About
Parminder Singh is the Founder of Redscope.ai with over 15 years of experience building…
Articles by Parminder
Activity
-
12𝐭𝐡 𝐀𝐩𝐫𝐢𝐥 2026 - Digio.in 𝐭𝐮𝐫𝐧𝐞𝐝 10 𝐓𝐨𝐝𝐚𝐲! They say a week in a startup feels like a year. By that math, the last decade has been…
12𝐭𝐡 𝐀𝐩𝐫𝐢𝐥 2026 - Digio.in 𝐭𝐮𝐫𝐧𝐞𝐝 10 𝐓𝐨𝐝𝐚𝐲! They say a week in a startup feels like a year. By that math, the last decade has been…
Liked by Parminder Singh
-
We’re still treating agentic coding like an incremental upgrade. It’s not. It’s a change in interface: from writing code → to directing systems…
We’re still treating agentic coding like an incremental upgrade. It’s not. It’s a change in interface: from writing code → to directing systems…
Shared by Parminder Singh
-
We built an audio+ AI that does one thing the big models don't: shut up, classify and parse. - No long-term reasoning. - No world knowledge. - No…
We built an audio+ AI that does one thing the big models don't: shut up, classify and parse. - No long-term reasoning. - No world knowledge. - No…
Liked by Parminder Singh
Experience
Education
Publications
-
Beyond the Model: The Real War for AI’s Future
The AI Journal
See publicationBeyond the Model: The Real War for AI’s Future is a strategic analysis of the next wave of artificial intelligence innovation, authored by Parminder Singh and published in The AI Journal. The article goes beyond the surface-level 'model wars' to examine how foundational breakthroughs in the AI stack - hardware, inference serving, and data orchestration, are shaping the future of the field.
It highlights emerging hardware platforms such as Apple’s MLX and Modular’s Mojo, and explores the…Beyond the Model: The Real War for AI’s Future is a strategic analysis of the next wave of artificial intelligence innovation, authored by Parminder Singh and published in The AI Journal. The article goes beyond the surface-level 'model wars' to examine how foundational breakthroughs in the AI stack - hardware, inference serving, and data orchestration, are shaping the future of the field.
It highlights emerging hardware platforms such as Apple’s MLX and Modular’s Mojo, and explores the evolution of inference engines. The discussion moves from scalable cloud-first systems like vLLM to efficient, local models using llama.cpp and the GGUF format. Singh spotlights Hugging Face’s TGI as a critical solution for unified model deployment, and discusses the strategic importance of Retrieval-Augmented Generation (RAG) and agentic AI workflows, focusing on platforms like LangChain, Chroma, and Weaviate.
The piece emphasizes how open-source infrastructure offers organizations a 'sovereignty premium,' providing the advantage of control, privacy, and independence from proprietary APIs. Singh concludes by predicting that the future of AI will be modular and interoperable, driven by best-of-breed open technology components. This publication provides leaders and developers with insight and guidance for navigating and building the AI landscape. -
How Can Indian Startups Hire The Right Technical Talent
Inc42.com
See publicationI authored an article for Inc42 sharing actionable strategies for Indian startups to hire top technical talent, a major challenge in today’s competitive market. Drawing from my founder experience, I explained how leveraging personal networks, crafting thoughtful job postings, targeted outreach, and building strong talent communities can help attract engineers who align with your company’s culture and vision.
The article also highlights the impact of employee referral programs…I authored an article for Inc42 sharing actionable strategies for Indian startups to hire top technical talent, a major challenge in today’s competitive market. Drawing from my founder experience, I explained how leveraging personal networks, crafting thoughtful job postings, targeted outreach, and building strong talent communities can help attract engineers who align with your company’s culture and vision.
The article also highlights the impact of employee referral programs, tech-enabled platforms, and assessment-based recruitment methods on modern hiring practices. My central message is that startups embracing innovation in talent acquisition will achieve stronger growth and are better positioned to secure the best technical talent.
Languages
-
Punjabi
-
-
English
-
-
Hindi
-
Recommendations received
6 people have recommended Parminder
Join now to viewMore activity by Parminder
-
🚀 Most AI agents work in demos. Few survive production. Excited to share that I’ll be speaking at AI Council SF 2026! 🎤 https://aicouncil.com…
🚀 Most AI agents work in demos. Few survive production. Excited to share that I’ll be speaking at AI Council SF 2026! 🎤 https://aicouncil.com…
Shared by Parminder Singh
-
Avishkar Venture Studio (Summer Cohort 2026) is inviting deep-tech & deep-IP startups 🚀 6 months at CIE-IIIT Hyderabad with funding (up to 10L*)…
Avishkar Venture Studio (Summer Cohort 2026) is inviting deep-tech & deep-IP startups 🚀 6 months at CIE-IIIT Hyderabad with funding (up to 10L*)…
Liked by Parminder Singh
-
🚀 Starting a new chapter as Founder & CEO at Gödel Labs (godel-labs.ai). — AI agents now plan, retrieve, remember, and act autonomously across…
🚀 Starting a new chapter as Founder & CEO at Gödel Labs (godel-labs.ai). — AI agents now plan, retrieve, remember, and act autonomously across…
Liked by Parminder Singh
Other similar profiles
Explore top content on LinkedIn
Find curated posts and insights for relevant topics all in one place.
View top content