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596 episodes · Page 5 of 25

#5995: NVIDIA ASR: Parakeet, Canary, and Nemotron Explained

Whisper gives you one dial. NVIDIA gives you five. A practical map of the Parakeet, Canary, and Nemotron speech models.

speech-recognitionlocal-aiopen-sourceai-inferencefine-tuning

#5991: Batch Inference on Your Own GPU: vLLM, SGLang, Ollama, llama.cpp

Hosted batch APIs sell you half-price tokens. Here's how to get the same file-in, file-out workflow on your own Linux box.

ai-inferencelocal-aigpusopen-source

#5981: Batch Inference: Four Doors, Half Price

Same tokens, half the price — and almost nobody using it properly. A tour of batch inference from OpenAI to OpenRouter.

ai-inferenceopen-sourcegpusbanking-and-payments

#5971: Personal CRM in 2026: Dex, Mesh, folk, Monica, Twenty

What actually makes a good personal CRM — and which ones can an AI assistant talk to?

model-context-protocolmulti-agent-systemsopen-sourceproductivity

#5970: Swapping Your Linux Kernel: What Actually Changes

Your kernel is swappable without reinstalling anything. But do Liquorix and XanMod actually beat the default? The benchmarks say less than the mark...

linuxopen-sourcereliability-engineeringhallucinations

#5969: Ubuntu 26.04 LTS: Is Staying on LTS Still a Trade-Off?

Ubuntu 26.04 LTS shipped in April. Point releases, HWE kernels, and SRUs have quietly closed most of the freshness gap — but not everywhere.

linuxopen-sourcecontainers-and-virtualizationai-inferencegpus

#5968: Gentoo in 2026: Still Worth Compiling?

Twenty years on Linux and he's never tried Gentoo. In 2026, does the compile-everything reputation still hold?

linuxopen-sourcedevopscontainers-and-virtualization

#5966: How Much of Your Linux Desktop Is Actually Misconfigured?

Most "Linux tweaks" are folklore. A few are real — and one toggle most people never open is worth up to 42%.

pc-hardwaregpusopen-sourcereliability-engineeringlinux

#5965: Compiling From Source: What You Actually Get

Source builds aren't faster — they're smaller. What USE flags, compiler flags, and the build feedback loop actually buy you.

devopsopen-sourcelinuxprogramming-languages

#5963: Running One Model Across Mismatched GPUs

Tensor, pipeline, or offload? What actually happens when you run one model across several GPUs — including mismatched ones.

ai-inferencegpuslocal-aipc-hardwareopen-source

#5957: The Scientific Plugins Hiding in Plain Sight

ChatGPT's plugin directory has 5,723 entries — but the real scientific AI work is happening in arXiv papers, not plugins.

model-context-protocolopen-sourceai-evaluation

#5956: Will ChatGPT Eat Your Grocery App?

MCP servers, ChatGPT apps, and a prediction that AI vendors will absorb your grocery list one micro-app at a time.

model-context-protocolmulti-agent-systemsai-securityopen-source

#5950: Self-Hosting Your Search Stack: SearXNG, Crawl4AI, and the Real Bill

Can SearXNG, Crawl4AI, and an open-source aggregator really replace a commercial search API? Yes — with a very large asterisk.

ragworkflow-automationopen-sourcecloud-computing

#5944: Keeping the Rollout Engine Fed: Inside RLHF Pipelines

Most of an RLHF run is spent waiting on generation, not gradients. Here's how TRL, OpenRLHF, and verl actually differ.

fine-tuningai-inferencegpusopen-sourcetraining-data

#5939: Android Notifications: PWA vs Native, What You Actually Get

Push, channels, haptics, and the scheduling gap — what a PWA can and can't do that a native Android build can.

web-developmentsmartphonesopen-source

#5925: Plus Codes, Geohash, and the Open Addressing Gap

Google's Plus Codes promise offline, self-contained location — but the shortened form quietly reintroduces a dependency the standard was designed t...

taxonomy-and-classificationopen-sourcecryptographyiot

#5915: How Multi-Agent AI Simulations Keep a Shared World State

Concordia keeps the world in a dictionary an LLM writes to. Generative Agents keeps it in a spreadsheet. CAMEL keeps it in the chat log.

multi-agent-systemscontext-and-memoryai-evaluationopen-source

#5910: Revit MCP in a VM: What Actually Works

Autodesk's official Revit MCP server is locked down and reliable-ish. The community ones execute arbitrary code on an open port. Neither runs unatt...

model-context-protocolai-securitycyberattacksworkflow-automationopen-source

#5905: Bare Linux Routing vs OPNsense: What Actually Wins?

You can build a router on plain Debian or Ubuntu. The question is whether you should — and what it costs you over ten years.

home-networklinuxwi-fiopen-sourcecyberattacks

#5900: Serving DeepSeek-V4.1-Flash on Your Own GPU

Five inference engines, one frontier MoE, and a shortlist that collapses depending on which GPU you already bought.

ai-inferencelocal-aigpusopen-sourcemodel-context-protocol

#5898: ROCm 10.1: AMD's Software Stack Finally Grows Up

Three ROCm releases in six months — build system, agentic tooling, data movement. What actually changed for AMD GPU owners.

ai-inferencegpuslocal-aiopen-source

#5873: Abliteration: How $5 Undoes a Model's Guardrails

A rank-one weight edit costs under $5 and strips refusal behavior from open models. Then an automated tool beat human experts at it.

ai-alignmentfine-tuninglocal-aiopen-sourceai-security

#5868: Fine-Tuning Parakeet for Um-Free, Hebrish Speech

Parakeet runs great on a phone — but fine-tuning it happens on a GPU. Here's the actual recipe for dropping ums and catching Hebrew.

speech-recognitionfine-tuninglocal-aiopen-sourcetraining-data

#5865: Four Pocket Players That Won't Sell You a Device Today

Mono, Fonix One, Sudo, and DuRoBo Krono all promise phone-free podcast listening — and not one of them is ready to ship today.

electronicssmartphonesopen-sourcebatteries-and-powermusic