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Posts by tag

Machine Learning

35 posts
  • Artificial Intelligence
  • Machine Learning

The Rise of Domain-Specific LLMs: From General Intelligence to Specialist Execution

  • Santosh Sinha
  • August 1, 2025
The Rise of Domain-Specific LLMs: From General Intelligence to Specialist Execution

The AI landscape in 2025 is no longer about who has the biggest model; it’s about who has the right model.

While general-purpose LLMs wowed us with poetry, code, and casual conversation, the world is now waking up to a …

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AI x ESG: The New Playbook for Climate Tech Startups
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  • Artificial Intelligence
  • Machine Learning

AI x ESG: The New Playbook for Climate Tech Startups

  • Santosh Sinha
  • July 29, 2025

In 2025, climate tech and AI are no longer operating in silos. They are merging to form a powerful engine for sustainability, risk intelligence, and operational transformation. And for startups focused on ESG (Environmental, Social, and Governance), this convergence is …

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The Modern AI Stack: Tools for Native, Embedded Intelligence
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  • Artificial Intelligence
  • Machine Learning

The Modern AI Stack: Tools for Native, Embedded Intelligence

  • Santosh Sinha
  • July 22, 2025

Why Native AI Demands a New Stack

In 2025, building AI products isn’t just about plugging in an LLM or calling OpenAI’s API. The most impactful AI tools we’re seeing today, from AI copilots to intelligent automation,  are native by …

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What Startups Get Wrong About AI Agents (And How to Get It Right)
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  • Artificial Intelligence
  • Machine Learning

What Startups Get Wrong About AI Agents (And How to Get It Right)

  • Santosh Sinha
  • July 8, 2025

Startups are in a race to integrate AI into their products and operations. From automating support to building AI copilots, the possibilities are exciting, but not without pitfalls. At Brim Labs, we’ve worked with early-stage and scaling teams across FinTech, …

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Why AI Agents Are Replacing Dashboards in Modern SaaS
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  • Artificial Intelligence
  • Machine Learning

Why AI Agents Are Replacing Dashboards in Modern SaaS

  • Santosh Sinha
  • July 2, 2025

From Static Dashboards to Dynamic Intelligence

For years, SaaS products have relied on dashboards as the default interface for data insights. They provided visualized reports, metrics, and KPIs, great for slicing data, but often overwhelming and underutilized. In today’s fast-paced, …

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Data Debt is the New Technical Debt: What Startups Must Know Before Scaling AI
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  • Artificial Intelligence
  • Machine Learning

Data Debt is the New Technical Debt: What Startups Must Know Before Scaling AI

  • Santosh Sinha
  • June 25, 2025

For years, developers have warned about technical debt, the shortcuts taken in code that later become expensive to fix. But now, a new kind of burden is silently accumulating inside early-stage startups: data debt.

As startups race to integrate AI, …

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