The GYSP.tech Blog
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Stop Buying Vector Databases: The Case for the Unified Data Layer
Are you paying for a dedicated Vector Database? Learn why Enterprise architecture is shifting to native vector storage (pgvector, Snowflake, Databricks) to cut costs and eliminate syncing issues.
Stop Buying Vector Databases: The Case for the Unified Data Layer
Are you paying for a dedicated Vector Database? Learn why Enterprise architecture is shifting to native vector storage (pgvector, Snowflake, Databricks) to cut costs and eliminate syncing issues.
Your PDFs are Ruining Your AI: The Case for Layout-Aware Ingestion
Stop using “RecursiveCharacterTextSplitter.” Learn why naive chunking destroys context in RAG systems and how to use Layout-Aware Ingestion to handle complex PDFs and tables.
Debugging the Black Box: Why Standard Logging is Dead for AI
“Console.log” won’t save you when your AI hallucinates. Learn why Enterprise AI needs Observability (Tracing) to debug RAG pipelines and fix issues in production.
Latency is the New Outage: Architecting for Voice AI
Text chatbots can be slow; Voice AI cannot. Learn why the “500ms Barrier” is critical for conversational AI and how to architect real-time pipelines using WebSockets and Streaming.
Stop Hiring Data Scientists for GenAI!
Why are your AI projects stuck in notebooks? You might be hiring the wrong role. Learn why GenAI requires “AI Engineers” (Systems Thinkers), not just Data Scientists.
When Vectors Fail: The Case for GraphRAG
Vector databases find similar words, but they miss hidden connections. Learn how GraphRAG combines Knowledge Graphs with LLMs to solve complex “multi-hop” reasoning problems.
Strangling the Monolith: Using AI to Refactor Legacy Code
The “Big Rewrite” is a trap. Learn how to use Generative AI to reverse-engineer, document, and safely strangle your legacy monoliths into microservices.
Stop Fine-Tuning Llama (Unless You Have To)
Should you Fine-Tune Llama or use RAG? Most teams get this wrong. Learn the “Knowledge vs. Behavior” framework to save budget and improve accuracy.
From Chatbots to Agents: The Architecture of Action
Chatbots read; Agents do. Learn the architecture behind AI Agents, the “ReAct” looping pattern, and how to build safety guardrails for autonomous workflows.
Why Your Data Pipeline Keeps Breaking Your AI
Tired of broken dashboards and “Garbage In, Garbage Out”? Stop scraping databases. Learn how to implement Data Contracts to treat data as a First-Class Product.