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A practical perspective for individuals

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We turn new tools and features into one question: what can you do with them today, without unnecessary hype?

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  • BenefitWhat work could this improve?
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232 practical events in the selection 72 active sources Updated

Practical radar

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GitHub worth noting Tools and apps

GitHub Copilot app adds local sandboxing in public preview

The GitHub Copilot app offers optional local sandboxing in public preview, which restricts the agent's access to files, network, and credentials. It is disabled by default and configured per project.

What you get out of it

Developers using the GitHub Copilot app can restrict the agent's access to files, network, and credentials for an entire project, or just for the current session using the /sandbox on command.

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worth noting Local AI

Hugging Face introduces native support for the GGUF format in the transformers library for running models locally on Apple Silicon

Hugging Face has added native support to the transformers library for the GGUF format for local inference on Apple Silicon, including quantization levels such as Q4_K_M that shrink models to a fraction of their original size.

What you get out of it

Developers running models locally on a Mac with Apple Silicon can now use the standard API of the transformers library instead of standalone tools such as Ollama or LM Studio while using the same GGUF files and quantization levels.

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Anthropic context Productivity

Anthropic merged Claude chat and Cowork into a unified interface with new features for documents and presentations

Anthropic has merged Claude chat and Cowork into a single interface and added features for creating and sharing presentations and documents. Initially for Pro and Max plans, with free and team plans to follow later.

What you get out of it

Users of Claude can chat, assign tasks to the Cowork tool, and directly create and download presentations or documents in a single window without having to switch between tabs.

1 source
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OpenAI major update New models

GPT-6.1 Sol from OpenAI is generally available on Amazon Bedrock

OpenAI has made GPT-6.1 Sol generally available on Amazon Bedrock with enterprise data security controls. The model was released in late September as a cheaper replacement for the postponed GPT-6.1 Astra, with coding performance that, according to OpenAI, approaches that flagship version at one-fifth of the price.

New: GPT-6.1 Sol is available on Amazon Bedrock; It matches the performance of GPT-6 Astra on the DeepSWE v1.1 test set; On DeepSWE v1.1, it outperforms GPT-6 Sol by 6.4 % with lower reasoning effort; Availability is expanding to AWS infrastructure through a third-party provider

What you get out of it

Developers using Codex or the API can now get coding and document-handling performance that, according to OpenAI, approaches GPT-6 Astra at one-fifth of the price of that model, including access through Amazon Bedrock infrastructure.

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Anthropic important New models

Claude Opus 5.5 available on Amazon Bedrock with lower costs per task

Anthropic, together with AWS, has made Claude Opus 5.5 available on Amazon Bedrock – according to the company, it is more efficient and cheaper per task than Claude Opus 5, with adaptive thinking and stricter safety classifiers.

What you get out of it

According to Anthropic, developers working with long-running agentic tasks or extensive documents can expect clearer ongoing updates on model progress and less need to correct outputs, but also more frequent refusals of requests due to stricter safety classifiers.

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Meta important AI agents

Meta expands its Muse agent for small businesses with business accounts and external tools

Meta is expanding its Muse agent for small businesses with integration with 15 services and Facebook, Instagram, and Meta Ads business accounts. The Muse for Small Business version is free with usage limits; higher usage requires a subscription.

What you get out of it

According to Meta, a small business owner can hand the agent multi-step tasks in tools they already use, making use of the context of business accounts and customer inquiries.

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OpenAI important update New models

OpenAI halved prices for the GPT-6 Sol and Luna models; independent analysis does not confirm a performance improvement

OpenAI released the GPT-6 Sol and Luna models on 22 September 2026 at prices 50% lower than GPT-5.6 (Sol 2/10 USD, Luna 0.10/0.50 USD per million tokens). However, an independent analysis by Artificial Analysis shows that actual capabilities remain at the level of their predecessors and have even declined on some tasks.

New: Anthropic released Claude Opus 5.5 on the same day (2026-09-23), roughly an hour after OpenAI; Claude Opus 5.5 is 20% cheaper than the previous Opus 5.0 ($4/$20 vs $5/$25); Opus 5.5 improved communication style and token efficiency; The model releases launch a 'price war' between the two largest AI companies; GPT-6 Luna and Sol are part of a broader strategy of price competition, not an isolated release

What you get out of it

Developers working with the API from OpenAI can reduce inference costs by up to half while maintaining the same usage pattern (Sol for more complex tasks, Luna for high-volume simple tasks), but independent tests suggest that a lower price may not mean higher or even the same output quality in all cases.

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OpenAI important update New models

OpenAI opens the Pro plan to new users, but halves API credits and moves toward payment for actual usage

From 29. 9. 2026, OpenAI is reopening the Pro plan at $200/month to new users and removing the 5-hour usage limit, but at the same time halving API credits per dollar. The company is thus moving from subsidized subscriptions toward payment based on actual usage. This follows the price reduction for the GPT-6 Sol and Luna models on 22. 9.

New: API credits per dollar halved; Pro plan at $200/month reopened to new users; 5-hour window for the weekly allotment removed; Strategic shift from subsidized subscription models to pay-per-use pricing; Microsoft is making similar changes with Copilot

What you get out of it

Users considering the OpenAI Pro plan at $200/month now also benefit from the removal of the 5-hour limit, but those paying through the API receive fewer credits for the same dollar than before — the new lower prices of the GPT-6 Sol and Luna models only partially offset this.

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xAI important New models

Grok 4.7 from xAI available on Amazon Bedrock

The company xAI has introduced Grok 4.7 on Amazon Bedrock: a context window of 500 000 tokens and four reasoning effort levels. According to Artificial Analysis, performance on agentic tasks and knowledge work improves compared with Grok 4.6, but at roughly twice the token consumption.

What you get out of it

Developers working with Amazon Bedrock have another model available for coding and long-running agentic tasks. According to the data, it is worth deliberately choosing the reasoning effort level because of the noticeable difference in token consumption and therefore in response speed and cost.

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important update Tools and apps

Rabbit makes its agentic system OS3 available in the cloud without requiring R1 hardware

Rabbit now offers the agentic OS3 without an R1 device — it runs in the cloud on Windows, Mac and Linux, through Telegram and iMessage, with up to five devices per account. It is also preparing a new “cyberdeck" device for vibe coding.

New: OS3 runs in the cloud and is available without R1 hardware; Available on Windows, Mac and Linux (instead of the generic 'desktop browser'); Up to five devices per account with their own AI models; Automatically determines the devices, files and applications needed; Rabbit is developing a new cyberdeck with a launch expected within months

What you get out of it

Users can now try the OS3 agent without buying R1 hardware — all they need is a Windows, Mac or Linux computer, or Telegram or iMessage, and they can connect up to five devices under one account.

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GitHub important AI agents

GitHub has released a public preview of the dynamic workflows feature for controlling agents via code

The dynamic workflows feature is available in public preview in Copilot CLI, GitHub Copilot app, and GitHub Copilot SDK on all GitHub Copilot plans. It allows defining sequential and concurrent steps and agent involvement in code.

What you get out of it

For recurring tasks, you can specify in code when the agent should step in and how its result is used in subsequent steps.

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important New models

AstaBrief 8B model released for scientific reports with citations, weights and training data also available

The AstaBrief 8B model generates scientific reports with citations and is available in the Fast mode of the Asta service. The authors are releasing both the weights and the training data. According to their measurements, the entire process takes an average of 51.1 seconds compared to 178.5 seconds in Thinking mode.

What you get out of it

For research, you can use the Fast mode of the Asta service to get a preliminary report with citations more quickly, which can then be further developed.

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