Kimi K3 on Bedrock
Moonshot AI's Kimi K3 is available on Amazon Bedrock, the first open model to reach 2.8 trillion parameters, with a 1-million-token context window and a 2.5x improvement in scaling efficiency over Kimi K2.
The Deploy Log | Week by week | Free, no signup
What shipped in AI, week of
39 rows are listed for in The Deploy Log, from 14 companies. Amazon Web Services shipped the most, 13 rows, then GitHub with 6. The edition's leads: Kimi K3 on Bedrock, SageMaker HyperPod Gateway and Astra for Law. Every item sourced to the publisher's own page.
In figures
| Company | Rows |
|---|---|
| Amazon Web Services | 13 |
| GitHub | 6 |
| Vercel | 4 |
| Google Workspace | 3 |
| OpenAI | 3 |
| LangChain | 2 |
| Anthropic | 1 |
| Apple | 1 |
| Google Cloud | 1 |
| NVIDIA | 1 |
| Ollama | 1 |
| vLLM | 1 |
| Waymo | 1 |
| Zed | 1 |
| Figure | Value |
|---|---|
| Rows | 39 |
| Rows the week before | 5 |
| Change against the week before | +34 |
| Companies | 14 |
| Companies seen for the first time | 5: Amazon Web Services, GitHub, Google Cloud, LangChain and vLLM |
| Models seen for the first time | 0 |
| Rows with no shipped date, placed by their edition or the day they were added | 20 |
| Lane | Rows | Rows the week before |
|---|---|---|
| Models and APIs | 3 | 4 |
| Tools and products | 31 | 0 |
| Robotics, hardware and chips | 2 | 0 |
| Breakthroughs | 0 | 0 |
| Funding and acquisitions | 0 | 0 |
Leads
SageMaker HyperPod Gateway
Amazon SageMaker HyperPod Inference Gateway is a Kubernetes-native, GPU-aware routing system that deploys as a single EKS managed addon and reduces first-token latency by up to 82%.
Astra for Law
OpenAI introduced Astra for Law, combining GPT-6 Astra with a legal search index covering more than 230 million URLs and 26 partner-built plugins, passing the Vals AI Legal Research Bench overall correctness check on 54.0% of questions versus 38.7% for GPT-6 Astra with web search alone.
Models and APIs
AgentCore runtime
The new AgentCore runtime delivers a P75 cold start latency of about 2 seconds from a 200 MB image to 2 GB, while the original runtime rose from roughly 5.4 seconds to nearly 30 seconds.
GLM 5.3 FlashX
GLM 5.3 FlashX is available on AI Gateway, serving Z.ai's multimodal coding model at about 200 tokens per second with no markup and no platform fee on inference.
GPT-Live 1
GPT-Live 1 from OpenAI is available on AI Gateway as a full-duplex voice model that can listen and speak at the same time, with client delegation to any text model on AI Gateway.
Tools and products
langchain-typesafe
langchain-typesafe 0.0.1a3 released with TypeSafeClassifier and experimental middleware.
iPhone 18 Pro lineup
Apple debuted iPhone 18 Pro and iPhone 18 Pro Max, Apple Watch Series 12, Apple Watch Ultra 4, and AirPods 5 at Apple Store locations worldwide on Friday, .
Expert Intelligence in Notebook
Google Workspace introduced Expert Intelligence in Gemini Notebook, featuring more than 100,000 books from major publishers that users can add as sources for grounded responses, infographics, audio overviews, and quizzes.
Gemini Notebook learning tools
Gemini Notebook added an audio recorder, real-time conversation in nearly 100 languages, interactive learning overviews, new quiz formats, and short video overviews in more than 80 languages.
Notebooks in Gemini
Notebooks in Gemini are now available to students, educators, and professionals, letting users add up to 10 sources to a notebook and combine the Gemini app with Gemini Notebook for study guides and video overviews.
Ubuntu 26 runner image
The Ubuntu 26.04 runner image for GitHub Actions is now fully supported on x64 and arm64, and the ubuntu-latest label will migrate from Ubuntu 24.04 to Ubuntu 26.04 between and November 19, 2026.
Workflow execution protections
Workflow execution protections for GitHub Actions are generally available with workflow file targeting, insights, and a REST API, and a default rule disables pull_request_target for public repositories, enforced on .
Ollama v0.34.2
Ollama v0.34.2 added first-run setup with sign-in or local options, an ollama://apps shortcut, and fixed excessive memory growth during long generations with MLX speculative decoding.
Claude Code v2.1.277
Claude Code v2.1.277 added AGENTS.md support, a CLAUDE_GATEWAY_PROXY_IS_EGRESS_BOUNDARY flag, and fixed sessions hanging with no result after internal errors, now reporting the error and exiting with code 1.
Codex rust-v0.155.0
Codex rust-v0.155.0 added experimental voice conversations with live transcripts, Touch ID verification for MCP requests, and AWS credential export commands for Amazon Bedrock.
Show the other 21 rows
Codex rust-v0.155.1
Codex rust-v0.155.1 fixed new local TUI sessions leaving reasoning summaries disabled by default, which had caused request rejection by providers that do not support them.
vLLM v0.30.0rc2
vLLM v0.30.0rc2 tagged a bugfix to avoid receive reports for notification-only requests in NIXL.
LangChain 1.4.2
LangChain 1.4.2 fixed preserving model-generated tool calls in human-in-the-loop tool call edits and added a notice to ToolMessage.
Zed v1.20.2
Zed v1.20.2 fixed payment errors from non-Zed model providers incorrectly prompting users to upgrade to Zed Pro, and fixed different snippet extensions for the same language canceling each other.
AWS Continuum Updates
AWS Continuum now supports credential testing and accessible domain suggestions.
Amazon SNS 1 MiB payloads
Amazon SNS now supports message payloads up to 1 MiB.
Code coverage ruleset REST API
GitHub now allows managing the Restrict code coverage repository ruleset option via generally available REST API.
Copilot weekly releases
GitHub Copilot adds generally available usage metrics for VS Code Agents and budget request approval for Business and Enterprise plans.
EC2 X8i in São Paulo
Amazon EC2 X8i instances are now available in the South America (São Paulo) Region.
ECS Express Mode Graviton
ECS Express Mode now supports AWS Graviton ARM64 workloads.
GitHub Copilot model deprecation
GitHub Copilot will deprecate Gemini 3.7 Flash, GPT-5.5, GPT-5.4, GPT-5.4 mini, GPT-5 mini, and Grok 4.5 on .
RTB Fabric AZ affinity
AWS RTB Fabric now supports configurable Availability Zone affinity.
Resilience Hub capabilities
AWS Resilience Hub adds three new capabilities.
AWS Batch bulk job cancellation
AWS Batch now supports bulk job cancellation and termination.
Agentic CLI usage metrics
GitHub Copilot CLI reports now include agentic activity metrics for skills, custom agents, MCP servers, slash commands, and plugins.
Amazon Corretto 27
Amazon Corretto 27 is now generally available, a new long-term support JDK distribution.
Oracle DB@GCloud Turin
Oracle Database@Google Cloud is now available in europe-west12 (Turin, Italy) for Exadata Database Service.
Vercel Marketplace
Native Marketplace resources can now connect to custom environments on Pro and Enterprise plans.
Vercel Sandbox Harbor evals
Harbor evals can now run on Vercel Sandbox with each trial in an isolated Firecracker microVM, enabling parallelization beyond local machine limits.
AWS Client VPN
AWS Client VPN now supports MacOS 27 Golden Gate.
Amazon SageMaker AI
Amazon SageMaker AI now supports serverless model customization for NVIDIA Nemotron 3.5 Lightning.
Robotics, hardware and chips
Waymo Singapore
Waymo announced a partnership with Singapore's Ministry of Transport and Land Transport Authority to launch a fully autonomous, all-electric commercial ride-hailing service via the Waymo app in 2028, after serving more than 20 million fully autonomous rides.
GeForce NOW
Aniimo and 10 other titles are now streaming on GeForce NOW, including a path-tracing update for 007 First Light.
One line every time AI actually ships, around the clock, free on Threads and Bluesky. Every one is in The Deploy Log with its source.