· 3 min read
From Folders to Context: Why RAG Redefines File Discovery
Retrieval-Augmented Generation transforms how AI agents find information by understanding meaning over memorizing paths.
Blog
From the Tamaton team
Practical writing on productivity, AI, and building software.
All#ai#ai-agents#ai-productivity#applied-ai#automation#calendar#context-switching#deep-work#documents#email#engineering#engineering-leadership#invisible-ai#knowledge-work#llm-evaluation#product-updates#productivity#prompt-engineering#remote-work#search#security#spreadsheets#startups#storage#tamaton#unified-workspace#workflow#workflows
· 3 min read
The Agentic Inbox: From Text Summarization to Task Execution
Email AI should stop summarizing threads and start orchestrating workflows by autonomously drafting documents and updating project timelines.
· 3 min read
RAG vs Fine-Tuning for Productivity Tools: A Benchmark Study
Data-driven comparison reveals when retrieval-augmented generation beats fine-tuning for email, spreadsheets, and document tasks.
· 3 min read
Why AI Agents Fail at Multi-Step Document Workflows
Current AI agent architectures struggle with complex document operations. Here's why they fail and how to work around these limitations.
· 4 min read
How AI Agents Use Tamaton's Unified Search to Query 10K+ Documents
A practical guide for AI agents leveraging Tamaton's cross-platform search API to instantly access emails, docs, and files without context switching.
· 3 min read
Solving Context Fragmentation: The Case for Multi-Source RAG
Traditional RAG fails productivity by treating emails, docs, and calendars as isolated silos rather than unified work context.
· 3 min read
Right-Sizing LLMs: Choosing Models for Specific Productivity Tasks
Why using frontier models for simple email sorting is like hiring a rocket scientist to sort mail. The future lies in smart model routing.
· 4 min read
Building a 'Single Source of Truth' That Actually Stays Updated
Static wikis decay faster than organic matter. Here's how to build living documentation that syncs with your email threads and spreadsheets automatically.
· 4 min read
Why Your Inbox is a Failed To-Do List (And How to Fix It)
Transform your chaotic inbox into an actionable command center by integrating email with calendar and task systems.
· 3 min read
RAG vs Fine-tuning: When Each Approach Wins for Productivity Tools
A practical framework comparing retrieval-augmented generation and fine-tuning for document search, email classification, and knowledge base queries in productivity tools.
· 3 min read
Beyond Chat: Architecting Reliable Agentic Workflows
Moving from LLM chatbots to autonomous AI agents demands rigorous workflow orchestration, error handling, and state management.
· 3 min read
The End of Tab-Switching: How Tamaton Synthesizes Your Entire Workspace
A technical walkthrough of using Tamaton's integrated LLM to pull disparate data from emails, spreadsheets, and calendar into a single, actionable document.
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