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Opinion on Edge AI model optimization and onboarding engineer role

BACKGROUND
1 SIGNALFIRST DETECTED 1 April 2026
Narrative synthesis pending — 1 signal collected.
How the story developed
Other feeds and industry voices
4 May
[D]Trying to switch back to AI/ML — what skills are actually in demand right now?[R]

<!-- SC_OFF --><div class="md"><p>I did my B.Tech in AI/ML where I learned core machine learning concepts like model training, evaluation, etc., and also completed an ML

OPINION · WHERE · MachineLearningOPEN STORY
1 Apr
Am I going the right way with my CS PhD?

<!-- SC_OFF --><div class="md"><p>I work at Microsoft CoreAI as an engineer, and have offers from three equally competitive PhD programs starting Fall 2026 and the Claude Code

OPINION · WHO · OpenAIOPEN STORY
24 Apr
Is the ds/ml slowly being morphed into an AI engineer? [D]

<!-- SC_OFF --><div class="md"><p>Agents are amazing. Harnesses are cool. But the fundamental role of a data scientist is not to use a generalist model in an existing workflow;

OPINION · WHAT · MachineLearningOPEN STORY
7 Apr
[Co-Founder / CTO] Building a home device that runs llama.cpp on-prem, replaces your router and NAS -- looking for technical co-founder

<!-- SC_OFF --><div class="md"><p>If you've ever wished there was a plug-and-play device that ran local models in your home without any cloud dependency, that's what I'm

OPINION · WHO · LocalLLaMAOPEN STORY
23 Mar
Need advice: Easiest way to run a local VLM (Vision) natively on Android/Kotlin for a CS degree final project?

<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I'm a Computer Engineering student working on my final degree project (TFG), and I have around 300 hours to complete it.</p>

OPINION · WHAT · LocalLLaMAOPEN STORY
7 Apr
Local Arabic Legal Chatbot (RAG + LLM) – Need Advice

<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I’m currently working on a project to build a <strong>100% local AI chatbot</strong> for a government-related use case

OPINION · WHAT · LocalLLaMAOPEN STORY
16 Apr
.I run a regional insurance brokerage. Eliminated our night-shift claims coordinator last month. A managed agent on RunLobster (OpenClaw) does the role now. Management is asking for more.

<!-- SC_OFF --><div class="md"><p>Posting because this sub is where the policy conversation should be happening and it isn't. </p> <p>I'm the COO of a mid-Atlantic insurance

OPINION · WHERE · ArtificialInteligenceOPEN STORY
2 Apr
benchmarked 20+ Ollama coding models on everything from 4GB to 24GB VRAM , here are the best picks for 2026

<!-- SC_OFF --><div class="md"><p>After burning way too much money on GPT-4 API calls, I finally went all-in on local models with Ollama. The progress in 2026 is insane

OPINION · WHAT · ArtificialInteligenceOPEN STORY
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