Field notes on building, measuring, and operating AI systems.https://praneeth16.github.io/https://praneeth16.github.io/writing/threat-intelligence-databricks/https://praneeth16.github.io/writing/threat-intelligence-databricks/A two-hour workshop that turns fragmented threat feeds into an analyst-ready, agent-assisted investigation workflow.Mon, 06 Jul 2026 00:00:00 GMTworkshopcybersecuritydatabricksagentsthreat-intelligencehttps://praneeth16.github.io/writing/gemma-4-open-model-design/https://praneeth16.github.io/writing/gemma-4-open-model-design/A visual, systems-level breakdown of Gemma 4 architecture choices and what they suggest about open model design.Sat, 04 Jul 2026 00:00:00 GMTessaygemmallm-architectureopen-modelsmultimodalhttps://praneeth16.github.io/writing/what-is-a-meta-harness/https://praneeth16.github.io/writing/what-is-a-meta-harness/Why enterprises need a control layer above individual coding and agent runtimes.Wed, 24 Jun 2026 00:00:00 GMTnoteagentsharnessesomnigententerprisehttps://praneeth16.github.io/writing/verify-before-cite/https://praneeth16.github.io/writing/verify-before-cite/A small trajectory rule that caught a large class of polished agent failures.Thu, 18 Jun 2026 00:00:00 GMTnoteevaluationagentstracescitationshttps://praneeth16.github.io/writing/journey-agent-demo-to-production/https://praneeth16.github.io/writing/journey-agent-demo-to-production/A practical map of what changes when an agent leaves the notebook and starts serving real users.Tue, 02 Jun 2026 00:00:00 GMTessayagentsevaluationmlflowproductionhttps://praneeth16.github.io/writing/embedding-compression/https://praneeth16.github.io/writing/embedding-compression/A research note on reducing vector storage after embeddings are generated.Thu, 21 May 2026 00:00:00 GMTnoteembeddingsretrievalcompressionvector-searchhttps://praneeth16.github.io/writing/langgraph-crewai-dspy/https://praneeth16.github.io/writing/langgraph-crewai-dspy/A framework comparison built around one refund assistant, repeated runs, and the costs hidden by a single successful demo.Sat, 25 Apr 2026 00:00:00 GMTessayagentsbenchmarksdspylanggraphcrewaihttps://praneeth16.github.io/writing/build-full-stack-databricks-app/https://praneeth16.github.io/writing/build-full-stack-databricks-app/What prompt-driven application development gets right, where it breaks, and the engineering checks that still matter.Sun, 29 Mar 2026 00:00:00 GMTessaydatabricksappsagentsprototypinghttps://praneeth16.github.io/writing/realtime-agents-websockets/https://praneeth16.github.io/writing/realtime-agents-websockets/Workshop notes for moving from request-response agents to observable, event-driven systems.Sat, 14 Mar 2026 00:00:00 GMTworkshopagentsfastapiwebsocketspythonhttps://praneeth16.github.io/writing/building-llm-agents-from-scratch/https://praneeth16.github.io/writing/building-llm-agents-from-scratch/A practical walkthrough of an LLM-based synthetic data generator with learning, creation, and validation stages.Tue, 21 Jan 2025 00:00:00 GMTessayllm-agentssynthetic-datanlppython