖ 56% of dependencies are 2+ major versions behind in @repo/config.
vibgrate/dependency-rot in packages/config
✖ 75% of dependencies are 2+ major versions behind in @repo/database.
vibgrate/dependency-rot in packages/database
✖ 100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot in packages/types
✖ vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.0.5).
vibgrate/dependency-major-lag in packages/utils
✖ 67% of dependencies are 2+ major versions behind in @repo/utils.
vibgrate/dependency-rot in packages/utils
✖ Vitest is 4 major versions behind (current: 1.6.1, latest: 5.0.5).
vibgrate/framework-major-lag in packages/utils
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in .
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/admin
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/api
⚠ Next.js is 2 major versions behind (current: 14.2.35, latest: 16.4.3).
vibgrate/framework-major-lag in apps/web
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/web
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/config
⚠ Prisma is 2 major versions behind (current: 5.22.0, latest: 7.10.1).
vibgrate/framework-major-lag in packages/database
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/database
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/types
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/ui
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/utils
 
╭──────────────────────────────────────────╮
│ Top Priority Actions │
╰──────────────────────────────────────────╯
 
1. Upgrade EOL runtime in node-turborepo
End-of-life runtimes no longer receive security patches and block ecosystem upgrades.
./.
>=18.0.0 → 26.0.0 (8 majors behind)
Impact: −10 drift points (runtime & EOL)
 
2. Fix security posture: no lockfile found
Without a lockfile, installs are non-deterministic. Run the install command to generate one and commit it.
./
Missing: package-lock.json, pnpm-lock.yaml, or yarn.lock
 
3. Upgrade Vitest 1.6.1 → 5.0.5 in @repo/api (+2 more)
4 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.
./apps/api
Vitest: 1.6.1 → 5.0.5 (4 majors behind)
./packages/utils
Vitest: 1.6.1 → 5.0.5 (4 majors behind)
./apps/admin
Vite: 5.4.21 → 8.3.5 (3 majors behind)
Impact: −5–15 drift points
 
4. Reduce dependency rot in @repo/types (100% severely outdated)
1 of 1 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/types
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
5. Reduce dependency rot in @repo/database (75% severely outdated)
3 of 4 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/database
@prisma/client: 5.22.0 → 7.10.1 (2 majors behind)
prisma: 5.22.0 → 7.10.1 (2 majors behind)
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
╭──────────────────────────────────────────╮
│ Architecture Layers │
╰──────────────────────────────────────────╯
 
Archetype: nextjs (80% confidence)
Files classified: 24 (11 unclassified)
Folders classified: 8
apps/admin/src presentation 100% 4 files
apps/admin/src/pages presentation 100% 2 files
apps/api/src/middleware middleware 100% 2 files
apps/api/src/routes routing 100% 2 files
apps/web/src/app presentation 100% 4 files
apps/web/src/app/products presentation 100% 2 files
apps/web/src/app/products/[id] presentation 100% 1 file
packages/ui/src presentation 100% 6 files
Unclassified source (sample): 11
 
presentation 15 files drift ████████████████████ 100 risk high
routing 4 files drift ████████████████████ 100 risk high
middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate
config 2 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
shared 1 file drift ████████████████████ 100 risk high
 
╭──────────────────────────────────────────╮
│ DriftScore Summary │
╰──────────────────────────────────────────╯
 
DriftScore: 70/100
Risk Level: HIGH
Projects: 9
Classified: 8 nano · 1 micro · 0 small · 0 standard
Billable: 0.42 · 9 detected → 0.42 billable projects (micro-project pricing)
0.1 micro · 0.32 nano
These fractions add up across repositories, then round down to whole billable projects.
 
Score Breakdown
Runtime: ████████████████████ 100
Frameworks: ███████████▊░░░░░░░░ 59
Dependencies: ██████▌░░░░░░░░░░░░░ 33
EOL Risk: ████████████████████ 100
 
Scanned at 2026-10-29T14:24:55.610Z · 8.0s · 286 files scanned · 56 workspace files · 27 dirs
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