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Model Open Weightby NVIDIA

NVIDIA Nemotron 3 Nano

NVIDIA Nemotron 3 Nano is an open-weight instruction-following LLM family with 9B, 12B, and 30B variants, newly referenced for Amazon Bedrock support in AWS GovCloud. Its key strengths are text-generation capability, deployment flexibility, governance-friendly availability, and a practical size range for regulated enterprise and public-sector use.

Provider
NVIDIA
Released
Jul 1, 2026
Weights
Open

Capabilities

  • Text Generation
  • Instruction Following

Best For

  • Secure Government Deployment
  • Local Inference
  • Enterprise Ai

NVIDIA Nemotron 3 Nano Overview

NVIDIA Nemotron 3 Nano is an open-weight family of compact-to-midrange instruction-tuned language models from NVIDIA, referenced as newly supported on Amazon Bedrock in AWS GovCloud with Nano 9B v2, Nano 12B v2, and Nano 30B variants. Released on 2026-07-01, the family is aimed at organizations that want text-generation and instruction-following capabilities in a deployable, governable model line rather than relying only on large closed frontier systems.

The notable differentiator is the combination of open-weight accessibility, NVIDIA’s Nemotron model lineage, and GovCloud availability through Amazon Bedrock. That makes the family especially relevant for public-sector, defense-adjacent, regulated, and compliance-sensitive workloads where deployment region, auditability, and operational control matter as much as raw benchmark performance.

Capabilities and Features

Nemotron 3 Nano models are designed for text-only language tasks, including drafting, summarization, rewriting, question answering, classification, structured response generation, and general instruction following. The 9B, 12B, and 30B sizing gives users a practical tradeoff curve: smaller variants can be more economical and lower latency, while the 30B model should generally offer stronger reasoning, richer responses, and better robustness on complex prompts.

As instruction-following models, they are intended to respond to natural-language directives, follow formatting constraints, and produce outputs suitable for enterprise assistants, knowledge workflows, and internal automation. Their open-weight nature can also support deeper inspection, customization, and deployment flexibility compared with API-only proprietary models, subject to the specific license terms.

Technical Specifications and Availability

The family includes Nano 9B v2, Nano 12B v2, and Nano 30B variants. Modality support is best characterized as text input and text output; no native image, audio, or video capability is indicated in the referenced description. Publicly confirmed details such as context-window size, maximum output length, tokenizer behavior, and exact benchmark scores should be verified in NVIDIA’s model cards or the Amazon Bedrock documentation, as they may vary by variant and hosting configuration.

Pricing is likewise deployment-dependent. On Amazon Bedrock in AWS GovCloud, costs are expected to follow Bedrock’s regional pricing and throughput model, but exact rates should be checked in AWS documentation or account-specific pricing pages. The models are described as open-weight, but open-weight does not automatically mean unrestricted open source; users should review the NVIDIA license for redistribution, fine-tuning, commercial use, and compliance obligations.

Strengths and Benefits

The main benefits are deployment flexibility, governance, and model-size choice. Organizations can select a smaller model for latency-sensitive workloads or a larger Nano variant for higher-quality generation. GovCloud support is particularly valuable for teams that need U.S. government-region infrastructure while still accessing modern instruction-tuned LLMs. Compared with closed hosted models, Nemotron 3 Nano may offer more control over evaluation, customization, and lifecycle management.

Limitations and Caveats

Nemotron 3 Nano is not positioned as a frontier-scale multimodal model. It may underperform larger proprietary systems on highly complex reasoning, long-horizon planning, advanced coding, or nuanced domain expertise unless carefully prompted or fine-tuned. Like all LLMs, it can hallucinate facts, misinterpret ambiguous instructions, and produce unsafe or biased content without appropriate safeguards. Users should validate outputs for legal, medical, security, or mission-critical use.

Compared with alternatives such as Meta Llama, Mistral open models, or larger NVIDIA Nemotron releases, Nemotron 3 Nano’s appeal is likely its NVIDIA ecosystem alignment, practical size range, and regulated-cloud availability rather than being the single highest-performing model in every category. For teams doing software maintenance, the model’s summarization and classification abilities can also support dependency auditing or version-tracking workflows, though that is a secondary use case rather than its core identity.

Vibgrate CLI

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demo@vibgrate — bash
npx @vibgrate/cli scan
 
╭──────────────────────────────────────────╮
Vibgrate Drift Report
╰──────────────────────────────────────────╯
 
── node-turborepo (node) .
Runtime: >=18.0.0 (6 majors behind)
Frameworks:
Turbo: 1.13.4 → 2.10.7 (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: 5.101.4 → 5.101.4 (current)
React: 18.3.1 → 19.2.8 (1 behind)
React DOM: 18.3.1 → 19.2.8 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.1.5 (3 behind)
Dependencies:
4 current 8 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.2 → 5.2.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 4.1.10 (3 behind)
Dependencies:
7 current 5 1-behind 3 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.2.12 (2 behind)
React: 18.3.1 → 19.2.8 (1 behind)
React DOM: 18.3.1 → 19.2.8 (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/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/database (node) packages/database
Frameworks:
Prisma: 5.22.0 → 7.9.1 (2 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 0 1-behind 3 2+ behind 1 unknown
 
── @repo/ui (node) packages/ui
Frameworks:
React: 18.3.1 → 19.2.8 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.2.8 (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 → 4.1.10 (3 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)
Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 24.0.0).
vibgrate/runtime-eol in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in .
60% of dependencies are 2+ major versions behind in node-turborepo.
vibgrate/dependency-rot in .
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-major-lag in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/admin
Vite is 3 major versions behind (current: 5.4.21, latest: 8.1.5).
vibgrate/framework-major-lag in apps/admin
vite is 3 major versions behind (spec: ^5.0.12, latest: 8.1.5).
vibgrate/dependency-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
Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.10).
vibgrate/framework-major-lag in apps/api
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-major-lag in apps/api
vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.10).
vibgrate/dependency-major-lag in apps/api
Next.js is 2 major versions behind (current: 14.2.35, latest: 16.2.12).
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
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-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
56% of dependencies are 2+ major versions behind in @repo/config.
vibgrate/dependency-rot in packages/config
eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).
vibgrate/dependency-major-lag in packages/config
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/types
100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot in packages/types
Prisma is 2 major versions behind (current: 5.22.0, latest: 7.9.1).
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
75% of dependencies are 2+ major versions behind in @repo/database.
vibgrate/dependency-rot in packages/database
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
Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.10).
vibgrate/framework-major-lag in packages/utils
67% of dependencies are 2+ major versions behind in @repo/utils.
vibgrate/dependency-rot in packages/utils
vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.10).
vibgrate/dependency-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 → 24.0.0 (6 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 Vite 5.4.21 → 8.1.5 in @repo/admin (+2 more)
3 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.
./apps/admin
Vite: 5.4.21 → 8.1.5 (3 majors behind)
./apps/api
Vitest: 1.6.1 → 4.1.10 (3 majors behind)
./packages/utils
Vitest: 1.6.1 → 4.1.10 (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 → 7.9.1 (2 majors behind)
prisma: 5.22.0 → 7.9.1 (2 majors behind)
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
╭──────────────────────────────────────────╮
Architecture Layers
╰──────────────────────────────────────────╯
 
Archetype: monorepo (80% confidence)
Files classified: 29 (6 unclassified)
 
presentation 9 files drift ████████████████████ 100 risk high
routing 4 files drift ████████████████████ 100 risk high
middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate
domain 4 files drift ████████████████████ 100 risk high
data-access 2 files drift ████████████████████ 100 risk high
infrastructure 0 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
config 3 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
shared 5 files drift ████████████████████ 100 risk high
testing 0 files drift ████████████████████ 100 risk high
 
╭──────────────────────────────────────────╮
DriftScore Summary
╰──────────────────────────────────────────╯
 
DriftScore: 66/100
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: █████████▏░░░░░░░░░░ 46
Dependencies: ██████░░░░░░░░░░░░░░ 30
EOL Risk: ████████████████████ 100
 
Scanned at 2026-07-30T11:05:12.178Z · 26.1s · 286 files scanned · 56 workspace files · 27 dirs
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