#6183: Private Podcast Feeds: Tokens, Buckets, and Basic Auth

How do you keep a podcast feed for four people away from everyone else? Tokens, buckets, and the auth podcast apps barely support.

cyberattacksweb-developmentcloud-computing

#6182: Running a Private APT Repo for Family Machines

Daniel wants his Debian packages on family machines without becoming their unpaid update service. Here's the modern way to do it.

open-sourcecyberattackslinux

#6181: Shipping Private Android Apps to Your Family

Daniel wants to ship private Android apps to non-technical relatives. F-Droid repos, Basic Auth, and the Google verification cloud on the horizon.

open-sourcedigital-privacyai-security

#6180: Mapping Code-Switching: 113 Pairs, No Community

Researchers count 113 code-switched language pairs — but a pair is just a label on a file, not a community of speakers.

training-dataopen-sourcespeech-recognition

#6179: Voice Cloning: 10 Seconds to Steal Your Voice

Ten seconds of audio is all it takes to clone a voice. Here's what the law actually protects — and what it doesn't.

deepfakesai-biasfree-speech

#6178: Why Your Voice Clone Sounds American

Your cloned voice drifts toward American English. Here's what's actually happening — and why "neutral" is a myth.

translationtraining-datatext-to-speech

#6177: How Voice Cloning Works From Six Seconds of Audio

Six seconds of reference audio is all Chatterbox needs. The real work happened in the half-million hours of training before you showed up.

deepfakestext-to-speechtraining-data

#6176: Do Audio Models Hear How You Said It?

A benchmark called LISTEN found audio models score near chance when emotion lives in the voice, not the words. What does that mean for real calls?

ai-evaluationspeech-recognitiontext-to-speech

#6175: Video Models Can't Tell Time: What Motion Benchmarks Reveal

Frontier models score 48% on tasks where humans hit 98% — the gap is motion, speed, and sequence, not scene description.

ai-evaluationcomputer-visiontraining-data

#6174: What Your Voice Reveals: Accent, Distance, and Movement in Audio AI

What can AI actually hear in your voice? Accent detection, speaker distance, whale songs, and the gap between deployed audio models and chatty gene...

training-dataai-evaluationspeech-recognition

#6173: Auditing a Sycophantic Model From the Inside

A stumped lab, a fawning model, and the diagnostic playbook nobody has a name for — from eval slicing to persona vectors.

ai-evaluationtraining-dataai-inference

#6172: Recipes vs. Regeneration: AI Photo Editing in 2026

Two ways AI edits photos now: models that write a readable recipe of slider values, and models that just repaint the whole frame.

ai-evaluationlocal-aiopen-source

#6171: AI Audio Restoration: What Actually Ships in 2026

Noise removal and bandwidth extension are shipping products today. Matching a clip to a target EQ is still mostly a research prototype.

ai-evaluationhallucinationstraining-data

#6170: One Endpoint, Many Boxes: Local LLM Routing

A LiteLLM-style proxy can fail over between your own GPU boxes and the cloud — but it can't see your VRAM.

local-aihome-networkai-inference

#6169: What It's Like to Be a Token Inside an LLM

A token's-eye view of an LLM's forward pass — no cone, no squeezing, just a hallway where every layer scribbles on you.

transformer-architectureai-inferencecontext-and-memory

#6168: Hebrish: Hebrew-Aware Dictation That Actually Works

Two new speech models fix English-Hebrew code-switching dictation — and the whole training run cost about fifty cents of GPU time.

speech-recognitionlocal-aiopen-source
Tuesday, Oct 20

#6167: Streaming Browser Cookies to a Headless Server

Daniel wants his logged-in browser on the home server. Chrome bolted the front door — so what's left?

cyberattacksauthenticationdigital-privacy

#6166: Turning a Drifted Server Into a Rebuildable Playbook

Your server grew for years. Now you want a recipe that can rebuild it from scratch. Here's the honest path from drift to playbook.

home-automationbackups-and-archivinglinux

#6165: Watching 20 Batch Jobs at Once

Batch APIs give you a discount, then hand you a babysitting job. Here's what actually watches a batch run — and what doesn't.

ai-inferenceworkflow-automationopen-source

#6164: We Gave Each Host Its Own AI Agent

We split our two hosts into separate AI agents with private context windows. The bill came to 78 cents an episode.

multi-agent-systemscontext-and-memoryai-evaluation