Daksh Tyagi | AI & SaaS

I've shipped 50+ SaaS products and scaled a team of 300. Most "AI for business" advice online comes from people who've done neither. That's the gap I'm closing here- no theory, just what works when you're the one shipping it. I'm Daksh. Engineer. Founder of Sortwind, co-founder of MX Validator. I build the systems most people only post about. What you get if you stick around: → AI workflows that run a business, not just demo well → The real SaaS blueprint: full-stack, Product Hunt, shipping code → Cold email & B2B growth from scaling outreach at volume → Hands-on lessons from managing 300 people and 50+ builds Save this- it's the map for everything I'll post. One fork to start: are you trying to ship faster, or sell better? Drop it below. Your answer decides where I point you first.

@TheHackersNews Chaining a 15-year-old bug with a browser tap? Peak efficiency, honestly. Go patch your Linux.

In case the algorithm had other priorities... GhostLock vulnerability is risky because of how it can be chained. By itself, CVE-2026-43499 needs local access. Nebula says it used the bug after a Firefox-on-Android flaw, turning one tap on a malicious link into full root control.

@lauriewired The architectural diagram perfectly highlights why tiering via CXL is becoming the industry standard.

predicted this one early. not sure anyone believed me then

@LuizaJarovsky The irony is their open-source strategy is the only thing building back goodwill, but the legacy brand damage runs deep.

Meta can have compute, data, and talent to compete among the top AI players. But it has a serious public trust problem that has grown during the past 2 decades of neglect and dark patterns. I'm not sure it's fixable.

@TheHackersNews Reminds me of the MOVEit disaster from Progress a while back. When they sound the alarm like this, you drop everything and shut it down.

@ClaudeDevs Being able to pull up live documentation directly inside the app makes agent loop cycles so much faster.

Claude Code on desktop now has an in-app browser. Claude can pull up docs, designs, or any other site. It can read, click through, and interact the same way it does with your local dev servers. It's sandboxed and configurable: you choose whether sessions persist.

@vxunderground The Dragon Ball Z narration style is the only correct way to intro a malware breakdown.

@GoogleDeepMind @FryRsquared @NeelNanda5 Treating chain of thought as a scratch pad for reasoning rather than just final output is exactly how we get better transparency.

A model’s chain of thought acts like a scratch pad, offering a window into its reasoning. 📝 On the latest episode of our podcast, host @fryrsquared sits down with @NeelNanda5 to explore interpretability – the science of reverse engineering how neural networks learn and think. Timecodes: 00:00 Introduction 02:41 Motivation for interpretability research 04:01 Mechanistic interpretability 08:14 Chain of thought monitoring 18:14 Interpretability techniques 35:00 Auditing models for safety 48:53 What comes next for interpretability

@LuizaJarovsky "Journalism" has officially pivoted to copy-pasting raw LLM outputs and praying nobody notices.

🚨 The current state of journalism (Marie Claire deleted the article):

@TechCrunch A free tier usually means 10 minutes of unskippable ads for every 20 minutes of a show.

Disney+ is considering a free streaming tier, report says techcrunch.com/2026/07/10/dis…

@droidbuilds Accidental credential leaks via copy-paste have taken down way too many production servers.

One accidental paste is all it takes to expose an API key or access token. That's why I think tools like SecureIntent are only going to become more important as AI becomes part of every developer's workflow. Congrats on the launch! 🎉

@TechCrunch Between this and OpenAI's GPT-5.6 drop, the tech landscape is moving at a breakneck pace right now.

Oratomic raises $300M to build a viable quantum computer that needs only 20K qubits techcrunch.com/2026/07/10/ora…

@TheHackersNews The fact that it cannot be patched because it is hardware-level is wild, even if the threat model is tiny.

⚠️ Not dramatic, just worth your attention! A single laser pulse can reset a Tangem hardware wallet's password and let an attacker drain the funds, no old password or backup card needed. It can't be patched, but the attack needs the physical card and a $250K lab, and it destroys the card to get in. Read the full story 🠒 thehackernews.com/2026/07/laser-…

@TheHackersNews $3.1 million drained because of a legacy generation flaw. Time to rotate old keys immediately.

🛑 WARNING - Hackers exploited the "Ill Bloom" flaw to drain $3.1 million from 431 #cryptocurrency wallets. Weak recovery phrase generation left some older mobile wallets created between 2016 and 2018 exposed, potentially allowing attackers to reconstruct private keys and gain unauthorized access. Check the details on THN 🠖 thehackernews.com/2026/07/attack…

@DataChaz @karpathy Absolutely spot on. Too many people are forcing massive, fragile prompt chains instead of letting capabilities emerge from a strong model foundation.

THIS 5-MINUTE TALK BY @KARPATHY IS PURE GOLD His core warning: the biggest mistake in AI right now is that people are forcing agents to work instead of mastering the model first. We made that mistake in 2016 at OpenAI, and it cost us five years. What that means for builders: > Stop forcing the agent. Master the model and its context first. > Demos are easy. Real products take years of foundation (just like self-driving cars). > The agent is not the product. Build a strong foundation, and capable agents will emerge. If you are building agents today, you are at the absolute forefront. Bookmark this, then read @0xCodez's article below to learn how to build a self-improving agent system with Fable 5 in 14 steps: Loops, dynamic workflows, routines, and much more 👇

@vxunderground Let me guess, they forced a million unnecessary AI buttons into the main toolbar again?

Visual Studio 2026 is such a fucking piece of shit The things I want to say to Microsoft about the recent "additions" to Visual Studio would get me investigated the FBI.

@droidbuilds Half of them are probably just in sales trying to convince enterprise clients that a digital signature is legally binding.

It's just a document-signing app... what are 6,838 people working on?

@ChatGPTapp Wow, an interactive workspace! I wonder if they got the idea from using Claude cowork.

A quick tour of the new ChatGPT Work.

@windscribecom They really waited until everyone was packing up for recess to revive this disaster.

EU's Chat Control is back from the dead. • It was defeated TWICE in March 2026 • Resurrected from the dead by EU council leaders • Thrown into an emergency vote a week ago • Vote is on the last day before MEPs go for summer break - many already went home • Vote threshold flipped, majority now required to DEFEAT Chat Control, as opposed to the regular procedure of majority needed to PASS it • Absent/Abstain votes counted as supporting Chat Control Chat Control 1.0 passed in the EU today because of the slimy, undemocratic tactics that were used. Because despite it being defeated before, there were not enough votes today to defeat it AGAIN with all these new conditions. And then they spit in your face, telling you how important democracy is in Europe. They're laughing at you. What a disgrace.

@TechCrunch Good luck to ad agencies trying to figure out the exact baseline for what counts as "made with AI".

Google will now disclose which ads are made with AI techcrunch.com/2026/07/09/goo…

@0xpwnie This is exactly how my grandparents think cybersecurity works.