Data & Analytics Articles
Browse 157 articles about Data & Analytics.
How to Build an AI Knowledge Base That Agents Can Search by Meaning
Turn your meeting notes, SOPs, and transcripts into a searchable knowledge base that AI agents can query by meaning using vector embeddings.
What Is Semantic Memory Search for AI Agents? Vector Databases Explained
Semantic memory search lets AI agents find past information by meaning, not keywords. Learn how vector databases enable this for agent workflows.
How to Build an AI Agent with Persistent Memory Using RAG and Vector Search
Learn the multi-layer memory architecture that combines semantic search, file system tools, and backtracking to give Claude agents reliable long-term recall.
5 Job Categories That Grew 3x Despite Automation — And Why the AI Era Will Repeat the Pattern
Nail salons, pet care, and tutoring each tripled in employment since 1990 despite automation fears. Here's why economists think AI will follow the same…
A 500-Megawatt AI Data Center Needs 30,000 Truckloads to Build — The Physical Scale of the AI Jobs Boom
A 500MW data center is the size of a midsize city airport and takes 30,000 truckloads to build. The AI jobs story isn't software
Anthropic's NLA Auditor Experiment: 12-15% Hidden Motivation Detection vs Under 3% Without It
An NLA-equipped auditor found hidden model motivations 12-15% of the time. Without NLAs, the same auditor found them less than 3% of the time.
Claude Code Is Doing $2.5B in Annualized Revenue — Just from the Terminal Tool
Claude Code's terminal tool alone is generating $2.5B in annualized revenue — larger than most public SaaS companies. Here's what's driving that number.
Natural Language Autoencoders Explained: How Anthropic Translates Claude's Neural Activations into Text
Anthropic's NLA system uses a round-trip architecture to convert Claude's neural activations to readable text and back. Here's exactly how it works.
IBM Granite Speech 4.1 Transcribes an Hour of Audio in 2 Seconds: 5 Things That Make It Different
IBM's Granite Speech 4.1 hits 1820x real-time speed and leads the Hugging Face ASR leaderboard at 5.33% WER. Here's what makes the architecture different.
IBM Granite Speech 4.1 vs Whisper X: Should You Switch Your Transcription Pipeline?
Granite Speech 4.1 Plus beats customized Whisper X on word-level timestamps and leads the open ASR leaderboard. Here's when to switch and when to stay.
How to Build a Custom AI Video Training Dataset from Your Own Footage (Free Open-Source Tool)
This open-source tool points at any local video folder and auto-slices, crops, and tags clips for AI training data — English UI included.
Granite Speech 4.1 2BN Transcribes 1 Hour of Audio in 2 Seconds on H100 — How NLE Makes It Possible
IBM's non-autoregressive model hits a real-time factor of 1820. Here's how the NLE technique achieves that without sacrificing accuracy.
Granite Speech 4.1 vs. Whisper X: Which ASR Model Has Better Word-Level Timestamps?
IBM claims Granite Speech 4.1 Plus beats customized Whisper X on word-level timestamps. Here's what the data actually shows.
IBM Granite Speech 4.1: 3 Models, One Leaderboard Crown, and a 2-Second Hour of Audio
IBM's new ASR suite has three models for three use cases. The fastest transcribes an hour of audio in 2 seconds. Here's what each one does.
AI Job Apocalypse Narrative Is Cracking: 7 Data Points That Tell a Different Story
Software eng jobs up 18%, new grad hiring up 5.6%, Stripe incorporations up 130%. Seven data points that complicate the AI unemployment narrative.
Atlassian Rovo Doubled Customer ARR Growth by Replacing RAG with a 20-Year-Old Knowledge Graph
Rovo customers grow ARR 2x faster than non-Rovo customers — and it skips RAG entirely, using Jira/Confluence's existing knowledge graph instead.
Stripe Atlas: 130% More Startups in Q1 2026 — 5 Numbers That Show AI Is Creating Founders, Not Killing Jobs
Stripe Atlas hit 100,000 all-time incorporations with a 130% YoY spike in Q1 2026. The data suggests AI is minting entrepreneurs faster than eliminating roles.
AI Is Already Doing 25% of Tasks in Half of All Jobs: 6 Data Points That Reframe the Displacement Debate
Anthropic's Economic Index found 49% of jobs have had a quarter of their tasks done by Claude. Here's what the full data picture actually shows.
ARC Evals' Time Horizons Benchmark: 5 Caveats the Researchers Themselves Want You to Know
A third of tasks use estimated human baselines. Error bars are 2x on either side. The researchers behind Time Horizons explain what the numbers actually mean.
Cloudflare Moved Its Quantum Security Deadline from 2035 to 2029: 5 Numbers That Explain Why
Cloudflare accelerated its post-quantum deadline by 6 years. Here are the five specific research numbers that forced the change.