Saram Learn | Engineering & Curiosity Knowledge BaseTechnical notes, architectural blueprints, and curiosity deep-dives on AI Agents, Edge Computing, and Regulated Life Sciences.https://learn.saram.io/en-usThe State of Lab Automation in 2026: An Exhaustive Technical Deep Divehttps://learn.saram.io/notes/state-of-lab-automation-deep-dive-2026/https://learn.saram.io/notes/state-of-lab-automation-deep-dive-2026/A comprehensive analysis of lab automation in life sciences, biotech, and biopharma: liquid handling physics, robotic workcells, schedulers, SiLA 2 vs OPC UA LADS, and closed-loop self-driving labs.Thu, 08 Oct 2026 00:00:00 GMTlab-informaticsLab AutomationBiotechLiquid HandlingSiLA 2OPC UARoboticsLIMSHardwareWhy Cloudflare Workers (Not Pages) is the True Modern Edge Architecturehttps://learn.saram.io/notes/cloudflare-workers-vs-pages-architecture/https://learn.saram.io/notes/cloudflare-workers-vs-pages-architecture/A deep dive into why Cloudflare Workers with Static Assets has superseded Cloudflare Pages, how V8 isolates operate, and why modern Astro projects build on Workers.Thu, 01 Oct 2026 00:00:00 GMTedge-systemsCloudflare WorkersEdge ComputingAstroArchitectureInfrastructureDeconstructing Multi-Agent Consensus: Evaluator-Optimizer Loops vs Linear Chainshttps://learn.saram.io/notes/multi-agent-consensus-loops-2026/https://learn.saram.io/notes/multi-agent-consensus-loops-2026/Why monolithic prompt chains degrade on complex tasks, how iterative evaluator-optimizer topologies converge, and practical patterns for production multi-agent systems.Mon, 28 Sep 2026 00:00:00 GMTai-agentsAI AgentsOrchestrationSystem DesignEvaluationDSPyThe Three-Database Architecture for Hybrid GraphRAG: Relational, Vector & Graphhttps://learn.saram.io/notes/hybrid-graphrag-three-database-architecture/https://learn.saram.io/notes/hybrid-graphrag-three-database-architecture/Why single-vector similarity search fails on enterprise knowledge graphs, and how unifying Postgres/SQLite, Qdrant, and Neo4j eliminates hallucinated relationships.Sun, 20 Sep 2026 00:00:00 GMTgraphragGraphRAGKnowledge GraphsVector SearchQdrantDatabasesValidating the Unpredictable: Computer Software Assurance (CSA) for AI in GxPhttps://learn.saram.io/notes/validating-probabilistic-ai-in-gxp/https://learn.saram.io/notes/validating-probabilistic-ai-in-gxp/How life sciences organizations reconcile FDA 21 CFR Part 11, GAMP 5, and QMSR with non-deterministic LLMs through statistical validation harnesses.Sat, 12 Sep 2026 00:00:00 GMTgxp-aiGxP ComplianceLife SciencesFDACSAISO 42001ValidationMulti-Token Prediction (MTP) & Speculative Decoding in Local LLM Inferencehttps://learn.saram.io/notes/multi-token-prediction-and-local-inference/https://learn.saram.io/notes/multi-token-prediction-and-local-inference/How breaking the single-token autoregressive bottleneck unlocks 2.5x speedups on edge hardware and local workstations.Sat, 29 Aug 2026 00:00:00 GMTlocal-llmLocal LLMInferenceMTPSpeculative DecodingHardwareHardening Model Context Protocol (MCP) in Production & Regulated Environmentshttps://learn.saram.io/notes/model-context-protocol-in-production/https://learn.saram.io/notes/model-context-protocol-in-production/How to architect secure, audited MCP gateways for enterprise agent swarms: authorization scopes, rate limiting, and 21 CFR Part 11 compliance.Fri, 14 Aug 2026 00:00:00 GMTai-agentsMCPModel Context ProtocolSecurityAI AgentsArchitectureBuilding Low-Latency Scientific Instrument Ingestion Pipelines for LIMShttps://learn.saram.io/notes/modern-lab-instrument-iot-pipelines/https://learn.saram.io/notes/modern-lab-instrument-iot-pipelines/How to connect physical chromatography and mass spectrometry systems to modern cloud/edge LIMS using OPC UA, edge gateways, and immutable audit trails.Wed, 22 Jul 2026 00:00:00 GMTlab-informaticsLIMSLaboratory AutomationIoTOPC UALife SciencesEdge