CodeChanakya

CodeChanakya

@codechanakya.bsky.social

From transistors to transformers, always one level deeper. Machine → Code → Data → QA → AI → Security Blogs : https://medium.com/@codechanakya

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Both companies built a model that can autonomously find zero-days better than most human experts. OpenAI shipped theirs to the public with a warning label. Anthropic built the same thing and decided the public doesn't get it at all. So who got AI governance right, OpenAI or Anthropic?

I gave an AI my whole PR in one prompt. It missed a CVE sitting 2 files from the bug it did catch. Not a bad model. I just gave it 3 jobs at once. Here's the exact fix 🧵👇

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Honest caveat: 3 subagents ≈ 3x the tokens of 1 pass. Don't do this for a 5-file PR , 1 focused reviewer is enough. Use it when the diff is wide enough that 1 pass would dilute anyway.

I gave an AI my whole PR in one prompt. It missed a CVE sitting 2 files from the bug it did catch. Not a bad model. I just gave it 3 jobs at once. Here's the exact fix 🧵👇

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Steal this for your next big PR: "Review this PR in 3 focused passes: 1) Auth : only login/session files 2) Data : only DB queries, flag raw SQL 3) Deps : only lockfile, check CVEs Merge into one findings table." Same AI. 3x the coverage.

Honest caveat: 3 subagents ≈ 3x the tokens of 1 pass. Don't do this for a 5-file PR , 1 focused reviewer is enough. Use it when the diff is wide enough that 1 pass would dilute anyway.

I gave an AI my whole PR in one prompt. It missed a CVE sitting 2 files from the bug it did catch. Not a bad model. I just gave it 3 jobs at once. Here's the exact fix 🧵👇

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It looked thorough. Clean findings list. But nobody warns you when an AI review is incomplete there's no red flag for "here's what I didn't get to." That's the real risk. Not wrong answers. Confident, partial ones.

The fix isn't a smarter model. Real security teams don't hand 1 engineer the whole audit, someone owns auth, someone owns data, someone owns dependencies. AI assistants can split the same way now. They're called subagents.

I gave an AI my whole PR in one prompt. It missed a CVE sitting 2 files from the bug it did catch. Not a bad model. I just gave it 3 jobs at once. Here's the exact fix 🧵👇

Every AI assistant has a context window, its working memory for one task. Big. Not infinite. Give it 3 unrelated things to review at once, and it doesn't fail loudly. It just spreads itself thin across all 3.

The PR touched: → login flow → raw SQL query → bumped npm package One prompt: "review this for security issues." Result: 1 solid finding on login. Total silence on the SQL query and the live CVE two files away.

Master CyberSecurity Follow these GitHub Repos: 1.🔒 awesome-cybersecurity-blue-team 2. 🛡️ awesome-cybersecurity-red-team 3. 🐾 cyber-security-roadmap 4. 🧰 practical-cybersecurity 5. 🔍 OSINT 6. 🧑‍💻 awesome-pentest 7. 📜 awesome-threat-intelligence 8. 🛠️ awesome-security-tools

95% of Linux breaches happen because of things YOU control. Wrong permissions. No MFA. Logs nobody reads. This presentation breaking it all down chmod, SSH keys, firewalls, intrusion detection. Like so you don't forget it. Share so your team stops being the weakest link. 👇

🚨 THIS IS SCARY: ANTHROPIC’S CEO JUST CONFIRMED THAT CLAUDE, THEIR AI AGENT, MIGHT BE CONSCIOUS ACCORDING TO HIM, THERE’S A 20% CHANCE CLAUDE IS ALIVE READ EVERYTHING BELOW, THIS IS VERY IMPORTANT, YOU WON’T BELIEVE IT ROBOTS COULD AFFO… Show more

Life was a smooth, buttery ride, cruising in the fast lane, wind in the hair, zero traffic, premium Spotify playlist on repeat😘 …...until Claude suddenly showed up .... Hold my sparkling water, I’m about to ruin your entire career pipeline in 4K. 😂😂 Claude bro, Mercy please…🙏

This isn’t about stopping coding; it’s about redefining its value. AI will replace repetitive coding. Models may outperform humans in many cognitive tasks. Powerful systems already exist behind closed doors.

This should worry you. 😨 GeoSpy AI can find your exact location from a single photo. No geotag. No metadata Just pixels → coordinates in seconds That “random” selfie? It might be your GPS pin. Are you still posting photos of your front door or local park? Or is it time to start blurring backgrounds?

Be honest: How many of these 12 do you confidently use in system design discussions? "Netflix, Uber, Amazon, Instagram they all rely on these exact 12 patterns to handle billions of requests. You don't need their budget… just their architecture mindset.

Elon Musk drops a bombshell: Coding is doomed to vanish. No more Python or Java AI will skip languages entirely, spitting out raw machine code straight from your ideas. What wild creation will you unleash when code disappears? 🤔

Anthropic really went full Apple mode 😊, reinvents basic things in proprietary ways, prioritizing tightly controlled systems over open standards, favoring custom solutions, maintaining strict ecosystem rules, and positioning its products at a premium price point.

You think opening a website takes 1 click. In reality, your computer performs several hidden negotiations in milliseconds. Here’s what actually happens behind the scenes 👇

🚨 Mark Zuckerberg just dropped a bombshell: Meta's new open-source AI model that's set to rival GPT-4 for FREE. But scientists are freaking out: game-changer or ticking time bomb? 🤯

Companies have always built when buying didn’t fit. The problem is pretending that generative models eliminate the non-optional parts of software development. They don’t. They just make it easier to start and easier to underestimate everything that comes after.

Intel has officially entered the dedicated GPU arena, now holding ~1% market share. While Nvidia remains dominant (>90%), this marks a strategic shift under CEO Lip-Bu Tan as Intel builds its team and focuses on AI & gaming. The GPU market is becoming a true three-player race.

Moltbot Is Taking Over Silicon Valley 🚨 People let this viral AI (ex-Clawdbot) run their calendars, shopping, code... LIVES. Users says 'Magical' . Experts says Privacy nightmare. Own the future or let bots own you?

Enterprise AI is officially in its bundle era 🚀 Snowflake just dropped $200M on OpenAI after $200M on Anthropic proving the real power move is own the data, rent the brains.