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- 🤖 OpenAI launches Agents API
🤖 OpenAI launches Agents API
🦾Plus: 🚨 Anthropic Says Chinese AI Firms Used Claude 151M Times for Training

Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Here is roundup of Sakana Ai Models, SWE-2, GPT-Live-1, DeepSeek V4.1-Flash⚡ 👇
🧠Sakana launches Fugu Max and Fugu Ultra v2 models
💻Cognition released SWE-2, their most advanced coding model yet
🐧Moving from Mac to Linux for AI development
🎙️ OpenAI drops GPT-Live-1 Closest Model to Natural Voice
💡 AI Tutorial:Create music tracks with Lyria 3.5 in Gemini
🤖AI Tools and Data Tools to checkout

OpenAI's Agents API is now in public beta. The API brings the same harness and infrastructure that powers Codex to developers through a simple and flexible API. It allows developers to create useful agents with a powerful harness that manages context, uses tools efficiently, and coordinates subagents. The API provides infrastructure to keep agents running reliably for days, and environments where agents can work with files, run code, and save intermediate results.
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Launch more campaigns, keep client access separate, and hand interested replies to the right person.

Designing cloud architecture is no longer just a diagramming exercise. For most organizations, it now involves workload placement, cost awareness, governance, environment consistency, deployment readiness, and the ability to make sound decisions before infrastructure changes ripple through production.

Sakana launched Fugu Max and Fugu Ultra v2, which route work across a swappable pool of open and specialized models instead of throwing the biggest model at every problem. Fugu Max approaches elite-model performance at 2-6 x lower cost, while Ultra v2 beats Opus 5 and Fable 5 on its Chartography benchmark, without using Fable 5, Fable 5.1, or GPT-6 Astra.
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It scored 50% on FrontierCode 1.1, within one point of Fable 5.1, costing 64% lesser. Compared with SWE-1.7, its medium setting used 58% fewer turns, cost 81% less, and made its first meaningful edit after a median of 18 steps instead of 48. It is not just getting smarter, it is learning when to stop poking around and start fixing things.
If you’re running multiple agents at once, Linux can give you a faster, more reliable setup without tying everything to your laptop. This tutorial shows how to offload long-running jobs to a remote Linux machine, keep them running even after you close your Mac, and connect everything with tools like Tailscale and tmux. It also covers the less-fun bits, including syncing context, files, and secrets across machines.
Hire Ava, the AI BDR built for enterprise
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👨💻 Data Tools, Libraries
Moyai - Stop guessing if your agents are failing and start monitoring them for failures. We surface agent failures by looking for behavioural anomalies your your agent traces and classify failures with RCA and remediation steps.
container (GitHub Repo)
container is a tool for creating and running lightweight virtual Linux containers on Mac.
ktx (GitHub Repo)
ktx is an executable context layer for data and analytics agents. It allows AI agents to query data accurately and with full context.
AI News:

Anthropic published its latest Threat Report, detailing the most notable cases of Claude misuse it disrupted over the last eight months, including bioweapon flags, espionage, and acts of Chinese AI labs serving Claude in place of their own model. Anthropic named seven Chinese labs behind distillation efforts, including Alibaba, DeepSeek, Moonshot, and Xiaomi, leaning on thousands of fraudulent accounts.
22 ChatGPT Agents Built for Every Marketing Job
Most marketers use ChatGPT to do general research and then call it an AI strategy. The ones outperforming them are deploying specialized agents built for specific jobs.
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Chinese AI lab DeepSeek just released V4.1-Flash, an efficient new open-weight model that edges out systems like Claude Opus 5 and GPT-5.6 Sol on several agentic, coding, and cyber benchmarks at extremely low price points. Flash runs at about a quarter of DeepSeek V4-Pro's per-token price and still outscores it across the board, now acting as the company’s default model.

Those 100-hour weeks may be about to get a little less miserable. OpenAI released ChatGPT for Financial Services, which builds pitchbooks in a bank's own templates, chews through filings and earnings transcripts, and pipes in data from LSEG, Daloopa and Pitchbook. Morgan Stanley and Evercore were design partners. Exec Nick Turley reportedly insists it is more Excel than pink slip... analysts may want that in writing.

Universal Music Group and ElevenLabs are getting into business. The label has struck an expansive licensing agreement with the AI audio startup that will see ElevenLabs launch an AI-powered music platform built on UMG’s catalog of artists.

GPT-Live-1 listens and speaks at the same time, and it is live in the API today. In early tests at language app Speak, students who stopped to think got interrupted almost 80 percent less. Full Duplex Bench put it 30 points above GPT-Realtime-2.1, the model OpenAI has been selling until now. Developers pay 5 cents a minute for the voice layer and choose their own backend model like GPT-6 Astra.
AI Tutorial
Create music tracks with Lyria 3.5 in Gemini

Google recently released Lyria 3.5, its most advanced music generation model yet, which comes with improvements to expressive vocals, higher fidelity, and more. Here's how you can try it for free:
Go to https://gemini.google.com/app (or open the mobile app) and sign in.
Select the + and choose "Create music."
Check the templates and select one (optional), then enter your prompt to generate a music track.
Choose length, vocals/instrumental, and genre.
Your generated music is delivered as a video file complete with custom cover art. You can then download it (as video or audio only) or share it.
Most "hybrid" analytics setups still mean replicating data into the cloud first. AIStor skips that step. Watch a live walkthrough: import a share into Unity Catalog, query on-prem Iceberg and Delta tables directly, and get results back in seconds—no copy, no downsampling, no pipeline to maintain.
Jobs:
This week's Data & Analytics jobs: I have updated my curated list with fresh openings. Browse and apply in one click: jobs
Machine Learning Engineer – Hybrid – Boston
Lead Machine Learning Engineer – Texas
Senior Data Engineer – Analytics – Boston
Data scientist - NY
🔥Top AI tools to increase productivity:
Archie: AI social content that sounds link you
Alice - A native app that offers fast and reliable experience with models (OpenAI, Perplexity, Claude and more)
Linktopia - Community link-building for bloggers, entrepreneurs and startup brands to grow
VerifactAI is an AI fact-checking tool that allows you to fact-check your articles within a minute.
Undress AI Tool is a website that offers a deepnude application, allowing users to create modified images
Screenloop is the ultimate Talent Operations Platform, seamlessly integrating a next-gen ATS
Postlyy - All in one platform to create, schedule, and analyze content on X and LinkedIn
AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity
View our database of all the best AI tools for your needs: aitoolsup.com
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A.I. Generated Image of the Day
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