I’m launching Codra: an open-source, self-hosted AI code review engine for GitHub PRs.
Built on Cloudflare Workers, posts inline comments, tracks reviews, and supports per-repo settings, model fallbacks, and queues.
For teams that want AI review without giving up control.
I spent 3 years capturing ideas I never used.
we all store the ideas but never retrieve them.
Because saving an idea and using it are not the same thing.
Most people treat them like they are.
So I built a fix.
Context Vault (inside CannerAI) does 3 things:
>Go to your favorite article, blog, tweet, reddit post or anything and take the quick screenshot using cannerAI extension. (it can interpret images as well)
> Go to context vault and ask it to generate a Linkedin or X post, it will repurpose the screenshot into your writing style instantly.
> Post or schedule to Linkedin and X directly from there.
watch the demo below
think how many ideas you are sitting on right now that will never become content.
I spent 3 years capturing ideas I never used.
we all store the ideas but never retrieve them.
because saving an idea and using it are not the same thing.
most people treat them like they are.
so I built a fix.
context Vault (inside CannerAI) does 3 things:
>go to your favorite article, blog, tweet, reddit post or anything and take the quick screenshot using cannerAI extension. (it can interpret images as well)
> go to context vault and ask it to generate a Linkedin or X post, it will repurpose the screenshot into your writing style instantly.
> post or schedule to Linkedin and X directly from there.
watch the demo below
think how many ideas you are sitting on right now that will never become content ?
just shipped carousel generator within cannerai
Just select the theme and it will generate a beautiful carousel based on the post content
Schedule or post it on multiple platforms directly
The founders who post "when inspired" post least.
The founders who schedule posts post most.
Inspiration is unreliable.
Systems are not.
• Save ideas when they strike (vault them)
• Batch create when energy is high
• Schedule when focus is needed elsewhere
• Let AI maintain your voice gap-free
Consistency isn't about discipline.
It's about design.
I was spending more time on content than on my product.
Every morning: research → outline → write → edit → rewrite.
3 hours minimum.
Then I discovered AI that actually learns your writing style.
Now my workflow:
Idea → template → AI draft → 5 min edit → publish.
Total: 15 minutes.
The point: Your content process should never cost more time than your product.
→ How long does it take you to write one post?
Introducing CannerAI
The AI-powered workspace that takes care of your content management from research to publishing in minutes.
CannerAI doesn’t write AI slop. It:
• Studies your past posts
• Learns your writing style and improve
• Deep research topics in real-time
• Drafts posts that sound just like YOU
• Currently supports Linkedin and X , will be adding more platforms soon
First 200 users get early bird pricing →
people ask: how do you post every day?
answer: I don't
I batch on Monday. schedule for the week. forget about it.
founders who "post daily" aren't writing daily.
they're scheduling daily.
big difference.
the time saved should better be spent on engagement and networking, wdyt?
React Server Components are powerful, but "React2Shell" proved that power comes with a massive attack surface.
WAF blindness. DoS loops. Source leaks.
I broke down exactly how the exploit works and why your firewalls missed it.
Link below:👇
Your schema will cost you more than your server ever will.
I learned this building an internal tool. Search suggestion cache on Postgres. Clean schema, proper indexes. At 25k rows, it felt solid.
Then I modeled 1M queries x 250 regions.
250 million rows.
@abhxy03 As @sunnykgupta mentioned, do take help from AI to get the work done!
I’d go as far as saying let AI do the heavy lifting, but with one base rule: You must understand every line it generates.
If you're blindly copying code you can't explain, pause and learn the basics first.
Just received a book from @techie_piyush 📘
Honestly, it’s really well written and super practical.
If you’re preparing for CKA, this is 100% worth buying.
Clear concepts, real exam-focused insights. Highly recommended 🚀
Link:- https://t.co/bSIv6FlAL4