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Just in: AI models are now being put to the test in biology, and the results are surprising.
BioSimBench by @celltypeinc checks how well AI predictions match real lab experiments.
Even the best frontier model scores below 0.32.
Huge respect to the CellType team for making this happen!
🤝 Paid partnership
Can LLMs simulate biology?
We tested frontier models on real lab experiments: predict how cells respond to drugs, gene knockdowns, and immune signals. Even the best get only part of the response right. Lots of room to improve.
Introducing BioSimBench, built on @NVIDIAAI. 🧵
Aria Tech Ai retweeted
If HR asks you to choose an interview time, never pick:
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Aria Tech Ai retweeted
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50 websites that feel like the internet’s hidden toolbox 🧰
1. unpaywall.org — Free research papers
2. openlibrary.org — Borrow books online
3. doaj.org — Free academic journals
4. alternativeto.net — App alternatives
5. justwatch.com — Find where to stream
6. archive.org — Internet archives
7. gutenberg.org — 70K+ free books
8. openstax.org — Free textbooks
9. openculture.com — Free courses
10. wolframalpha.com — Solve complex problems
11. photopea.com — Photoshop alternative
12. squoosh.app — Compress images
13. remove.bg — Remove backgrounds
14. cleanup.pictures — Remove objects
15. unscreen.com — Remove video backgrounds
16. carbon.now.sh — Beautiful code images
17. ray.so — Code screenshots
18. shots.so — Product mockups
19. smartmockups.com — Create mockups
20. haveibeenpwned.com — Check data breaches
21. virustotal.com — Scan files & URLs
22. privnote.com — Self-destructing notes
23. temp-mail.org — Temporary email
24. file.io — Temporary file sharing
25. archive.ph — Save webpages
26. similarsites.com — Find similar websites
27. radio.garden — Explore global radio
28. everynoise.com — Discover music genres
29. tunefind.com — Find songs from shows
30. musicforprogramming.net — Focus music
31. mynoise.net — Custom background sounds
32. coffitivity.com — Café ambience
33. elicit.org — Research assistant
34. consensus.app — Research-backed answers
35. connectedpapers.com — Research connections
36. semanticscholar.org — Academic search
37. scispace.com — Understand research papers
38. summarize.tech — YouTube summaries
39. phind.com — AI for developers
40. regex101.com — Test regex
41. codebeautify.org — Format code
42. jsonformatter.org — Format JSON
43. explainshell.com — Understand terminal commands
44. raindrop.io — Bookmark manager
45. downdetector.com — Check outages
46. tineye.com — Reverse image search
47. fast.com — Internet speed test
48. smallpdf.com — PDF tools
49. ilovepdf.com — Merge/split PDFs
50. 10minutemail.com — Temporary email
Save this. You’ll definitely need some of these later. 🔖
Follow @The_techAI for more useful websites, AI tools & tech resources.
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Aria Tech Ai retweeted
Don't watch Netflix tonight.
Spend 2 hours checking out this complete Stanford AI course
that teaches you how to build and automate anything with AI.
Anyone who watches this tonight will wake up tomorrow with a new skill under their belt.
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Aria Tech Ai retweeted
Anthropic's Claude Ai Agents Team just Educated how to build production AI agents in under 30 mins.
For Free. From the engineers who built the stack.
CANCEL Your Weekend Plans, and Learn to Build AI Agents Today.
Bookmark it. Watch it. Build your first production agent this weekend.
$5,000/month. $7,000/month. $12,000/month.
People are building agents for clients and charging $$$ as Beginners. You're still stuck in the thinking about AI phase.
This video fixes that tonight.
Follow @codewithimanshu for more high-signal content that actually moves your AI engineering career forward.
↓
Ivan Nardini runs Developer Relations for AI at Google Cloud. He just gave away the entire production agent stack in 30 minutes.
This is the talk that separates people deploying AI agents that actually scale from people whose agents break the moment they leave localhost.
Here's everything inside.
I break down a production AI video like this every week. Follow @codewithimanshu.
↓
The 4-part agent stack that actually scales.
Most devs are duct-taping frameworks together and calling it an "AI agent."
Ivan lays out the real stack:
Agent Development Kit (ADK): open-source, code-first framework for building, evaluating, and deploying agents. Supports Claude models through Vertex AI directly.
Model Context Protocol (MCP): lets your agent talk to any tool or data source with one standard. Vertex AI Agent Engine: managed platform for deploying, monitoring, and scaling agents in production. No DevOps headaches.
Agent-to-Agent Protocol: open protocol so agents built on different frameworks can actually work together.
This is the stack replacing every hacky agent setup in production right now.
Full MCP + Claude breakdowns drop weekly on @codewithimanshu.
↓
Building your first real agent.
Ivan builds a birthday planner agent live.
LLM Agent class. Name it. Define instructions. Pick the model.
He uses Claude 3.7 Sonnet. You could use Opus 4.7 for better reasoning.
Full agent built in minutes. Not weeks.
Watch the build once and you'll never structure an agent the wrong way again.
I post agent architectures people pay $500 courses to learn. @codewithimanshu.
↓
Multi-agent systems without the chaos.
Single agents are easy. Multi-agent systems are where 99% of builders fail.
Ivan extends the birthday planner by:
Adding a calendar service through MCP tools Creating an orchestrator agent to route requests between agents Handling state and context across agent handoffs
This is production multi-agent architecture. Clean. Scalable. Debuggable.
Most tutorials hand-wave this part. This one shows you every step.
Multi-agent orchestration content drops weekly on @codewithimanshu.
↓
Deployment without the DevOps nightmare.
This is where most AI projects die.
You build a cool agent locally. It works. You try to deploy it. Everything breaks.
Vertex AI Agent Engine fixes this:
Minimal code deployment Automatic monitoring of latency, CPU, and memory Built-in observability and logging No infrastructure setup needed
You provide config and requirements. The platform handles the rest.
This is how agents actually get to production.
Deployment guides for Claude agents post every week. @codewithimanshu.
↓
Agent-to-Agent Protocol: the future nobody's talking about.
Most people don't know this exists yet.
The A2A Protocol lets agents built in different frameworks communicate seamlessly.
Your Claude agent. My LangChain agent. Someone else's CrewAI agent.
All talking to each other. All solving parts of the same problem. All without custom integration code.
This is the infrastructure layer of the coming AI economy.
Getting in early on A2A Protocol is like getting in early on HTTP in 1995.
A2A deep dive coming soon. @codewithimanshu.
↓
30 minutes from the team shipping this in production.
You'll learn more from this than from 6 months of YouTube tutorials made by people who've never deployed an agent past localhost.
People who watch this understand production AI agents at the architect level.
People who skip it keep hacking together frameworks that break every time an API updates.
Save the video. Watch it tonight. Build a real agent this weekend.
Follow @codewithimanshu for more high-signal content that actually moves your AI engineering career forward.
Aria Tech Ai retweeted
Giving a "2 weeks notice" in corporate America has gotten completely out of hand.
In 1998:
- You hand in your resignation.
- Your boss shakes your hand.
- You transition your projects.
- They throw you a goodbye party.
Done.
In 2026:
Aria Tech Ai retweeted
ANTHROPIC ACABA DE MATAR EL “AI SLOP” EN DISEÑO WEB
Se llama Frontend Design.
• 185.000 estrellas en GitHub.
• +760.000 instalaciones.
• Open source y mantenida por Anthropic.
El problema que resuelve es común:
Le pedías una web a la IA y siempre salía lo mismo.
→ Inter como fuente
→ gradiente morado
→ layout genérico de startup
→ el mismo hero de siempre
Frontend Design lo corta de raíz.
Obliga al modelo a comprometerse con una dirección estética ANTES de escribir una sola línea de código.
y ahí cambia todo.
le puedes pedir:
→ brutalista
→ editorial
→ retro-futurista
→ lujoso
→ maximalista
→ orgánico
Y te devuelve HTML, CSS, JS, React o Vue listos para producción.
Tipografía, color con variables CSS, motion y composición coherentes entre sí.
Cómo instalarla:
1. npx skills add github.com/anthropics/ski… --skill frontend-design
2. Describe la web o componente
3. Elige la dirección estética
4. Claude monta el sistema visual completo
Una sola instalación.
Disponible en todas tus sesiones.
Funciona en Claude Code, Codex, Cursor, Gemini CLI, OpenCode y más.
+760.000 instalaciones dicen más que cualquier review.
Aria Tech Ai retweeted
WHEN FLIRTING WITH A WOMAN,
Don’t text her “good morning,” “how are you?” or “have you eaten?” like every other guy in her DMs.
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Aria Tech Ai retweeted
You can make $17,292 per month with a Faceless YouTube Channel, if you have:
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Aria Tech Ai retweeted
CLAUDE BUILDS DASHBOARDS!
🚨BREAKING: Claude can now build a premium dashboard UI in 30 minutes—for free.
Here are 7 prompts to build like a pro.
Aria Tech Ai retweeted
Want to become an AI Engineer? Start here.
You don't need to master every AI tool to build a successful career.
You need to learn the right skills in the right order.
From Python and Machine Learning to RAG, AI Agents, MLOps, and system architecture, every stage builds on the previous one.
Here's a 14-stage roadmap to grow from beginner to AI Architect:
· Learn to Code → Python, SQL, Git, and Linux.
· Math for ML → Linear Algebra, Probability, and Statistics.
· Data Fundamentals → NumPy, Pandas, Jupyter, and EDA.
· Machine Learning → Scikit-learn, XGBoost, and model evaluation.
· Deep Learning → PyTorch, CNNs, and Transformers.
· LLM Fundamentals → Tokens, embeddings, and prompting.
· LLM APIs → Tool calling, structured outputs, and FastAPI.
· RAG Systems → Vector databases, chunking, hybrid search, and reranking.
· AI Agents → LangGraph, MCP, and multi-agent workflows.
· Evals & Observability → Langfuse, LLM-as-judge, and monitoring.
· Guardrails & Security → Prompt injection, PII protection, and red teaming.
· Cloud & MLOps → AWS, Azure, GCP, and MLflow.
· Production & Optimization → Docker, Kubernetes, CI/CD, LoRA, and quantization.
· AI Architecture → Design secure, scalable, and cost-efficient AI systems.
The biggest career advantage comes from building real projects at every stage.
Don't just learn how models work.
Learn how to turn them into reliable products that solve real problems.
Which stage of your AI Engineering journey are you currently working on?
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Aria Tech Ai retweeted
You can earn $25,000 a month if you have:
1. Internet
2. Mobile
3. 1 hour each day
I will teach you how. Get my proven, detailed guide for FREE today.
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Here's an easy method to cleanse your body of parasites
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Aria Tech Ai retweeted
Instead of watching an hour of Netflix, watch this 2-hour Stanford lecture, which will teach you more about how LLMs like ChatGPT and Claude are built than most people working at top AI companies learn in their entire careers.


























