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WPBV AI & Software Desk

The AI & Software Desk follows model releases, useful apps and everyday workflows.

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Calculated distributions for hypothetical token scores 2, 1 and 0 at temperatures 0.5, 1 and 2; the leading token's probability falls as temperature rises.
AI temperature ·

AI Temperature Explained: Why Answers Vary

How temperature changes token sampling, how top-p differs, and why consistent wording does not prove a fact.

Diagram: a package.json version range "^1.2.0" leads by an orange arrow to a package-lock.json tree recording library 1.2.3 and a child dependency 2.0.1
npm ·

Lock File Explained: What Dependency Installs Preserve

How npm lock files record dependency versions, why npm ci rejects mismatches, and what a lock file cannot guarantee.

A software package connected to a component inventory listing names, versions, licenses and hashes
SBOM ·

SBOM Explained: What a Software Bill of Materials Lists

What an SBOM records, how teams use it in vulnerability response, and why an inventory is not a security verdict.

A query card becomes coordinates in a vector space, where nearby document cards are ranked by semantic similarity
Embeddings ·

Embeddings Explained: Meaning as Coordinates

How text becomes a vector, how semantic search ranks neighbors, and why similarity still needs evaluation.

Illustration of a terminal sending code into a dashed, fenced-off box holding a code window, with a blocked sign outside the fence
Akamai ·

Akamai Launches Agent Sandbox and Managed Inference in Beta

Akamai's Agent Sandbox isolates code that AI agents write; Akamai Inference adds managed model APIs. Both are in beta.

Illustration of a Git branch that splits off and merges back, with a dotted arrow to a review window showing a checklist of passed checks
Entire ·

Entire Opens Its Git Forge, Swapping Pull Requests for Trails

Entire's Git forge is open to all developers, with agent-scored Trails instead of pull requests.

A framed landscape picture connected by a dashed line to a C2PA manifest card listing assertions, claim and claim signature, with the validator steps well-formed, valid and trusted
Content Credentials ·

Content Credentials Explained: What a C2PA Label Proves

What a signed C2PA record on an image or video contains, what valid and trusted mean, and what it cannot prove.

A TV screen shows a sign-in address and the code WDJB-MJHT, and a phone displays the same code with an Approve button for the living room TV
OAuth ·

Device Code Flow Explained: Why a TV Shows a URL and Code

Why TVs show a URL and short code, how OAuth approval works and which phishing check matters.

Seven bars rise from 1% on day 1 to 100% on day 7, showing an app update released to more users each day, with a pause symbol above.
Staged rollouts ·

Staged Rollout Explained: Why an App Update Reaches You Days Later

A release announcement and your device's update are different events. Staged rollouts explain the gap.

A laptop showing a two-person video call with a caption bar, flanked by two speech bubbles and a dotted two-way orange arrow arching over the screen
Google Meet ·

Google Meet Speech Translation Expands to 63 Languages

Meet now detects the spoken language and translates between any of 63 languages, set per participant.

A code editor with an orange squiggle under one line, mounted on a base with an empty cartridge slot, beside an orange and a graphite cartridge that can be swapped in
Python ·

Pylance Adds Pyrefly Support Through New Type Server Protocol

A new Type Server Protocol lets Pylance in VS Code run Meta's Pyrefly as its type checker instead of Pyright.

A letter beside an envelope, with a magnifying glass revealing a hidden orange line of text, next to a switch and an approval button
Prompt injection ·

Prompt Injection Explained: When an AI Tool Obeys a Stranger

How text in an email, page or file can redirect an AI tool, and which controls limit the damage.

password managers ·

What to Do If Your Password Manager Is Breached

Password manager breach response: secure email, rotate key credentials, revoke sessions, and avoid phishing.

Open source ·

Open-Source Licenses: MIT, Apache 2.0 and GPLv3

MIT, Apache 2.0 and GPLv3 all allow commercial use, but they attach different conditions when software is distributed.

An open card-catalog drawer with an orange index card lifted out and linked to a highlighted passage on a document
Retrieval-augmented generation ·

Retrieval-Augmented Generation Explained: How AI Answers From Your Documents

How RAG tools search your documents before answering, and how to check what they say.

Drawing of an open laptop showing a terminal window inside an orange dashed frame, with a dotted line to one folder beside it and a faded folder behind
AI agents ·

Googlebook Linux Terminal Preview Puts AI Agents in a Sandboxed VM

Google's Googlebook Linux terminal preview runs commands, and AI agents given sudo, inside a Debian VM.

Drawing of a faded phone with a text message, a phone showing a code timer and keypad, and a USB security key on a key ring
Security ·

Two-Factor Authentication Methods Compared: SMS, Apps and Security Keys

SMS codes, app codes, push prompts and security keys compared, and which one stops a fake login page.

A long paper strip of text lines passing through a graphite viewing frame; only the lines inside the frame are dark, one highlighted in orange, while the far end fades and curls away.
Context window ·

Context Window Explained: What an AI Tool Can Keep in View

What fills an AI tool's context window, how tokens are counted and why long chats lose track.

An orange puzzle piece in a browser toolbar linked to a card of permission switches, one of them turned on
browsers ·

Browser Extension Permissions to Check Before You Install

Which extension warnings reach furthest, how to limit site access, and what to check when an update asks for more.

A speech bubble beside three answer cards, the last one orange and crossed out, with a magnifying glass
AI hallucinations ·

Why AI Hallucinates: The Mechanics Behind Confident Wrong Answers

How AI tools learn and how they are scored push them to guess. Where the errors come from and how to catch them.

Four browser release cards progress from Canary and Beta to Stable on a warm paper background.
browsers ·

Browser Release Channels: Stable, Beta, Dev and Canary

What Stable, Beta, Dev, Canary and Nightly channels mean, and how to test them without risking daily work.

Developer tools ·

Supabase Announces Turso Acquisition and $150 Million Raise

Supabase is buying Turso, maker of a Rust rewrite of SQLite, and raised $150 million in a round led by GIC.

Editorial diagram: Microsoft Introduces Copilot Home, Code and Autopilot
Microsoft ·

Microsoft Introduces Copilot Home, Code and Autopilot

The new experiences have different rollout schedules, with Autopilot still in private preview.

Conceptual illustration of a laptop separated from paper envelopes by a translucent divider.
AI agents ·

Before You Give an AI Agent Access to Your Inbox

Reading mail and sending it are different permissions. Start with the job you actually want done.

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