AI · Robots · Automation
Toys for Bots
Practical notes on AI, robots, automation, and the tools around them.
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Local AI Toys on ESP32: Zero-Cloud Voice Companions
The akdeb/open-toys framework turns ESP32 hardware into private, subscription-free voice robots that speak multiple languages and clone voices from seconds of audio.
Read article →Dependabot’s Default Cooldown Makes Package Updates Less Reckless
Dependabot now waits before opening version update PRs. Here is how teams should use cooldowns without delaying security fixes.
Read article →OpenToys Runs Fully Local Voice AI on Toys and Robots
OpenToys delivers open-source voice AI that runs entirely on-device for custom toys and robots, keeping all data local and eliminating subscriptions.
Read article →Apple SpeechAnalyzer Makes Local Transcription A Product Decision
Apple SpeechAnalyzer moves speech-to-text into the OS. Here is when to use it, when to keep Whisper, and how to ship it safely.
Read article →Gemini Robotics-ER 1.6 Preview for Physical Robotics Tasks
The Gemini Robotics-ER 1.6 preview brings agentic vision-language features to physical robots. Here is what it handles today and where it still needs careful handling.
Read article →AI Coding Agents Need A Preflight Context Budget
Before an AI coding agent reads half your repo, give it a context budget, file list, and receipt trail.
Read article →Are AI Assistants Replacing the Web Browser? What ChatGPT and Claude Can Actually Do on the Web
OpenAI and Anthropic now offer tools that can navigate sites, fill forms, and complete tasks. Here is what each one actually does today.
Read article →Showing Hidden Files in macOS Finder for Developers
macOS hides files starting with a dot and other items in Finder. Several built-in methods reveal them without third-party tools.
Read article →OpenRouter Pricing Explained: Is It Actually Cheaper?
OpenRouter gives one API for many models. Token rates match the underlying provider endpoint, so it is not automatically cheaper than buying access directly.
Read article →What Can Your Phone Actually Sense? Android vs. iPhone
Modern phones can measure motion, direction, altitude, nearby radios, sound, light, and more—but Android and iPhone apps do not get equal access.
Read article →Why Your Keyboard And Mouse Hate Your Monitor USB Hub
Monitor USB hubs are convenient until sleep, bandwidth, KVM, HDMI, and USB-C quirks make your keyboard vanish.
Read article →GPT-Live Turns Voice AI Into The Interface
GPT-Live is a warning that voice AI needs receipts, context, and UI rules before it becomes the default interface.
Read article →Which AI Is Best For Each Job, And The Quirk That Comes With It
A plain-English 2026 guide to which AI tool fits each job, from research and coding to office work, search, and daily planning.
Read article →Local TTS Is The AI Feature Worth Shipping
Local text-to-speech is finally good enough for practical AI apps. Here is where it fits, where it fails, and how to ship it.
Read article →AI Agents Need Office Files They Can Diff
AI agents can edit Office files, but Word, Excel, and PowerPoint workflows need diffs, previews, tests, and rollback.
Read article →AI Agents Need Smaller Jobs, Not Bigger Promises
AI agents fail when they are given vague jobs. Here is how to scope, log, and supervise them without buying the fantasy.
Read article →AI Travel Planning Still Needs Offline Maps
AI can draft a travel plan, but offline maps make it usable when signal, roaming, and app memory fail.
Read article →Mechanical Turk’s Slow Fade Is A Data Quality Warning
Amazon put Mechanical Turk into maintenance. AI teams need better receipts for human review, labels, and data quality.
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