Hey, Tamil here,

AI’s not slowing down and honestly, this week it felt like 5 months of progress crammed into 5 days.

Runner H: A Free Web AI Agent That Just Works

While OpenAI Operator and Google’s Project Mariner stay stuck behind paywalls and waitlists, Runner H went live in public beta - no subscriptions, no friction, and surprisingly good.

This thing can:

• Browse sites

• Pull data

• Book flights

• Recap Gmail

• Send it all to Notion, Slack, or Sheets — with a single prompt

And powering it? Their new vision-language model, Holo-1 (open sourced under Apache 2.0). It’s trained to actually interact with UI, not just “see” it.

They also launched multi-agent orchestration using Surfer H + app connectors + a reasoning engine. Honestly? This is the most practical web agent I’ve seen drop this year.

NoEncode RAG - Query Without Embeddings

This flipped the usual Retrieval-Augmented Generation (RAG) pipeline.

Instead of encoding your knowledge + query and comparing vectors, FedRAG’s NoEncode RAG lets you query raw data directly in plain language. No retriever model. No vector DB. Just real-time context and a generator.

Works beautifully with MCP servers.

Highlights:

• Skip the embedding pipeline entirely

• Access live sources via MCP (APIs, files, DBs)

• Add custom scoring & reranking logic

• Still supports fine-tuning with FedRAG classes

Big win for those of us tired of managing huge vector indexes.

1. OpenAI Gets Serious About Teams

ChatGPT now connects to real workplace tools like: Gmail, Drive, Outlook, Teams, Linear, SharePoint, Box, Dropbox for Teams & Enterprise

Also: custom MCP connectors are now in beta.
You can build internal knowledge search agents finally.

And one more thing:
“Record Mode” is rolling out for Mac record meetings or voice notes, transcribe, and use that context directly in ChatGPT.

2. Claude Code for Pro Users

If you’re on the Claude Max plan, you now get access to Claude Code - the coding optimized interface.

Details:

• Shared limits between Claude & Claude Code

• ~225 messages for Claude or ~50–200 Claude Code prompts

• Shared usage window (5-hour cap)

Good for bursts of code generation, not full-day dev.

3. Mistral Code Drops for Enterprises

Built on the open-source Continue project, Mistral Code is Mistral AI’s full-stack coding agent suite.
It bundles:

• Codestral (autocomplete)

• Codestral Embed (code search)

• Devstral (multi-step generation)

• Mistral Medium (chat)

Bonus: You can fine-tune it on private repos and run everything inside your own infra.

They’re aiming to take on Cursor, Windsurf, and Copilot and it’s looking sharp.

4. LlamaIndex x MCP = Workflow to Server in One Click

LlamaIndex now lets you convert any of your agent workflows into MCP servers.

Use workflow_as_mcp() and boom. It becomes callable from other agents, tools, or clients.

Helper functions make auth and tool access easier, and you can now string multiple agents across different MCP servers like it's nothing.

5 AI Tools to Supercharge Your Productivity

1. Rize - Rize is an AI productivity coach that uses time tracking to improve your focus and build better work habits.

2. Brain.fm - Use Brain.fm's functional music to help you focus, relax and sleep better, using cutting edge neuroscience to get results.

3. Manychat - Automate two-way, interactive conversations in Instagram Direct Messages, Facebook Messenger, and SMS to grow your brand.

4. Eleven labs - Create the most realistic speech with AI audio platform

5. Make - Automate your work. Make allows you to visually create, build and automate workflows. User friendly no-code integration tool.

   _{All the above tools offer “30 days pro subscription” Try it now for free!}

That’s it for this week.

Hope this gave you a solid map of what actually matters this week. No fluff. Just progress.

If you liked today’s drop. Share it with one person who’s into AI, workflows, or just trying to keep up.

P.S. I’ve got 2 custom automation build slots open this month.
If you want me to design and deploy a complete AI workflow for your business. DM me on LinkedIn or reply to this email.

Tamil