Building Enterprise AI

Building Enterprise AI

By Agentic CodersBusinessEntrepreneurshipTechnology
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Building Enterprise AI episodes

  • The LLM Command Center: Running the Full Domain-LLM Lifecycle in One Place
    Part 1 was the why. Part 2 was the where. Part 3 is the how. Alex and Maya walk through the LLM Command Center, a single console for the entire domain-specific LLM lifecycle.
    Topics covered:
    - Recap of the series: why domain-specific LLMs (the Pluribus framing) and why hospitality
    - The Command Center: chat compare, pipeline, observe, data, quality, lineage, HP sweep, train, register, deploy, evaluate
    - Honest results: fine-tuned Qwen3 95.1, frontier Claude 94.1, base Qwen3 83.9 (MVP run, 10 of 47+ scenarios)
    - Why data is the critical piece, and the curation behind a 5,000+ record hospitality dataset
    The Portal is still under development. The complete cycle is open source as a Jupyter notebook lab on AWS Samples: https://github.com/aws-samples/sample-industryllm-mlops
    Next episode: Abhijeet and Bharat go behind the scenes on building the platform and curating the data.
    Part of the Building Enterprise AI series.
    https://agenticcoders.dev
    #DomainLLM #FineTuning #LLMOps #SageMaker #QLoRA #EnterpriseAI
    12 min
  • Cross-Platform A2A: Salesforce AgentForce + AWS Bedrock AgentCore
    Alex and Maya break down cross-platform agent-to-agent collaboration: the Strategy Hub on AWS Bedrock AgentCore now coordinates with a Salesforce AgentForce agent using federated identity (Cognito JWT + OAuth2).
    Topics covered:
    - Cross-platform A2A: one orchestrator, multiple platforms
    - Live demo: Revenue Optimizer + Guest Experience + Group Sales agents working together
    - AgentCore Registry: governed discovery for agents, MCP servers, and skills
    - Federated identity: Cognito JWT for internal, OAuth2 for external
    - Full strategic assessment generated in 243 seconds
    Part of the Agentic AI Showcase series.
    https://agenticcoders.dev
    #CrossPlatformA2A #AgenticAI #AWSBedrock #SalesforceAgentForce #FederatedIdentity
    8 min
  • Brand Visibility Analyzer: How AI Search Engines Rank Your Brand

    Alex and Maya introduce the Brand Visibility Analyzer, now live on the Agentic AI Showcase.

    In this episode:
    • The new battleground: AI search engines recommend different brands in different order
    • Live demo: ABVS scoring, competitive ranking, citation gaps, keyword analysis
    • Architecture: Strands Graph on AgentCore Runtime with conditional back-edge
    • Who it is for: SaaS companies building AI search analytics, or enterprises doing it in-house

      • Note: This episode features AI-generated voices. Alex and Maya are synthetic hosts produced using ElevenLabs text-to-speech. Content is written by Abhijeet Patil.

      4 min
    • Why Your Enterprise Needs Its Own LLM — Fine-Tuning for $15

      Alex and Maya break down Abhijeet Patil's hands-on account of building a domain-specific LLM for the enterprise — not the theory, not the hype, but the real, things-broke-and-I-fixed-them story.

      In this episode:
      • The agentic AI storm — 88% of organizations are using AI, but nearly two-thirds haven't scaled it (McKinsey 2025)
      • The Pluribus Syndrome — why foundation models are like a hive mind that sacrifices depth for breadth
      • The CIO's dilemma — data privacy is the #1 barrier to enterprise AI adoption (IBM, 57% of organizations)
      • RAG vs. fine-tuning — reference books vs. muscle memory
      • Why specialists win — DeepSeek's distilled 7B model scored 92.8% on MATH-500 where GPT-4o managed 74.6%
      • The overqualification trap — over-qualified personnel and overfitting are probably the same term
      • The experiment — four phases, from everything broken to 95% accuracy
      • The $15 moment — QLoRA fine-tuning on a single GPU with ~1,000 curated examples
      • The 77% gut punch — why data quality dominates data quantity, every time

        • This is Part 1 of a multi-part series. Part 2 will reveal the specific industry use case.

        Read the full article: agenticcoders.dev

        10 min

      About Building Enterprise AI

      From the publisher's feed

      Building Enterprise AI is a podcast about domain-specific LLMs, fine-tuning, and deploying AI systems in the enterprise. Hosted by Agentic Coders, each episode covers hands-on experience with agentic…