AI executive software for micro-cap public cos. Six AI personas, one human approval gate. Not investment advice. https://t.co/Z6gGljeWwCexecutives.bot Atlanta, GAJoined January 2025
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🚨 China Just Gave The World Access To Quantum Technology
China has reportedly released the world’s first open-source quantum operating system — and it’s free for anyone to download. Until now, quantum computing tools were mostly locked inside private labs and research centers.
This breakthrough could allow developers, students, and researchers around the world to explore powerful quantum technology, helping speed up discoveries in AI, cybersecurity, medicine, and science.
Some experts believe this could change the future of computing forever… and the global tech race may have just entered a completely new era.
Source:
China releases open-source quantum operating system for global developers. Xinhua News Agency.
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1. Dense Models - Slow and Smart
Example: Qwen3.6-27B / Gemma-4-31B
What it means:
- when a prompt is sent
- it gets tokenised (words are mapped to tokens)
- token generation starts
- the 27B means 27 billion parameters
- each of those parameters will be activated
- 27 billion matrix multiplications
- for every token generated
Active parameter counts are positively correlated with intelligence. That's why Gemma-4-31B is able to compete with Mixture of Experts (MoEs) 10 times their size.
2. Mixture of Expert models - Fast and Efficient
Example: Deepseek-V4-Flash / Qwen3.5-397B
What it means:
- when a prompt is sent it's tokenised
- it's sent to a router
- a router was trained to match prompts with experts
- experts are sub-networks of the model
- when found the experts are activated
- tokens are generated with only a fraction of the params
For example: Deepseek-v4-flash has 284 billion params 11x larger than the dense Qwen3.6-27b.
But only 13B of those 284B will activate per token, which is less than half of the size of Qwen3.6-27B
----
Dense Pros:
- Dense models are easier to train
- They tend to be smaller overall
- They can be very smart per token
Dense Cons:
- Competitive dense models are on average slower than their MoE peers.
- Less parameters to train and specialise.
MoE Pros:
- Can be much larger and be trained longer
- Faster token generation
MoE Cons:
- Larger vram requirements
- Harder to train
--------
Lmk if there's anything i'm wrong with or missing
🚨BREAKING: Claude can now research like a Stanford PhD student.
Here are 9 insane Claude prompts that turn 40+ research papers into structured literature reviews, knowledge maps, and research gaps in minutes. (Save this)
🚨 AI IS NOW DESIGNING QUANTUM CIRCUITS FASTER AND MORE EFFICIENTLY THAN HUMANS.
Researchers developed a new AI system that simultaneously chooses:
• the quantum gate structure
• the numerical parameters
• the optimization strategy
The result?
Much shorter and more efficient quantum circuit designs.
Why this matters:
Quantum computers are incredibly powerful… but today’s systems are fragile, noisy, and difficult to scale.
Shorter circuits mean:
• fewer errors
• faster calculations
• lower energy use
• more stable quantum operations
• more realistic real-world quantum computing
In simple terms:
AI is beginning to help build the architecture of future quantum intelligence itself.
This could accelerate:
• drug discovery
• material science
• cryptography
• advanced simulations
• artificial intelligence
• next-generation computing
The most fascinating part
Humans are now using AI to design systems that may eventually outperform human reasoning in certain domains.
We may be watching the first stages of machines helping engineer the future of computation.
Follow for more future physics and technology breakthroughs.
Claude Code feels completely different once you install this.
Anthropic quietly released an official plugin called claude-code-setup and it basically turns Claude Code from “pretty good” into an actual AI dev environment.
It scans your project and recommends:
→ hooks
→ skills
→ MCP servers
→ subagents
→ automations
Then sets everything up step-by-step for you.
Most people are using Claude Code completely vanilla…
which is why their experience feels messy.
The real power comes from the ecosystem around it.
Install:
/plugin install claude-code-setup@claude-plugins-official
Bookmark this before you forget it.
We’re having way too much fun working through your feedback.
(Please, keep it coming.)
Keyboard shortcuts are now customizable.
Set Codex up around how you actually work, then tweak shortcuts from settings instead of adapting to our defaults.
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