docs: fix broken r1 link & update bedrock model table#4
docs: fix broken r1 link & update bedrock model table#4FortiShield wants to merge 4 commits intokhulnasoft:mainfrom
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Reviewer's Guide by SourceryThis pull request updates the Amazon Bedrock model table, fixes a broken link in the Amazon Bedrock documentation, and moves LangDB from AI Toolkit Providers to Community Providers. No diagrams generated as the changes look simple and do not need a visual representation. File-Level Changes
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WalkthroughThis update reclassifies the LangDB provider in the DeepSeek R1 comparison table from the "ai-toolkit-providers" category to "community-providers" in the documentation. Additionally, it introduces four new model entries in the Amazon Bedrock provider’s model capabilities table— Changes
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Hey @FortiShield - I've reviewed your changes - here's some feedback:
Overall Comments:
- It looks like you're moving LangDB to community providers - is that intentional?
- Thanks for keeping the Bedrock model table up-to-date!
Here's what I looked at during the review
- 🟢 General issues: all looks good
- 🟢 Security: all looks good
- 🟢 Testing: all looks good
- 🟢 Complexity: all looks good
- 🟢 Documentation: all looks good
Help me be more useful! Please click 👍 or 👎 on each comment and I'll use the feedback to improve your reviews.
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Actionable comments posted: 1
🧹 Nitpick comments (1)
content/providers/01-ai-toolkit-providers/08-amazon-bedrock.mdx (1)
366-366: Addition of DeepSeek R1 Model EntryA new model entry
deepseek.r1-v1:0has been added to the capabilities table, showing all indicators as<Cross size={18} />. Verify that this accurately communicates the absence of support for image input, object generation, tool usage, and tool streaming. If additional clarifications or a document link for this model’s capabilities is available, consider a follow-up update for enhanced user guidance.
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content/docs/02-guides/25-r1.mdx (1)
124-124: Reclassified LangDB Provider EntryThe LangDB provider entry is now reclassified from the "ai-toolkit-providers" category to "community-providers." This update aligns with the new categorization strategy. Please verify that the link
/providers/community-providers/langdbis correct and that the reclassification is reflected consistently throughout the documentation.
| | `amazon.nova-micro-v1:0` | <Cross size={18} /> | <Check size={18} /> | <Check size={18} /> | <Check size={18} /> | | ||
| | `amazon.nova-lite-v1:0` | <Check size={18} /> | <Check size={18} /> | <Check size={18} /> | <Check size={18} /> | | ||
| | `amazon.nova-pro-v1:0` | <Check size={18} /> | <Check size={18} /> | <Check size={18} /> | <Check size={18} /> | |
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💡 Verification agent
🧩 Analysis chain
New Amazon Nova Model Entries
The table now includes new rows for:
amazon.nova-micro-v1:0amazon.nova-lite-v1:0amazon.nova-pro-v1:0
Each row displays capability indicators (using <Cross size={18} /> and <Check size={18} />) that denote the feature support for image input, object generation, tool usage, and tool streaming. Please confirm that these indicators accurately reflect each model’s capabilities according to the latest Amazon Bedrock documentation.
I'll now run a web search query to verify that the capability indicators (using <Cross size={18} /> and <Check size={18} />) accurately reflect the latest Amazon Bedrock documentation for the new Amazon Nova models.
Once we have the results from this search, we'll be able to confirm whether the indicators in the table are correct and proceed to update the review comment accordingly.
🌐 Web query:
Amazon Bedrock documentation "amazon.nova-micro-v1:0" "amazon.nova-lite-v1:0" "amazon.nova-pro-v1:0" capabilities image input object generation tool usage tool streaming
💡 Result:
Amazon Bedrock's Nova model family (Micro, Lite, Pro) offers advanced multimodal capabilities through three distinct model IDs: amazon.nova-micro-v1:0, amazon.nova-lite-v1:0, and amazon.nova-pro-v1:0. These models support sophisticated interactions through multiple modalities and tool integrations.
Core Capabilities
1. Vision Processing
- Image & Video Analysis: Supports direct processing of visual inputs including JPEG, PNG images and video formats like MP4[4][12]
- Multimodal Context: Understands relationships between text and visual elements in documents/images through unified processing pipelines[1][13]
2. Tool Integration
- Function Calling: Native support for tool usage through API integrations[12]
- Streaming Tool Execution: Combines real-time generation with tool invocation using
ConverseStreamAPI[7][12]
# Example tool usage with boto3
response = client.converse(
modelId="us.amazon.nova-pro-v1:0",
messages=[{"role": "user", "content": [{"text": "Analyze this image"}]}],
tools=[tool_definition] # External tool schema
)Model Comparison
| Feature | Nova Micro | Nova Lite | Nova Pro |
|---|---|---|---|
| Max Input Resolution | 1080p | 4K | 8K |
| Tool Streaming | Basic | Advanced | Enterprise |
| Concurrent Sessions | 10 | 50 | 100+ |
| Vision Frame Analysis | 15fps | 30fps | 60fps |
Streaming & Real-Time Features
- Response Streaming:
ConverseStreamAPI enables incremental output delivery[7][12] - Hybrid Execution: Combines streaming text generation with parallel tool execution[12][19]
- Latency Optimization: Sub-200ms response times for common vision tasks[16][18]
Security & Compliance
- Input Validation: Built-in content moderation for images/videos[6][10]
- Confidence Scoring: Visual grounding with hallucination mitigation[1][5]
- Private Customization: Model fine-tuning without data retention[13][16]
These models integrate with Amazon Bedrock's ecosystem including Knowledge Bases for RAG workflows[9][19] and Data Automation for preprocessing multimodal content[1][5]. While focused on understanding rather than direct image generation (handled by Nova Canvas/Reel models[18]), they enable complex analysis of visual inputs combined with structured data operations.
Citations:
- 1: https://aws.amazon.com/blogs/aws/new-amazon-bedrock-capabilities-enhance-data-processing-and-retrieval/
- 2: https://docs.aws.amazon.com/bedrock/latest/userguide/bda-ouput-image.html
- 3: https://matoffo.com/what-sdks-support-streaming-functionality-in-amazon-bedrock/
- 4: https://docs.aws.amazon.com/pdfs/nova/latest/userguide/nova-ug.pdf
- 5: https://aws.amazon.com/bedrock/faqs/
- 6: https://aws.amazon.com/blogs/machine-learning/intelligent-document-processing-using-amazon-bedrock-and-anthropic-claude/
- 7: https://repost.aws/questions/QUsqK6QQwoQ-a-crTHpkjfEA/aws-bedrock-agents-support-streaming-responses
- 8: https://docs.aws.amazon.com/zh_cn/nova/latest/userguide/nova-ug.pdf
- 9: https://aws.amazon.com/documentation-overview/bedrock/
- 10: https://aws.amazon.com/blogs/machine-learning/build-a-generative-ai-image-description-application-with-anthropics-claude-3-5-sonnet-on-amazon-bedrock-and-aws-cdk/
- 11: https://aws.amazon.com/about-aws/whats-new/2024/12/amazon-bedrock-knowledge-bases-streaming-retrieveandgeneratestream-api/
- 12: https://docs.aws.amazon.com/nova/latest/userguide/using-converse-api.html
- 13: https://aws.amazon.com/bedrock/
- 14: https://aws.amazon.com/blogs/aws/amazon-titan-image-generator-v2-is-now-available-in-amazon-bedrock/
- 15: https://aws.amazon.com/blogs/big-data/build-a-real-time-streaming-generative-ai-application-using-amazon-bedrock-amazon-managed-service-for-apache-flink-and-amazon-kinesis-data-streams/
- 16: https://docs.aws.amazon.com/bedrock/latest/userguide/prompt-caching.html
- 17: https://docs.aws.amazon.com/bedrock/latest/userguide/bedrock-ug.pdf
- 18: https://www.aboutamazon.com/news/aws/amazon-nova-artificial-intelligence-bedrock-aws
- 19: https://aws.amazon.com/about-aws/whats-new/2024/12/amazon-bedrock-knowledge-bases-connectors-ingestion-data/
- 20: feat:Add Amazon Bedrock to support the leading large language models such as Amazon Nova, Claude, Llama, Mistral, and others. ChatGPTNextWeb/NextChat#5746
Action Required: Correct Capability Indicator for Amazon Nova Micro
Based on the latest Amazon Bedrock documentation, all Amazon Nova models—including amazon.nova-micro-v1:0—support image input. The current table incorrectly shows a <Cross size={18} /> for image input on the micro model. Please update this so that amazon.nova-micro-v1:0 uses <Check size={18} /> for image input, ensuring consistency with its documented multimodal (image processing) capability.
- File:
content/providers/01-ai-toolkit-providers/08-amazon-bedrock.mdx(Lines 353-355) - Change Needed: For the
amazon.nova-micro-v1:0entry, replace<Cross size={18} />with<Check size={18} />in the image input column.
This adjustment will accurately reflect the capabilities as specified in the Amazon Bedrock documentation.
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🧹 Nitpick comments (1)
content/providers/03-community-providers/11-cloudflare-workers-ai.mdx (1)
28-31: Updated AI Binding in Wrangler.toml SnippetThe change from
binding = "AI"tobinding = "AI-TOOLKIT"correctly reflects the intended rebranding. Please verify that the code examples following this snippet (which useenv.AI) are either updated in documentation or include a note clarifying that the environment variable remains unchanged despite the updated binding name.
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content/providers/03-community-providers/11-cloudflare-workers-ai.mdx (1)
1-27: Overall Documentation Consistency CheckThe remainder of the documentation file—including code examples and usage instructions—remains clear and well-formatted. No additional issues were found.
Also applies to: 32-144
* build: Version Packages (#4) * chore (providers/xai): update grok-3 model aliases * chore (providers/xai): update grok-3 model aliases * Update openai-transcription-model.test.ts (#2) Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * fix: especially to support React testing properly and avoid version p… (#3) * fix: especially to support React testing properly and avoid version pitfalls. Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * Create vitest.setup.ts Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> --------- Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * Update ci.yml Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * Update quality.yml Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * Update release.yml Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * Version Packages --------- Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> Co-authored-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * update (#10) * build(deps): bump next from 15.3.0 to 15.3.4 Bumps [next](https://github.com/vercel/next.js) from 15.3.0 to 15.3.4. - [Release notes](https://github.com/vercel/next.js/releases) - [Changelog](https://github.com/vercel/next.js/blob/canary/release.js) - [Commits](vercel/next.js@v15.3.0...v15.3.4) --- updated-dependencies: - dependency-name: next dependency-version: 15.3.4 dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com> * Merge pull request #4 from khulnasoft-lab/dependabot/npm_and_yarn/vite-6.2.7 build(deps-dev): bump vite from 6.2.6 to 6.2.7 * build(deps): bump fastify from 5.1.0 to 5.3.2 (#3) Bumps [fastify](https://github.com/fastify/fastify) from 5.1.0 to 5.3.2. - [Release notes](https://github.com/fastify/fastify/releases) - [Commits](fastify/fastify@v5.1.0...v5.3.2) --- updated-dependencies: - dependency-name: fastify dependency-version: 5.3.2 dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> * build(deps): bump @nestjs/common from 10.4.15 to 10.4.16 (#1) Bumps [@nestjs/common](https://github.com/nestjs/nest/tree/HEAD/packages/common) from 10.4.15 to 10.4.16. - [Release notes](https://github.com/nestjs/nest/releases) - [Commits](https://github.com/nestjs/nest/commits/v10.4.16/packages/common) --- updated-dependencies: - dependency-name: "@nestjs/common" dependency-version: 10.4.16 dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> * refactor: rename ai package to ai-toolkit and update all dependencies to ai-toolkit@2.0.0 --------- Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: gitworkflows <bdkhulnasoft@gmail.com> Co-authored-by: neopilotai <withneopilot@gmail.com> --------- Signed-off-by: KhulnaSoft bot <43526132+khulnasoft-bot@users.noreply.github.com> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: gitworkflows <bdkhulnasoft@gmail.com> Co-authored-by: neopilotai <withneopilot@gmail.com>
2 participants
PR Type
Documentation
Description
Fixed broken link for LangDB provider in DeepSeek R1 documentation.
Updated Amazon Bedrock model table with new models and capabilities.
Added
deepseek.r1-v1:0to Amazon Bedrock model capabilities table.Corrected Amazon Bedrock documentation link formatting.
Changes walkthrough 📝
25-r1.mdx
Fixed LangDB provider link and category.content/docs/02-guides/25-r1.mdx
08-amazon-bedrock.mdx
Updated Amazon Bedrock model table and fixed link.content/providers/01-ai-toolkit-providers/08-amazon-bedrock.mdx
deepseek.r1-v1:0in the model capabilities table.Summary by CodeRabbit
Documentation
New Features
amazon.nova-micro-v1:0,amazon.nova-lite-v1:0,amazon.nova-pro-v1:0, anddeepseek.r1-v1:0.@ai-toolkit/codemodpackage to facilitate automated migrations.Chores