Ciprian Nastase

🚀💥AI Innovator in #CustomerSupport 🤖 | Driving 80% ticket resolution via #AI | Sharing insights on #AIForSupport & tech transformations.

[Ciprian Nastase @CipAIExplorer]

Next-level RAG🤯:
- multiple agents
- web searches
- LLM per-user memory
- basic RAG
I envision this integrated in AI support, with the LLM being able to provide not only responses backed up by real data sources, but also fine-tuned to each customer.
Awesome demo @ashpreetbedi !

[Ashpreet Bedi @ashpreetbedi]

Introducing `Personalized Agentic RAG` - where the LLM remembers key details about the user and automatically chooses the tool for RAG.

We'll build:
👏 ChatGPT like memory
⚙️ Function calling
🧙 Multi-Agent orchestration

code: https://t.co/2TcBHKvR3Q

[Chintan Parekh @ChintanParekhAI]

Unpopular opinion: most companies don't need AI agents.

They need to fix their data first.

I've been deep in the trenches building a renewals agent for the last few months. Every single hard problem we hit had nothing to do with AI.

You can throw the smartest model in the world at this. It will still fail. Because the model is reading garbage.

The teams winning with AI right now aren't the ones with the best prompts. They're the ones who quietly cleaned up their CRM, fixed their pipelines, and built proper guardrails BEFORE plugging an agent in.

The boring work is the moat.

If you're a leader thinking about "AI transformation," ask yourself: would a new human hire be able to do this job with the data we have today?

If the answer is no, an AI agent won't save you either.

Fix the plumbing first. Then bring the agent.

[Eric Vaughan @TheGenAICEO]

Gen Z, Gen Alpha, now Gen AI...

One of our AI Innovation leaders messaged me from New Delhi this weekend. His 19-year-old daughter was signing with the Airports Authority of India. Her AI feedback platform is deploying across 100+ airports.

She built it in weeks.

We didn't turn her dad into an AI guy. He already was one. That's who we recruit.

What we do is drop world-class talent into a culture that refuses to sit still. Weekly shipping. Demos instead of KPI reviews. A constant sense of urgency that we aren't ahead, we're just not getting run over from behind yet.

That AI DNA goes home with our people. Shows up at the dinner table. Shapes how their kids think about what's buildable.

A 19-year-old shipping production systems at enterprise scale doesn't come out of nowhere. She came from the water this family swims in.

Cool things are truly happening here.

[Ciprian Nastase @CipAIExplorer]

@ChintanParekhAI Yup, great insight. You can't build something good unless you know exactly what you're building. And you can never know that from the beginning.
It's iterative

[Ciprian Nastase @CipAIExplorer]

@AleksejAros Thanks for the tip Alex, but I can't seem to find where to tweak the Claude Code temp.

[Ciprian Nastase @CipAIExplorer]

Anyone else moving from Cursor (Opus 4.6 driving) to Claude Code and suddenly it feels like 2024 again? I ported my agent instructions expecting minor tweaks, but I’m getting nonstop spaghetti code 🍝

Anyone got tips to smooth the transition?

[Sindy @SindyR989]

The old way: sit down and start from zero.

The new way: describe the work once, it is already in motion.

AI is not a shortcut. It is a role shift.

We are not the operators anymore. We are the managers.

Most people have not adjusted.
The ones who have are not working harder.
They just never start from zero.

#AI #GenAI #WorkSmarter #Productivity

[Thariq @trq212]

https://t.co/45C3gKydTK

[Daniel San @dani_avila7]

There's a built-in agent inside Claude Code you can invoke just by telling Claude to use the claude-code-guide agent

Save this... you'll need it

It's not a local file in your project. It's a built-in subagent defined in Claude Code's system itself.

It answers questions about Claude Code CLI, the Agent SDK, and the Claude API.

It uses Glob, Grep, Read, WebFetch, and WebSearch, but can't edit or write files. Its only job is to answer questions.

[Ciprian Nastase @CipAIExplorer]

@dani_avila7 This is exactly the kind of built-in utility that makes learning Claude Code so much more efficient. A guide agent right there in the system? Smart. We're definitely bookmarking this for our next project. Thanks for the tip, @dani_avila7!

[Sindy @SindyR989]

Most people are using AI like a toy.

A few ones are using it like a teammate.

Ask it to brainstorm, clean up writing, organize research, and help you think through decisions. Not to do your job for you, but to help you do your job better.

AI works best when you bring the context and judgment.

#AI #GenAI #WorkSmarter #AIForWork

[Notion @NotionHQ]

New block: Tabs 🗂️

Sometimes a page has a lot going on. Tabs let you organize it in a new way… no subpages, no mile-long scroll.

Type /tabs to try it out (rolling out now).

[Ethan Mollick @emollick]

Human interaction is going to shift to discords and group chats, invite-only. The open web and social media are going to be left for the agents lurking amongst the ruins. Everything public will be Moltbook.

[Anthropic @AnthropicAI]

New research: The AI Fluency Index.

We tracked 11 behaviors across thousands of https://t.co/RxKnLNNcNR conversations—for example, how often people iterate and refine their work with Claude—to measure how well people collaborate with AI.

Read more: https://t.co/g65nGQFmjG

[Matt Shumer @mattshumer_]

This is completely wrong.

Try the same difficult prompt on an LLM from a year ago and a frontier LLM from today. It's not even close.

Burying your head in the sand is comfortable, but not helpful long-term.

Make up your mind after trying the best AI systems available today.

[Ethan Mollick @emollick]

People should read the Claude Constitution. It does a pretty good job of laying out what Anthropic presumably really believes (and it is part of training). I’d think that a clear debate over things that are good or bad or missing there would be helpful. https://t.co/QU7aR8hxtD

[Aakash Gupta @aakashgupta]

This is literally everything you need to master Claude Code:

[Ethan Mollick @emollick]

Increasingly believe that the next model after centaurs/cyborgs looks like management of an organization. Decisions flowing up from multiple projects, most handled semi-autonomously, but with strategy, direction, feedback, approval made by the human. Not the final state, though.

[ai chimera @theaichimera]

Built "Inner Loop Ralph" - a Claude Code plugin where Claude writes the PRD for you.

Describe what you want
→ Claude breaks it into tasks
→ shows you the plan
→ executes autonomously

Works for code, research, writing, etc.

3 commands to install.
https://t.co/oddarBuqN5

[Ciprian Nastase @CipAIExplorer]

Let's see if Sonnet 5 actually releases tomorrow...

[Pankaj Kumar @pankajkumar_dev]

Claude Sonnet 5: The “Fennec” Leaks

- Fennec Codename: Leaked internal codename for Claude Sonnet 5, reportedly one full generation ahead of Gemini’s “Snow Bunny.”
- Imminent Release: A Vertex AI error log lists claude-sonnet-5@20260203, pointing to a February 3, 2026 release window.
- Aggressive Pricing: Rumored to be 50% cheaper than Claude Opus 4.5 while outperforming it across metrics.
- Massive Context: Retains the 1M token context window, but runs significantly faster.
- TPU Acceleration: Allegedly trained/optimized on Google TPUs, enabling higher throughput and lower latency.
- Claude Code Evolution: Can spawn specialized sub-agents (backend, QA, researcher) that work in parallel from the terminal.
- “Dev Team” Mode: Agents run autonomously in the background you give a brief, they build the full feature like human teammates.
- Benchmarking Beast: Insider leaks claim it surpasses 80.9% on SWE-Bench, effectively outscoring current coding models.
- Vertex Confirmation: The 404 on the specific Sonnet 5 ID suggests the model already exists in Google’s infrastructure, awaiting activation.

(Unverified leaks; treat timelines, pricing, and benchmarks with caution.)

[Ethan Mollick @emollick]

This is a good thread, and a useful one...

...but you should not assume that the Claude Code team has discovered the actual best ways to use Claude Code. A lesson of the past three years is that figuring out the best way to use AI is an exploratory process that is open to many!