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AI for IT

How IT teams use AI, how to do it well, and what it means for your job. Written for people who keep the systems and laptops working, not people who build models.

345 articles · Updated Nov 13, 2026
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Build vs Buy Software ·

Local vs Cloud Dev Environments: Which Is Better for Developers?

Compare local and cloud dev environments on speed, offline use, toolchain control and cost, with data on SaaS spend, 37signals savings and AI coding agents.

local vs cloud dev environmentlocal development environmentcloud IDE vs local IDE
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AI Security & Safety ·

Moffatt v. Air Canada: Is a Company Liable for Its Chatbot?

Moffatt v. Air Canada explained: how a BC tribunal held the airline liable for its chatbot's false refund advice, the CA$812.02 award, and what it means for AI bots.

Air Canada chatbot rulingMoffatt v. Air Canadachatbot liability
A person holds a medical clipboard as a pen autonomously writes clinical notes, preparing to review the text with a red marker for quality assurance.
AI Governance ·

What Is Kaiser Permanente's AI Scribe? Rollout, Results, Risks

Kaiser Permanente's ambient AI scribe reached 7,260 physicians and 2.5M encounters. See the NEJM results, the Nabla to Abridge switch, and QA guardrails.

Kaiser Permanente AI scribeambient AI scribeAbridge Kaiser Permanente
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AI Governance ·

How to Block AI Content in Google Search Results

Block AI content in search with Google's udm=14 filter, uBlock Origin blocklists, Slop Evader, and AI-filtering engines like Kagi and DuckDuckGo.

block AI content in search resultsudm=14remove AI Overviews
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Build vs Buy Software ·

How to Audit SaaS Subscriptions Before Renewal (Step-by-Step)

Learn how to audit SaaS subscriptions: build an inventory, check usage and seat counts, and act 60 to 90 days before auto-renewal to cut software spend.

audit SaaS subscriptionsSaaS audit checklistSaaS renewal management
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Build vs Buy Software ·

How to Run Legacy Software in a Browser: v86, Ruffle and More

Run Windows 95, classic Mac OS, and Flash content in a browser tab with v86, Infinite Mac, Ruffle, and WebAssembly. Includes AI decompilation and legal limits.

run legacy software in browserv86 emulatorRuffle Flash emulator
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Local AI ·

How to Build a Local AI Second Brain: Step-by-Step Guide

Build a local AI second brain with markdown notes, Ollama, a local vector store for RAG, and automation. Covers hardware needs, tradeoffs, and maintenance.

local AI second brainhow to build a second brain with AIOllama local LLM
A cursor draws a straight horizontal line across two long receipts placed side-by-side, marking the breakeven point between self-hosting and SaaS costs.
Build vs Buy Software ·

Is Self-Hosting Cheaper Than SaaS? Real Costs of Top Tools

Is self-hosting cheaper than SaaS? We compare real costs of Supabase, n8n, Coolify, Nextcloud, and PostHog, counting engineer hours alongside server bills.

self-hosted infrastructure toolsself-hosting vs SaaS costself-hosted alternatives to SaaS
A person holds up a giant printed software dependency graph, using a magnifying glass to look at a single tiny, crumbling node at the bottom that is physically supporting the weight of the massive network above it.
Build vs Buy Software ·

What Is Open Source Supply Chain Risk? AI Startups Explained

Open source supply chain risk explained: how unpaid solo maintainers, xz-utils, left-pad and Shai-Hulud expose AI companies, plus 5 steps to manage it.

open source supply chain riskbus factorxz-utils backdoor
A person unrolls a massive, endless paper receipt for a data warehouse that piles on the floor, while inspecting a tiny, single-item receipt in their other hand.
Build vs Buy Software ·

DuckDB vs Cloud Data Warehouse: Which Costs Less and Scales?

DuckDB vs Snowflake and BigQuery compared: real cost data from Okta and Definite, concurrency limits, and when unikernels can replace DevOps work.

DuckDB vs SnowflakeDuckDB vs cloud data warehouseDuckDB cost savings
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Build vs Buy Software ·

Self-Hosted Postgres vs. Cloud Database: Which Costs Less?

Compare self-hosted Postgres with AWS RDS: $332 vs $744 a month in infrastructure, plus engineering hours and 37signals' cloud-exit savings.

self-hosted Postgres vs cloud databaseAWS RDS costself-hosted Postgres cost
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Build vs Buy Software ·

Penpot vs Doory: Which Self-Hosted Canva Alternative Is Better?

Compare Penpot and Doory, two free self-hosted open-source Canva alternatives, on cost, deployment, compliance, maintenance risk, and team size thresholds.

self-hosted Canva alternativePenpot vs Dooryopen source Canva alternative
A 3D rendering of a benchmark scorecard where a flat leaderboard score is peeling back to reveal a glowing dashboard of PR throughput and developer satisfaction metrics underneath.
AI Governance ·

How to Evaluate Internal AI Coding Tools Beyond Benchmark Scores

Learn how to evaluate internal AI coding tools using adoption, retention, PR throughput, and developer satisfaction instead of SWE-bench leaderboard scores.

how to evaluate AI coding toolsAI coding tool benchmarksinternal AI coding tools
A cursor pulls the bottom edge of an outage cost receipt downward to reveal an impossibly long list of broken API dependencies and billions in fees.
AI Security & Safety ·

What Is the Risk of Third-Party API Dependencies? Real Outage Costs

What are the risks of third-party API dependencies? See how CrowdStrike, AWS, and Starlink outages cost billions, plus a due-diligence checklist to reduce risk.

third-party API dependency riskthird-party risk managementAPI rate limits