The TecVarsity field notes
Practical ideas.
For the work ahead.
Search, websites, automation and tools—explained with a useful next step in mind.
Speculative Decoding: Speeding Up LLM Generation by 3x Without Accuracy Loss
Read the guide →: Speculative Decoding: Speeding Up LLM Generation by 3x Without Accuracy LossSpeculative decoding uses a draft-and-verify process to generate tokens. This article explains how it works and what affects its speed on different workloads.…
Building a Custom EEAT Audit Script with Claude Code
Read the guide →: Building a Custom EEAT Audit Script with Claude CodeAn editorial audit can flag pages that need better attribution or evidence. This guide explains how to use Claude Code to surface issues…
From Prompts to Programs: Why Recursive Prompt Trees Are the Future
Read the guide →: From Prompts to Programs: Why Recursive Prompt Trees Are the FutureA prompt tree breaks a task into smaller branches that can be evaluated separately. This article explores where the approach helps and how…
Building an End-to-End Flight and Hotel Booking Autonomous Assistant
Read the guide →: Building an End-to-End Flight and Hotel Booking Autonomous AssistantTravel assistants can help gather flight and hotel options. This article covers how to structure the search and review itinerary details before committing…
Multi-Device Continuity in OpenClaw: Syncing Agent Context from Mobile to PC
Read the guide →: Multi-Device Continuity in OpenClaw: Syncing Agent Context from Mobile to PCMoving an agent session between devices raises questions about what context to carry forward. This article covers ways to evaluate continuity and decide…
Understanding Direct Preference Optimization (DPO) vs PPO in RLHF
Read the guide →: Understanding Direct Preference Optimization (DPO) vs PPO in RLHFDPO and PPO are two approaches to training models with preference feedback. This guide compares their training workflows and the trade-offs to consider…
Vision-Language-Action (VLA) Agents: The Next Frontier of Multimodal Autonomy
Read the guide →: Vision-Language-Action (VLA) Agents: The Next Frontier of Multimodal AutonomyVision-language-action systems use visual input and instructions to select actions. This article looks at practical applications and where teams should test accuracy before…
Case Study: How a 3-Person Team Managed 100,000 Tickets with AI Agents
Read the guide →: Case Study: How a 3-Person Team Managed 100,000 Tickets with AI AgentsExecutive Summary: The Paradox of Hypergrowth Support In high-velocity software companies, customer support volume rarely scales linearly with revenue; it scales quadratically with…
Automating SEO Site Audits and Broken Link Fixes with Agentic Bots
Read the guide →: Automating SEO Site Audits and Broken Link Fixes with Agentic BotsAutomated checks can surface crawl and linking problems for an SEO audit. This guide covers how to review findings and verify corrections before…
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