My Weird Prompts

Daniel's phone-based voice pipeline has the transcription part solved — it's the cleanup that falls apart. Dates render as "nineteen eighty-four," paragraphs have no boundaries, and self-corrections like "wait, I meant grapes" sit in the text as content. His instinct is to chain six or seven small models, each doing one narrow job. But every stage multiplies the error rate, and the destructive sta...

Dictation pipelines break on numbers, not hard words. This episode digs into inverse text normalization (ITN) — the post-processing step that turns spoken forms into written ones — and why the standard solution isn't a generative LLM at all. We walk through two competing approaches to generating training pairs (LLM teachers vs. rule-based rewrite engines), why NVIDIA's production tagger is a token...

When a child's chest infection sent a family through the winding corridors of Shaarei Zedek Medical Center, the instruction on the chart was simple: follow the purple corridor. That single design choice opens up a much bigger question — how do hospitals, airports, and other high-stakes spaces use color, iconography, and progressive disclosure to guide people who are stressed, multilingual, and ove...

Daniel drives in Jerusalem and trusts the blue line — until it puts him nose to nose with a delivery truck in an alley built for one car. His question: how does a routing app actually work under the hood? This episode unpacks the three layers behind every route you've ever taken: the static map, the routing engine, and the live conditions layer on top. Along the way: why a map is really a graph, h...

Most coverage of personal fine-tuning leads with the same line: tens of thousands of examples, a rack of GPUs, a research team. That story is mostly wrong. For a stylistic fine-tune — changing tone, personality, and response structure — the numbers are comically small by comparison. This episode walks through the full pipeline: how many hand-edited prompt-response pairs you actually need (somewher...

Everyone says they want agents they can move between clouds, laptops, and providers — until they try. The code moves fine. The memory doesn't. This episode digs into why an agent is only as portable as its least portable part, how vector stores quietly become the system of record, and the difference between vendor lock-in and the subtler technological kind. Then we get practical: what a portabilit...

Daniel watched an urgent care tech work a triage screen — massive buttons, color coding, emoji condition indicators, and prompts like "order IV." That's not the EHR. It's a clinical decision support layer, and the biggest name in the space is Schmitt-Thompson, standardized triage protocols used by over a thousand organizations. This episode breaks down what's actually running: rule-based decision...

A listener running a Futo voice input fork on Android wants to chain a custom small model after his ASR and punctuation stages to fix number normalization, punctuation, and paragraph breaks. But number normalization, punctuation restoration, and paragraph segmentation aren't one task — they're three tasks with different shapes, different data requirements, and different latency costs. This episode...

Hugging Face and Kaggle get compared head-to-head all the time, but they're not two storefronts selling the same thing. Hugging Face is Git-backed infrastructure where models, datasets, and Spaces are versioned artifacts that plug into real training and deployment pipelines. Kaggle is a practice field — free browser notebooks, leaderboards, medals, and a competitive social layer built for learning...

Android's architecture treats your keyboard and your speech recognition engine as two independent system services — you can set each one separately. But most keyboards bundle their own speech-to-text and route the mic button straight to it, bypassing your system default entirely. This episode digs into the gap between what Android was designed to do and what the apps on top of it actually let you...

HeliBoard ships with zero dictionaries — you download a .dict file yourself, and that file may date to October 2014. This episode digs into the open-source dictionary stack: ESDB/SCOWL for English, Hunspell across Europe, and the AOSP dictionaries repo aggregating both for Android, each maintained by different people on different schedules. We contrast that with Gboard's federated analytics, which...

You need to get a message across a room with two phones and no network. Morse code over audio is the oldest trick in the book — and the most likely to actually work. This episode digs into what's really available on F-Droid, why the pretty translator app can't hear you back, and which decoder actually does the job. Then we get into the physics: why echoes, not background noise, are the thing that...

You download a model from Hugging Face, but you're not downloading something that runs — you're downloading weights. Something has to map every operator onto your phone's silicon, and on Android that layer is fragmented across LiteRT, ONNX Runtime Mobile, ExecuTorch, and llama.cpp. This episode digs into why there's no VRAM equivalent on a phone, what a TPU actually changes, and how to find an ASR...

Android is open source — except for the parts that matter. This episode digs into the gap between what AOSP promises and what developers actually experience when Google shifts the platform underneath them. From scoped storage to the sideloading verification backlash that rattled F-Droid, we trace how the core gets built, who gets consulted (spoiler: mostly large teams), and why a two-person app st...

Commercial and industrial equipment is built for a different buyer: one who runs it sixteen hours a day for a decade and repairs rather than replaces. That single difference in duty cycle explains why a $699 commercial washer can outlast a $499 consumer one four times over. But the real filter for home use isn't price — it's your electrical panel. This episode ranks ten consumer categories where t...

Daniel wants to know if there's an entry-level industrial laundry machine you could plausibly put in an apartment. The answer is yes and no — and the no is more interesting. This episode maps the three tiers of laundry equipment, from domestic machines to commercial washer-extractors to industrial units running 24/7, and explains what actually separates them: G-force extraction, hardmount versus s...

A malicious WebP image doesn't need you to open it. It just needs your operating system to glance at it — to generate a thumbnail, index it, or render a preview. That's the zero-click problem, and it's structural, not hypothetical. This episode walks through what actually happens between "file downloaded" and "file executed," why the Linux assumption that root escalation requires authentication is...

Most people treat VirusTotal like a thermometer: paste a file, get a verdict, move on. But the real forensics — sandbox behavior, relationship graphs, YARA rules — are sitting right there, unused, on free infrastructure built for exactly this. This episode walks through the identification layer of malware analysis: local hashing with SHA-256, querying MalwareBazaar by hash before ever uploading a...

SIP doesn't carry audio — it negotiates sessions, and RTP does the rest. That separation is what makes one-way paging possible: a SIP speaker is just an endpoint with a phone number, no mic, no dial pad, that answers an INVITE and plays whatever arrives. This episode unpacks the fork between unicast paging (thirty speakers, thirty simultaneous calls) and multicast paging (one SIP call, one RTP str...

For twenty-five years, Gallup's sympathy question barely moved. In February 2026, Americans favored Palestinians over Israelis for the first time ever — 41 to 36. But Pew's May survey of 12,500 respondents reveals the real story: Palestinian favorability has been flat for seven years, while favorable views of the Israeli people dropped from 67% to 52%. The gap didn't close because of a rapprocheme...

Standalone pagers like the Motorola MINITOR use a persistent blink-until-acknowledged loop, while Zello's Call Alerts repeat three beeps every sixty seconds until someone responds. So why doesn't a purpose-built wearable exist that flashes and vibrates on an incoming Zello alert? This episode traces the escalate-until-acknowledged primitive from fire station RTUs to on-call software, examines Zell...

Daniel's laptop keeps ending up on the bed, and he wants to know if tempered glass exists for laptops the way it does for phones — plus whether it can stack with his 3M privacy filter. The answer splits into three layers: tempered glass (cheap, everywhere, but a scratch-and-clarity product), TPU impact film (the material that actually claims shatterproofing), and magnetic overlays (privacy plus bl...

A listener bought a La Roche-Posay face cream in a Jerusalem pharmacy for 160 shekels — the same cream cost her about $17 on Amazon in the U.S. the week before. This episode pulls apart the Israeli cosmetics cost stack layer by layer: VAT, customs duty, Health Ministry registration fees, retail concentration, and the exclusive importer arrangements that the Economy Ministry itself once blasted in...

Most "10 tools every homeowner needs" lists are wish lists — they tell you what to own, not what to buy first. This episode builds an actual purchasing sequence, defending the order from the drill driver at number one down to the tools you can safely defer. Along the way: why 18V and 20V are the same battery chemistry with different stickers, why the platform you commit to matters more than the dr...

Most jigsaw buyers shop by amps and strokes per minute — the two numbers that predict the least about whether a saw is any good. This episode works through what actually separates a saw that tracks a line from one that wanders: guide roller rigidity, stroke length, blade clamp design, cutline visibility, and the trigger-plus-dial speed setup that lets you ease off mid-cut. Along the way: the hones...