@cairo.nova9: You live rent free in their mind

Cairo Nova
Cairo Nova
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Region: US
Thursday 15 December 2022 02:27:24 GMT
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rosa_.561
Rosa :
wow very accurate reading
2022-12-15 03:04:41
4
jaidadee
jaida :
You don’t come in my feed often , but when you do … WOW
2022-12-15 02:57:26
2
marisol.banuelos
𝓜𝓪𝓻𝓲𝜗ৎ :
I trust you with my life
2022-12-15 03:17:04
2
barbie_19e
Barbie 🫀🔥 :
Accurate claiming and receiving
2022-12-15 03:48:01
2
coffee_moments
ily :
I really hope so 🤞
2022-12-15 16:43:07
1
rdyfortkf
Carlitos’ Way :
I claim this 🥰
2022-12-15 23:18:52
1
mantombinkosi2
mantombinkosi2 :
Thank you I claim it 🙏
2022-12-15 02:54:58
2
dg.shine
DG SHINE :
omg claim
2022-12-16 04:54:24
1
middayluci
Midday :
Claiming ❤️
2022-12-16 00:33:36
1
peaceofmind_healing
Sharsy :
The accuracy 😂 I know exactly who this is!
2022-12-26 09:02:39
1
shifty0.0
shifty0.0 :
way too accurate ...
2022-12-17 22:50:07
1
manuelrivera8801
GHOST"👻 :
whhhhhhhhhhhht 🤯🔫💥
2022-12-15 02:49:36
1
febby.yanti.22
👑𝐅𝐄𝐁𝐁𝐘💜🌍🇺🇸🇦🇪🅼ᴷᵉᶜᵉ :
Yes..I definitely know this person and I still love him much
2022-12-15 12:46:41
2
honeysuckle1____
country girl 58 :
🥰🥰🥰🥰🥰claim yes thanks sharing praying
2022-12-15 07:45:32
2
texas_panda_76
Erica :
I know who. I honestly thought he didn't have interest. 😂
2022-12-15 13:55:12
1
rarajaw
RaraTheStar :
we are working at a University😂
2022-12-17 15:49:13
2
www.tiktok.sky
@Sky2020 :
You are correct again 😊
2022-12-15 23:32:36
0
snivy143
ivyns :
i noticed that
2022-12-15 07:40:38
3
lucklady777
Jacque :
Yup I know exactly what this is about
2022-12-20 03:49:45
0
hikaru00018
LuAn :
you always resonates me feels like private reading
2022-12-19 10:26:00
0
saulmartinez137
Saul :
I’m claiming it
2022-12-25 01:36:55
0
godsentangel
Angela :
OMG!!! 😳😳😳 You literally described him! Past co-worker, we went hiking with his dog, and he loves going beyond his limits!!
2023-01-07 06:28:01
0
beanbison99
Beanbison99 :
noone
2022-12-26 02:14:22
0
tiggy_20
Tiggy_20 :
thanks ❤️
2022-12-20 15:43:19
0
blondie105
Kate G :
Spot on - workplace - hiking 🙏
2022-12-16 07:56:46
0
To see more videos from user @cairo.nova9, please go to the Tikwm homepage.

Other Videos

You can run the entire AI stack on your own machine. Eight layers, no vendor, no API key. The catch isn't the software. The question isn't
You can run the entire AI stack on your own machine. Eight layers, no vendor, no API key. The catch isn't the software. The question isn't "can I self-host this." You can. The question is what you're actually signing up for when you do. Here's the local AI stack, layer by layer: 1️⃣ FRONTEND — Next.js, Streamlit, Vercel. Where the request lands. 2️⃣ ORCHESTRATOR — LangGraph or CrewAI. Runs the end-to-end flow. 3️⃣ RAG PIPELINE — Chroma or Qdrant. Pick one, not both. 4️⃣ LLM LAYER — Ollama. The weights sit on your disk. 5️⃣ TOOL USE — Model Context Protocol (MCP). GitHub, Slack, your files. 6️⃣ CODE AGENT — Claude Code CLI or Aider. Writes and debugs. 7️⃣ DATA LAYER — SQLite, DuckDB, Supabase. State and everything indexed. 8️⃣ DEPLOYMENT — Docker, Cloudflare, HF Spaces. → Perfect for: anyone whose company won't let customer data leave the building And wrapping all eight, top to bottom: OBSERVABILITY. Phoenix, self-hosted. It's a rail, not a box — if it only watches one layer, it isn't observability. 👀 Here's what nobody tells you before you start. A 70B model at 4-bit quantization wants roughly 40GB of VRAM. An RTX 4090 has 24. So "runs locally" quietly means a second GPU, an A6000, or a 64GB Mac. And the free tiers propping up the edges have teeth — Vercel's Hobby plan bars commercial use outright, and Supabase pauses your project after a week of inactivity. YOU OWN THE STACK. YOU ALSO OWN THE PAGER. The failure mode: people self-host to escape a vendor bill, then spend every Saturday patching containers, chasing a Qdrant OOM and restarting Ollama. You didn't remove the cost. You moved it onto your weekends, where it doesn't show up on any invoice. That's not an argument against local. It's an argument for going in with your eyes open. Send this to whoever's about to rip out their API key. 📸 Screenshot the last frame — all eight layers with the tools on each one. Save it before your next "should we self-host this" conversation. Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. ⚡ . . #AIengineering #softwareengineering #machinelearning #selfhosted #LLM

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