🚀 ByteDance unveils Seed Diffusion — a new diffusion-based language model

Instead of generating text token-by-token, Seed Diffusion creates the entire output at once — similar to how image models like Midjourney work.

🔸 Outperforms Google and Inception Labs in most benchmarks
🔸 Key edge: speed — over 2,000 tokens/sec, 5.4× faster than standard models
🔸 Open for free testing: Seed Studio

A major leap in generation architecture — and a serious play from ByteDance in the AI race.

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✍️ 4 lessons from Microsoft Copilot's AI mess

Despite leading in enterprise software, Microsoft’s Copilot rollout shows what not to do in AI product design. Broken context, poor UX, and generic tooling are symptoms of deeper design failures — and they’re avoidable.

Here are four hard-earned lessons:

🔸 Meet users where they are
Copilot assumes one-size-fits-all. Power users get frustrated, novices get lost. Its Teams integration works because it automates boring tasks within familiar workflows. But Word, Excel, and Outlook? Slow, confusing, inconsistent.

🔸 Context is everything
Copilot fails to account for app versions, user settings, or data environments. Great AI tools like Cursor thrive because they start narrow, respect user context, and expand carefully. Copilot ignores that, and it shows.

🔸 Design for failure
AI will mess up — the question is how gracefully. Copilot offers no useful feedback loops. Unlike Replit, which previews agent output early, Copilot delivers errors late and opaque. No trust, no iteration.

🔸 Avoid overreach
Microsoft tried to bolt “AI” onto everything without clarity or purpose. Copilot often tells users how to do things, rather than just doing them. A good AI product solves one real task completely — not 10 vaguely.

The irony? Microsoft owns GitHub Copilot — a well-scoped product loved by devs. But its enterprise AI tools feel more like a press release than a real solution.

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🔍 Perplexity caught bypassing website indexing rules

Cloudflare has flagged Perplexity for evading site-level restrictions by using disguised crawlers. When blocked via robots.txt, it reportedly switches to a browser-masked bot to continue scraping content.

🔸 Perplexity now excluded from Cloudflare’s trusted bots list
🔸 Website owners can block it directly via Cloudflare settings
🔸 Cloudflare shared technical details of Perplexity’s cloaked crawler

The move raises fresh questions about AI data ethics — and how long these blocks will even work.

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🚀 Top 10 accelerators for early-stage startups

If you're building a startup and looking for the best launchpad, here are the most respected accelerators globally — ranked by quality of alumni, access to investors, and overall reputation:

🔸 Y Combinator – The gold standard. $500K early checks, global brand. Alumni: Airbnb, Stripe, Dropbox.

🔸 Techstars – Huge network in the US and Europe. 4,100+ portfolio companies, $30B+ raised.

🔸 500 Global – Focused on emerging markets (LATAM, Asia). 2,600+ startups across 5 continents.

🔸 StartX – For Stanford founders. No equity required. Deep Valley ties and elite network.

🔸 Antler – Global program that starts at idea stage. Strong founder matching across 30+ locations.

🔸 StartupBootcamp – Fast launch tracks with corporate partners in Europe, Asia, Africa.

🔸 Alchemist Accelerator – B2B-only, deep expertise in enterprise and infrastructure.

🔸 Plug and Play Tech Center – Corporate partnerships, global reach, rich industry tracks.

🔸 Berkeley SkyDeck – UC Berkeley-backed, strong in deeptech and university-linked startups.

🔸 NFX Fast Track – Pre-seed/seed program with elite mentorship and fast-track access to NFX Signal.

Before applying, compare terms, graduate traction, and geo fit. The right accelerator can change your whole trajectory.

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💊 Ex-Twitter CEO jumps into weight loss tech

Linda Yaccarino, former CEO of X (Twitter), is now leading health-tech startup eMed Population Health — a company building an AI-powered platform for patients using GLP-1 drugs like Ozempic.

🔸 eMed previously ran a COVID home-testing platform with step-by-step remote guidance
🔸 The company is now pivoting to the booming GLP-1 space: weight loss and Type 2 diabetes treatment
🔸 Yaccarino has no healthcare experience, but brings big-league media and partnership skills
🔸 Her hire signals eMed’s ambition to grab both market and investor attention

In the $100B+ GLP-1 race, eMed just added a headline-making operator to its arsenal.

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🐺 China’s new battlefield beasts: robo-wolves, not robot dogs

China has officially unveiled a new class of robotic fighters — not cute quadrupeds, but 70-kg robo-wolves armed with rifles and grenade launchers.

🔸 Deployed in recent military drills, these robo-wolves fought alongside human troops on the front line
🔸 Controlled via FPV drone data, some were equipped for recon, others for direct combat
🔸 Commanders say the packs complete tasks efficiently and intimidate enemy soldiers

Robotic warfare is shifting fast — and psychological edge might matter just as much as firepower.

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📣 Sam Altman’s 2 rules for surviving as a founder

In a recent reflection, OpenAI CEO Sam Altman shared two lessons he wishes he’d learned earlier in his career — both are brutally simple, and extremely useful for any founder.

🔸 Ask for what you want — too many founders self-censor. They don’t pitch bold hires, ask for partnerships, or go after the deal. Fear of rejection kills opportunity before it’s born.

🔸 Crisis gets easier with time — the first few feel like the end of the world. By the 19th, you’ve built survival muscle. Every disaster teaches you that it’s possible to recover — and eventually, you stop panicking.

💡 The takeaway: confidence doesn’t come from being fearless. It comes from failing and surviving — again and again.

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⚡️Q.ANT bets on light-based chips for the AI era

Q.ANT just raised €62M in Europe’s biggest photonic computing round, aiming to replace traditional silicon chips with light-powered processors.

🔸 Their photonic chips perform operations like multiplication using a single optical element
🔸 Built on thin-film lithium niobate, they offer up to 30x higher energy efficiency
🔸 Q.ANT servers work out of the box — no water cooling, no special setup
🔸 Already used by early adopters and support Python, C++, standard stacks
🔸 Spun out of TRUMPF and led by Max Planck physicist Michael Förtsch

While others are stuck in R&D, Q.ANT is shipping now and aiming to put photonic co-processors next to GPUs in every major data center by 2030.

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🤖 Altman responds to complaints over “rushed” GPT-5 launch

During a Reddit AMA, Sam Altman faced a flood of questions - from bugs in the new model to calls for bringing back GPT-4o.

The main gripe: GPT-5 felt “dumber” than its predecessor. Altman explained that on launch day, a new “router”, the system that chooses between a fast model and a deeper-thinking one, wasn’t working, hurting quality. The fix is now live.

🔸 Will make it clear which model answers each query
🔸 Plus user limits will be doubled
🔸 May bring GPT-4o back for Plus
🔸 Model-selection algorithm will be refined

One viral moment: during the launch, a chart showed a smaller value as a taller bar, instantly memed as a “chart crime.”

Altman called it a “mega-fail.”

He closed the AMA promising to “stabilize everything and keep listening to feedback.”

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🧪 The AI "vaccine" against bad behavior

Anthropic has been experimenting with a curious safety trick — giving its AI a small, controlled “dose of evil” during training so it learns to recognize and avoid it later.

🔸 Researchers pick a negative trait (like aggression or manipulativeness)
🔸 They find its neural “signature” by tracking which neurons activate when the model shows it
🔸 They tweak this signature to see how the model’s behavior changes
🔸 During training, they filter out overly “toxic” data — but also inject a bit of the trait under supervision, so the AI learns to detect and block it

The idea is similar to a vaccine: expose the system to the problem in small amounts, so it builds resistance.

In theory, this could help AI spot and shut down its own toxic, manipulative, or overly flattering responses — without waiting for humans to catch them.

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📝 OpenAI drops ultimate GPT-5 prompt guide

OpenAI has released a detailed guide for GPT-5, a developer-packed drop with ready-to-use prompts for better reasoning, no-code app creation guides, and even a meta-prompt to boost overall output quality.

👉 The full resource is here

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📚 15,000+ free courses in one place

CourseCorrect has launched a massive library of over 15,000 full courses. From IT and science to music, languages, and soft skills, you can learn almost anything for free.

👉 Check it out 👈

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🧪 Chai Discovery secures $70M to revolutionize drug development with AI

Biotech startup Chai Discovery has raised $70M in Series A funding to advance its AI-driven drug discovery platform.

The round was led by Menlo Ventures and Anthropic, with backing from Yosemite, DST Global Partners, SV Angel, Avenir, DCVC, and existing investors like Thrive Capital, OpenAI, and Fred Ehrsam.

🔸 Founded in 2024 by veterans from Absci, Facebook AI, OpenAI, and Stripe, with former Pfizer R&D chief Mikael Dolsten on the board.

🔸 Flagship model Chai-2 designs antibodies de novo with up to 20% hit rates — compared to ~0.1% in traditional labs.

🔸 Works from target data alone, creating antibodies that bind precisely to their antigen.

🔸 Could drastically speed up and cut costs of developing treatments, including for rare diseases.

With this funding, Chai aims to expand its platform and deepen partnerships with pharma — pushing toward faster, more precise, and personalized medicine.

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🚀 Launch a startup in two clicks with Nas AI

Meet Nas - your personal founder, accountant, and SMM manager in one AI tool.

🔸 Finds a strong startup idea and builds a strategy to reach profitability.
🔸 Helps launch ad campaigns online.
🔸 Sets up email marketing and tracks your income and expenses.
🔸 Completely free to use.

👉 Try it here 👈

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💬 Google veteran raises $8M for AI group chat assistant

Former Google engineer David Petrou, known for his work on Google Goggles and Glass, has launched Continua - an AI agent designed to join group chats on SMS, iMessage, and Discord to help coordinate plans, manage tasks, and reduce chat clutter.

🔸 Seed round of $8M led by GV, with Bessemer Venture Partners and angels joining
🔸 AI can set reminders, run polls, create documents, and answer follow-up questions in DMs
🔸 Specially fine-tuned to handle multi-person conversations with “social intelligence”
🔸 Users can add Continua directly to group chats and control how often it participates

Petrou says the goal is to make LLMs a seamless part of everyday group coordination without overwhelming the conversation.

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🎓 Free AI detector & text humanizer for students

A new tool helps students detect, rewrite, and humanize AI-generated content - perfect for bypassing plagiarism and AI detectors ahead of the new semester.

🔸 Detects AI-generated content in any document, image, or video
🔸 Shows which AI model was used and explains the detection process
🔸 Powerful text rewriting to pass detectors and add creativity
🔸 Choose rewriting via DeepSeek, GPT-4, or Claude
🔸 100% free to use

👉 Grab your study helper here

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🥂 Frugalpac to scale world’s first paper wine bottle after £5M crowdfunding push

UK-based Frugalpac has developed the Frugal Bottle - 94% recycled paper, 84% lower carbon footprint than glass, and five times lighter. Already adopted by 50+ brands in 27 countries, it’s prevented over 1,400 tonnes of CO₂ emissions.

🔸 Over 3M bottles produced since launch, stocked by Sainsbury’s, Aldi, Target, Whole Foods, and 7-Eleven
🔸 £5M equity crowdfunding on Crowdcube follows £1M from existing and new investors, valuing the company at £25M pre-money
🔸 Plans to deploy 22 Frugal Bottle Assembly Machines worldwide by 2029, enabling 191M bottles annually
🔸 New product lines in development, including recyclable paper paint pots and takeaway cups

Frugalpac’s goal: replace a slice of the 33B glass wine and spirits bottles used globally each year with scalable, low-carbon paper alternatives.

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⭕️ OpenAI brings back all old ChatGPT models

OpenAI has restored all previous models, including GPT-4o, after quietly removing some earlier this year.

🔸 GPT-5 Thinking now offers 3,000 weekly messages for Plus subscribers
🔸 Extra quota added for GPT-5 Thinking mini
🔸 GPT-4.5 shelved due to high energy costs

Next stop - GPT-6

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🚁 DJI aims beyond drones with premium home tech

DJI, the global drone leader, has entered the home electronics market with a $900 robot vacuum in China, blending cutting-edge navigation, strong data privacy, and built-in smart security features.

🔸 Precision navigation tech adapted from DJI’s drone expertise
🔸 Local data storage for higher privacy — no cloud mapping
🔸 Integrated smart camera for home and pet monitoring
🔸 Positioned as a security device as much as a vacuum
🔸 Price signals premium positioning, not “cheap but good”

DJI could become the first Chinese brand to escape the “good for the price” label.

Its reputation in drones already puts it in the global premium league - a “Chinese Apple” that can expand into any category without losing credibility.

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🖼 Browser tool turns any pic into clean 4K

Lupa works entirely in your browser and can upscale anything - old photos, portraits, posters to 4K without distorting faces or adding artifacts. Even shots from a decade-old camera come out looking fresh.

🔸 No installs — runs directly in your browser
🔸 Preserves faces and details, no weird artifacts
🔸 Works on any image type, from landscapes to posters
🔸 Boosts resolution up to 4K without changing the original look

👉 Link 👈

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🚀 NASA kicks off the race for a “Martian internet”

NASA will no longer build its own Mars data relays - instead, it plans to buy communications “as a service,” just like it does for astronaut transport.

The goal: a full system to move data from the Martian surface, through orbit, and back to Earth.

🔸 Current Mars data comes via aging orbiters like MRO and MAVEN
🔸 New commercial solutions are needed before these satellites fail
🔸 Blue Origin is developing an orbital relay based on Blue Ring (launch planned for 2028)
🔸 Rocket Lab and SpaceX are also in the race - SpaceX wants to adapt Starlink for Mars comms

If successful, this could create the backbone of a true interplanetary internet.

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