· 5 min read
Your Inbox Is the Best RAG Corpus You Already Own
Email is a timestamped, attributed archive of how your org actually decides things. Here's how to make it a retrieval corpus without leaking data or resurfacing stale threads.
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
· 4 min read
Most AI Productivity Tools Don't Save Time. Here's the Test.
A defensible framework for measuring whether an AI tool actually returns hours — including verification overhead, context-switching, and the trust tax nobody counts.
· 5 min read
What AI Agents Can Actually Delegate (and What They Shouldn't)
A practical taxonomy of AI agents delegation built on reversibility, verifiability, and blast radius — five tiers from 'let it run' to 'don't, ever.'
· 5 min read
Give Your Tamaton Agent a Job Description, Not a Prompt
Stop writing clever prompts and start writing employment contracts. A concrete walkthrough of scoping a Tamaton custom agent with permissions, escalation thresholds, and an audit trail.
· 4 min read
Federated LLMs: Why Your Data Doesn't Have to Leave the Building
Federated training lets models learn across organizations without pooling sensitive data. Here's what that shift means for privacy-preserving AI and knowledge work.
· 5 min read
Your Agent Is Only as Smart as the Context You Feed It
"Humans lead agent success" is a polite way of saying context engineering. Here's why a unified workspace beats a pile of disconnected tools as RAG substrate.
· 4 min read
Stop Vibe-Checking Your AI: Build a 50-Case Eval Set
Public benchmarks won't tell you if a model can triage your inbox or reconcile your spreadsheet. Here's how to build a private, brutally specific eval set in an afternoon.
· 5 min read
Chatbot vs. Agent: The Line That Actually Matters
A chatbot returns a response. An agent decides and executes a sequence. Confusing the two is why so many 'agentic' rollouts quietly stall out.
· 5 min read
When to Trust an LLM: Lessons from Radiologists Who Don't Get Fooled
Medical research on why some experts resist bad AI advice — and how to turn those findings into a practical framework for judging LLM reliability in your own work.
· 5 min read
Your Inbox Is the Best RAG Corpus You Already Own
Email, calendar, and file storage are already chunked, timestamped, and permission-aware. Treating them as your retrieval corpus beats dumping documents into a vector database.
· 5 min read
Your AI Agent Should Never Know Your Password
Agents that log in as you aren't a feature — they're a security architecture failure. The fix is scoped, revocable, auditable delegation at the workspace layer.
· 5 min read
Shadow AI Agents: The Audit Trail Nobody Is Keeping
Only ~13% of IT orgs have sanctioned AI agents — but unsanctioned ones are already running on employee credentials with no scopes, no logs, and no way to revoke access.
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