Everyone wants to build a SaaS and make money.
But nobody talks about the hardest part: finding a problem people actually care about.
Build something useful, get it out there, and see if people are willing to pay for it.
Simple idea. Hard execution.
#SaaS#BuildInPublic
Encryption is like locking your diary with a special key.
Only the person who has the matching key can unlock it and read whatโs inside.
To everyone else, itโs just scrambled nonsense.
Thatโs how your messages, passwords, and online payments stay private.
Black October 2026: Cluster of major cyber disclosures hitting this week, led by PHP2Shell (CVE-2026-109618/109619). Critical unauth RCE flaws in core PHP (powers ~70% of sites). Patch now or risk takeover of WordPress/Drupal/etc servers. Broader wave of vulns + AI-related scares. Update everything ASAP.
#BlackOctober #CyberSecurity
Black October 2026: Cluster of major cyber disclosures hitting this week, led by PHP2Shell (CVE-2026-109618/109619). Critical unauth RCE flaws in core PHP (powers ~70% of sites). Patch now or risk takeover of WordPress/Drupal/etc servers. Broader wave of vulns + AI-related scares. Update everything ASAP.
#BlackOctober #CyberSecurity
@CleanFix_Dev Thanks man!!
Fun part is weโll buy the hardware components an hour before the project review and somehow integrate them into the software in that same hour.
Stop paying for every single LLM API call. ๐คฏ
I built an LLM Gateway that:
โ Classifies your query (simple vs complex)
โ Routes it to the RIGHT model automatically
โ Falls back to another provider if one fails
โ Serves cached answers in ~44ms โ
No wasted tokens. No downtime. Just smart routing.
๐ ๏ธ Stack:
โข FastAPI + Groq + Gemini + Ollama (local fallback)
โข Redis exact-match cache + ChromaDB semantic cache
โข Prometheus + Grafana observability
โข Locust load tested: 1,196 requests, 0 failures
The semantic cache even catches REWORDED duplicates ๐
"What is 2+2?" == "Calculate 2 plus 2" โ same cache hit
Built this from scratch. Thread below ๐งต๐
#buildinpublic #LLM #AI #Python #OpenSource #DevTools #MLOps
Same algorithm energy:
โLetโs connectโ posts also clear more reach & engagement than actual good posts.
Value gets buried. Networking bait gets pushed.
X Algorithm reality check:
Shitposting gets more reach & engagement than actual good posts.
Effort = punished. Chaos = rewarded.
#XAlgorithm#Shitposting#Engagement