Avi Kumar

105 posts

Avi Kumar

Avi Kumar

@avikumar

Technology entrepreneur who is still engineer at heart. Personal interest in fostering dreams of resource-constrained teens in India.

Austin, TX, USA Katılım Ağustos 2008
85 Takip Edilen62 Takipçiler
Avi Kumar
Avi Kumar@avikumar·
6️⃣ Local AI is no longer experimental. It’s infrastructure. And infrastructure decisions compound: • Model size • Quantization level • VRAM availability • GPU residency • UI efficiency Bigger ≠ Better. Aligned > Impressive.
English
0
0
0
4
Avi Kumar
Avi Kumar@avikumar·
5️⃣ Most people chase parameter count. But in portable AI systems, VRAM ceiling defines reality. If your model doesn’t fit cleanly into GPU memory: You’re not scaling up. You’re slowing down.
English
1
0
0
3
Avi Kumar
Avi Kumar@avikumar·
I tested 4 local LLMs inside Jan. Same machine. Same environment. No tuning tricks. Here’s what actually happened. 🧵
Avi Kumar tweet media
English
2
0
0
20
Avi Kumar
Avi Kumar@avikumar·
5️⃣ Local AI is becoming infrastructure. And infrastructure choices matter long term.
English
0
0
0
7
Avi Kumar
Avi Kumar@avikumar·
4️⃣ If you’re building local AI, stop only comparing models. Start comparing stacks.
English
1
0
0
6
Avi Kumar
Avi Kumar@avikumar·
I tested 4 local AI interfaces. Here’s what most people miss. 🧵
Avi Kumar tweet media
English
1
0
0
26
Avi Kumar
Avi Kumar@avikumar·
Authentication ≠ AI security. Real AI voice security is layered: Auth → Data partitioning → Guardrails → Audit logs → (optional) voice verification If your AI can see sensitive data, it can leak it. Containment beats trust. Every time.
Avi Kumar tweet media
English
0
0
1
29
Avi Kumar
Avi Kumar@avikumar·
This is how we turn AI from a guessing game into a guided experience. If you’re serious about prompt engineering, this is a game changer.
English
0
0
0
18
Avi Kumar
Avi Kumar@avikumar·
Want the full case study and a step-by-step guide on how we did this? Comment SuperPrompt and I’ll DM you all the details.
English
1
0
0
17
Avi Kumar
Avi Kumar@avikumar·
Crafting the perfect AI prompt every time? It doesn’t have to be a guessing game. Let’s build a prompt co-pilot using AI itself. 🧵👇
English
1
0
0
34