Firehose: Daniel Rosehill

Firehose for 3 November 2026

Tue, 03 Nov 2026 12:00:00 GMT

New repositories covered agent tooling and home network security, with three agent plugins and a playbook for keeping cheap IP cameras local-only. On Hugging Face, the new work was speech-recognition training material: a small model that writes read-aloud sentences, its training data, and a mixed English-Hebrew sentence dataset.

GitHub Repositories

ChatGPT Workspace Agents Claude Plugin (GitHub, Agent plugin): Builds and manages ChatGPT Workspace Agents from Claude Code by driving the agent builder in a browser, since OpenAI has no public API for creating them.
Guava Health Plugin (GitHub, Agent plugin): Unofficial plugin and Python CLI for the Guava Health API: logs medications, symptoms and readings, and reviews the data, including for dependents on a family plan.
IP Cam Lockdown (GitHub, Documentation): Forensics and a playbook for running cheap AliExpress IP cameras local-only: how each one reaches the vendor cloud, and how to cut it off.
Network Forensics Plugin (GitHub, Agent plugin): Skills for tracing what a device on a home network talks to, documenting it, blocking it at the firewall and verifying the lockdown.

Datasets

English Hebrew Mixed Sentences (Hugging Face, Training dataset): English sentences with Hebrew words and phrases mixed in, for training and evaluating speech-to-text for English speakers in Israel.
Term Context Sentences (Hugging Face, Training dataset): Training data for writing short read-aloud sentences that use a given term in a given context, covering romanized Hebrew and Yiddish, Israeli names and tech vocabulary.

AI Models

Contextual Sentence Creator (Hugging Face, Fine-tuned model): LoRA fine-tune of Granite 4.2 3B that returns natural sentences using a given term in a given context, for recording speech-recognition training data.
Contextual Sentence Creator GGUF (Hugging Face, Quantised model): GGUF builds of Contextual-Sentence-Creator in Q4_K_M and Q8_0, for running it with llama.cpp.

Firehose for 2 November 2026

Mon, 02 Nov 2026 12:00:00 GMT

New repositories covered agent tooling and local speech work, with two agent plugins for text-to-speech and staged transcription. Other projects included a handwriting recognition model, an Android clock widget, a manual-rewriting tool, and Konsole settings for Claude Code sessions. On Hugging Face, the new dataset was one speaker reading desktop voice commands.

GitHub Repositories

Claude Konsole Setup (GitHub, Tool): Konsole settings for running Claude Code sessions: window-close protection, no single-tab prompt, split layout; apply.sh for other machines
Daniel Handwriting Recognition (GitHub, Tool): Fine-tuning a handwriting recognition (HTR) model on Daniel's handwriting: data collection plan, ground truth, training
Laptop Search 1126 (GitHub, Documentation): Laptop search, November 2026: requirements, spec notes and voice-note transcripts.
Local TTS Plugin (GitHub, Agent plugin): Local text-to-speech for Claude Code: Kokoro (CPU), NeuTTS Air (CPU cloning), Chatterbox (ROCm/CUDA). Installs, registers and runs local TTS models.
Local UTC Widget (GitHub, Tool): Android home-screen widget: local time and UTC side by side, 24-hour, with optional date, UTC offset and font choice
Transcription Pipeline (GitHub, Agent plugin): Agent skills for transcription in stages: retrieve, preprocess (EQ, denoise, VAD), transcribe (OpenRouter/Gemini, AssemblyAI, local Whisper/Parakeet), clean, label speakers, reshape, Typst PDF, save
Useful User Manuals (GitHub, Tool): Turn bloated product manuals into useful ones: fetch, trim to your language, rewrite, or one-task how-to PDFs, always citing the original.

Datasets

Voice Command Sentences (Hugging Face, Audio dataset): One speaker reading desktop voice commands for a KDE Plasma voice-command agent: launching, switching to and closing apps (Konsole, Kate, Dolphin, Kdenlive, Audacity), browser and terminal tabs,...

Firehose for 1 November 2026

Sun, 01 Nov 2026 12:00:00 GMT

New repositories covered audio dataset preservation and mobile GitHub discovery, with a tool for archiving audio datasets into checksummed, disc-sized snapshots and an Android app for browsing topics, running advanced search operators, sorting results, and starring repos into Lists.

GitHub Repositories

Audio Dataset Backup (GitHub, Tool): Gathers Daniel's Hugging Face audio datasets into a pinned, checksummed, disc-sized point-in-time archive (M-DISC / cloud)
GitHub Discovery (GitHub, Tool): Android app for discovering GitHub repos: browse topics, use desktop-grade advanced search operators on mobile, sort by newest or most starred, and star repos into Lists.

Firehose for 31 October 2026

Sat, 31 Oct 2026 12:00:00 GMT

New repositories covered agent tooling and dictation cleanup, with an agent plugin for capturing mid-thread ideas into in-repo sprints and a catalogue of LoRA format adapters on a small dictation model. Two further repositories documented conversational AI triage and batch inference mechanics on OpenRouter. On Hugging Face, the new dataset was a reference list of OpenRouter batch-capable models with batch and sync prices.

GitHub Repositories

AI Assistant Triage (GitHub, Documentation): A public notebook of quick, point-in-time triage scorecards for conversational AI tools with native agentic capabilities, looked at through one lens: how well they integrate with external tools (MCP...
Dictation Format Adapters (GitHub, Tool): Bounded catalogue of LoRA format adapters (shopping list, emails, blog outline, calendar JSON) on a 0.6B dictation cleanup model
Flow Control (GitHub, Agent plugin): Stay in flow: capture and triage mid-thread ideas, requests and bugs into in-repo sprints and backlog, then carry on. Agent skills.
OpenRouter Batch Notes (GitHub, Tool): Research notebook on batch inference via OpenRouter: Batch API mechanics, batch vs sync pricing, traps. Written by Claude Opus 5.5, 2026-10-31.

Datasets

OR Batch Inference Models (Hugging Face, Reference dataset): Every model with a :batch id on OpenRouter on 2026-10-31 (71 models), with batch and sync prices, the providers that serve batch, and a price-tier label.

Firehose for 30 October 2026

Fri, 30 Oct 2026 12:00:00 GMT

A command-line tool for spoken-word audio applies silence and filler-word removal, pause shortening, and voice-fitted equalization to reach a target loudness. The work sits in podcast post-production and audio processing.

GitHub Repositories

Podcast Light Edit Chain (GitHub, Tool): One-command light edit for spoken-word recordings: cut ums with the Uhm frame classifier (no ASR), shorten long pauses, voice-fitted EQ, -16 LUFS. With a measured demo.

Firehose for 29 October 2026

Thu, 29 Oct 2026 12:00:00 GMT

New repositories covered voice-data preparation and rclone administration, with a tool that trims clicks from training recordings and agent skills for remotes, mounts and config backup. On Hugging Face, the work was wake-word and dictation cleanup: two "Hey Yossi" models, a fine-tune that edits raw dictation, and a reference dataset.

GitHub Repositories

Keyclick Detector (GitHub, Tool): Detects keyboard and mouse clicks at the start and end of voice-training recordings so they can be trimmed. Trained on real recorder takes.
Rclone Manager (GitHub, Agent plugin): Agent skills for routine rclone admin: install, remotes, mounts, config backup and migration, docs lookup

Datasets

ASR Cleanup Before After (Hugging Face, Reference dataset): No description published.

AI Models

Hey Yossi microWakeWord (Hugging Face, Other): A custom "Hey Yossi" wake word for microWakeWord, trained 2026-10-29. It is a streaming, int8-quantised TFLite model of 61 KB.
Hey Yossi openWakeWord (Hugging Face, Other): A custom "Hey Yossi" wake word for openWakeWord, trained 2026-10-29 for a personal voice assistant.
S1 ASR Cleanup (Hugging Face, Fine-tuned model): S1-ASR-Cleanup is a fine-tune of S1-mini by Superwhisper (superwhisper/s1-mini, Qwen3-0.6B) that cleans raw speech-to-text dictation the way one user edits his own.

Firehose for 28 October 2026

Wed, 28 Oct 2026 12:00:00 GMT

New repositories covered agent tooling and image-model evaluation, with a plugin for documenting and analysing home noise pollution and a periodic check of whether image models can produce stylised tech diagrams with correct text and arrows. On Hugging Face, the new work was evaluation material for that graphics benchmark: its test prompts, every generated image, and the raw human ratings.

GitHub Repositories

Noise Pollution Analysis (GitHub, Agent plugin): Agent skills to document home noise pollution and analyse recordings at the frequency level: hums, tones, low-frequency drone, cycling.
Tech Graphics Benchmark (GitHub, Evaluation): Lightweight periodic check: can image models make colourful, stylised tech diagrams with exact text and correct arrows? Text-to-image and image-to-image.

Datasets

Tech Graphics Benchmark (Hugging Face, Evaluation dataset): Test prompts for Tech-Graphics-Benchmark: can an image model make a characterful banner or a restyled diagram for a tech repo or blog post without getting the text or the arrows wrong?
Tech Graphics Benchmark Ratings (Hugging Face, Evaluation dataset): Raw human evaluation data for Tech-Graphics-Benchmark: one JSON file per annotated generation, written by the annotation Space.
Tech Graphics Benchmark Runs (Hugging Face, Evaluation dataset): Every image generated for Tech-Graphics-Benchmark, one folder per round.

Firehose for 27 October 2026

Tue, 27 Oct 2026 12:00:00 GMT

Agentic Dev Workflows documents how to build software with AI agents across platforms, while a bounded brainstorming fine-tune generates novel items matching a format without repeating priors. An Android selection tool converts text case on device, and a personal speech-recognition model handles English dictation with tech vocabulary.

GitHub Repositories

Agentic Dev Workflows (GitHub, Documentation): Cross-cutting workflows for developing software with AI agents, any platform: UI friction options-then-build, release patterns (sprint, release-to-test) pinned to CLAUDE.md
Android Selection Case Converter (GitHub, Tool): Android text-selection menu: UPPERCASE or ChAoS cAsE, on device, no permissions
Bounded Brainstorming Finetune (GitHub, Tool): Fine-tune spec for bounded brainstorming: given a task, priors (existing items) and a format, generate N novel items that match the format and don't repeat the priors
Israel Election 2026 Vote Decision (GitHub, Tool): Working out who to vote for in the 27 October 2026 Knesset election, starting from a voice note of my views

AI Models

Fritter (Hugging Face, Fine-tuned model): A personal speech-recognition fine-tune for English dictation without code-switching: tech vocabulary (model and product names, CLI and cloud terms), brand names, acronyms, numbers and currency in...

Firehose for 26 October 2026

Mon, 26 Oct 2026 12:00:00 GMT

A dataset of real recordings of Jewish and Israeli first-name wake words, for training local wake word models with openWakeWord and microWakeWord, for Home Assistant Assist and desktop use.

Datasets

Wake Words (Hugging Face, Audio dataset): Real recordings of Jewish and Israeli first-name wake words, for training local wake word models (openWakeWord, microWakeWord) to use with Home Assistant Assist and on the desktop, in place of "Hey...

Firehose for 25 October 2026

Sun, 25 Oct 2026 12:00:00 GMT

Agent plugins for software comparison, Israel Post services and Voicenotes note access sat alongside tools for predicting speech-recognition errors and restoring crashed terminal sessions.

GitHub Repositories

ASR Mistranscription Predictor (GitHub, Tool): Plan: predict which words an ASR model will mistranscribe for one speaker, by extrapolating from a list of confirmed fixes mined from their dictation history, so the predictions can go into...
Comparison Artifacts (GitHub, Agent plugin): Comparison tables, weighted scoring and quadrant charts for software evaluations, as agent skills (Markdown, Typst, SVG)
Israel Post Plugin (GitHub, Agent plugin): Israel Post (דואר ישראל) agent skills: appointments, branch search, parcel tracking
Session Restore (GitHub, Tool): Reopen Claude Code sessions lost when the terminal crashed: each in its repo, one Konsole window of split panes
Voicenotes Plugin (GitHub, Agent plugin): Voicenotes.com for Claude Code: search notes, read transcripts, list by date or tag, create text notes (official MCP)

Firehose for 24 October 2026

Sat, 24 Oct 2026 12:00:00 GMT

Agent tooling covers a Kaizen plugin for steady task breakdown and a hook that spots unrelated tasks and moves them to a fresh session. Speech recognition work includes a model that adds paragraph breaks to flat transcripts, an ASR cleanup model, and training data for both.

GitHub Repositories

Kaizen Please (GitHub, Agent plugin): Kaizen for any project, not just code: small steady steps, task breakdown, reviews, a Kaizen assessment essay, clean uninstall. Agent skills.
New Task Split (GitHub, Tool): Claude Code hook: a local ONNX classifier detects an unrelated new task and moves it to a fresh session
Proofed (GitHub, Documentation): Proofed: integrated ASR + post-processing model, from speech straight to clean, proofed text.

Datasets

Agent Task Break Detector (Hugging Face, Training dataset): Synthetic training data for a small classifier that answers one question on every user turn of an AI agent session:
Paragraph Dictation Passages (Hugging Face, Audio dataset): Data for a separate paragraph-inference model; not used to train any Hebrish model.
Proofed ASR Cleanup Training Data (Hugging Face, Audio dataset): Audio paired with clean, proofed target text for training an ASR model to do its own post-processing: no fillers, repeats or false starts, numbers and money as digits, self-corrections applied,...

AI Models

Agent Task Break Detector ModernBERT (Hugging Face, Fine-tuned model): A small cross-encoder that answers one question on every user turn of an AI agent session:
MiniLM L12 ASR Paragraph Breaks (Hugging Face, Fine-tuned model): Adds paragraph breaks to flat speech-to-text output. Speech recognition returns punctuated, cased text as one block; this model decides, word by word, where a new paragraph starts.

Firehose for 23 October 2026

Fri, 23 Oct 2026 12:00:00 GMT

Two agent plugins for Ubuntu cover machine administration and host security. The first handles health, services, logs, packages, storage, networking, hardware, Docker and KDE on desktops or servers, locally or over SSH. The second covers firewall rules, antivirus and rootkit scanning, and security posture audits.

GitHub Repositories

Ubuntu Admin (GitHub, Agent plugin): Agent skills for administering Ubuntu machines, desktop or server, local or over SSH: health, services, logs, packages, storage, networking, hardware, Docker, KDE.
Ubuntu Security (GitHub, Agent plugin): Agent skills for Ubuntu host security on desktops and servers: ufw firewall (probe, allow, remove, diagnose), antivirus and rootkit scanning, security posture audits.

Firehose for 22 October 2026

Thu, 22 Oct 2026 12:00:00 GMT

Agent plugins for Claude Code covered microphone tuning, music video generation, planning documents, spending limits, Ubuntu hotkeys and vendor bug reporting. Election work included a 2026 Knesset model and reference datasets on the outgoing Knesset, candidate lists and polls. A voice-clone conversation and its alignment data rounded out the repositories.

GitHub Repositories

ASR Mic Tuner (GitHub, Tool): ASR Mic Tuner: tune your microphone for speech recognition on KDE Plasma — true analog gain, level, clipping, noise and voice analysis, tray
Claude AVP Music Video Plugin (GitHub, Agent plugin): Claude Code plugin: turn audio (e.g. Suno songs) into branded music videos with audio-visualizer-python (avp) — templates, brand kit, karaoke lyrics, AV1 encode
Claude Planning Docs Plugin (GitHub, Agent plugin): Claude Code plugin: keep a repo's decision log and plans lean — record numbered decisions, compact old decisions and plans in place.
Claude Spend Approval Limit (GitHub, Documentation): CLAUDE.md snippet: a spending approval limit for AI agents — autonomous below it, estimate-and-ask above it
Claude Ubuntu Hotkey Builder (GitHub, Agent plugin): Claude plugin: find free keys and build working shortcuts, macros and text-injection hotkeys on Ubuntu (X11/Wayland, KDE/GNOME)
Israeli Elections 2026 (GitHub, Tool): Modelling the 2026 Israeli Knesset election
Me And My Voice Clone (GitHub, Documentation): A ten-minute conversation between me and a TTS clone of my own voice (Meorav v2.0, Qwen3-TTS fine-tune): original video, audio, per-line clips, alignment data and splice pipeline
Vendor Liaison (GitHub, Agent plugin): Report bugs, request features and disclose security issues to software vendors: structured channel data per vendor, routing rules, and your own preferred channels and contacts. Agent skills.

Datasets

Israel Election 2026 Candidate Lists (Hugging Face, Reference dataset): This dataset contains every candidate list for the election to the 26th Knesset, held on 27 October 2026.
Israel Election 2026 Polls (Hugging Face, Reference dataset): This dataset contains every published seat-projection poll for the 27 October 2026 Knesset election, from 23 December 2022 to 22 October 2026.
Israel Knesset 25 Members (Hugging Face, Reference dataset): This dataset covers the outgoing 25th Knesset, elected on 1 November 2022, at the end of its term ahead of the 27 October 2026 election.

Firehose for 21 October 2026

Wed, 21 Oct 2026 12:00:00 GMT

Claude Code plugins for Bluetooth control on Linux, temporary network overflow, spam filtering, Maccabi Online skills, and a marketplace guide. Small text models handle paragraph breaks in speech-to-text output, bolding key lines in dictated emails, and swapping identifying details for substitutes.

GitHub Repositories

ASR Paragraph Breaks (GitHub, Tool): Hand-annotated paragraph breaks for flat ASR text, and a small text-in/text-out model trained on them
Claude Agent Exchange (GitHub, Tool): A two-way file exchange between you and Claude Code: from-human / from-agent folders, a CLAUDE.md block, and a small explorer app locked to them
Claude Linux BT Plugin (GitHub, Agent plugin): Claude Code plugin: Bluetooth on Linux via bluetoothctl — scan, pair+trust+connect, manage, reset. Because the desktop dialogs don't.
Claude Marketplace Guide Plugin (GitHub, Agent plugin): Start here for the danielrosehill Claude Code marketplace: browse plugins by theme, get recommendations, see what's new — read live from the manifest
Claude Network Tmp Plugin (GitHub, Agent plugin): Claude Code plugin: capped, self-cleaning network overflow for a small or tmpfs /tmp
Claude Pseudospam Filter Plugin (GitHub, Agent plugin): Claude Code plugin: a second spam filter for pseudo-personalised outreach, taught by your own Gmail labels
Gemma 3 270M Email Key Line Bolding (GitHub, Tool): Gemma 3 270M fine-tune that bolds the key lines of a dictated email and changes nothing else
Maccabi Online Skills (GitHub, Agent plugin): Unofficial Claude Code skills for Maccabi Online, the Maccabi Healthcare Services (Israel) member portal — drives your own signed-in Chrome
Proximate Pseudonymizer (GitHub, Tool): Small text-in/text-out model that swaps identifying details for proximate, consistent substitutes
To Skill Or Not To Skill (GitHub, Agent plugin): Before any task, ask: should this become a skill? A user-level heuristic for AI agents, as a Claude Code plugin plus a CLAUDE.md / AGENTS.md installer.

Datasets

ASR Paragraph Breaks (Hugging Face, Training dataset): Hand-annotated paragraph breaks for flat speech-to-text output. ASR engines emit punctuated, cased text as one block.
Email Key Line Bolding (Hugging Face, Training dataset): Hand annotations of which words in a dictated email should be bold: any run of whole words within a paragraph, from a phrase to several sentences.

AI Models

Gemma 3 270M ASR Paragraph Breaks (Hugging Face, Fine-tuned model): Adds paragraph breaks to flat speech-to-text output and changes nothing else.
Gemma 3 270M ASR Paragraph Breaks ONNX (Hugging Face, Fine-tuned model): ONNX export of danielrosehill/Gemma-3-270M-ASR-Paragraph-Breaks for ONNX Runtime, so it can run on a phone on the same runtime as an ONNX speech-recognition model.
Gemma 3 270M Email Key Line Bolding (Hugging Face, Fine-tuned model): Puts the key parts of a dictated email in Markdown bold, and changes nothing else.
Proximate Pseudonymizer 0.6B (Hugging Face, Fine-tuned model): Try it: public demo Space · Write-up: blog post (runs on CPU and shows a word-level diff of every swap, so you can spot what it missed).

Firehose for 20 October 2026

Tue, 20 Oct 2026 12:00:00 GMT

Android app work covered a thin fork template with weekly upstream merges and signed releases, a public F-Droid repository, and an offline family first-aid app for Israel. Other repositories hid encrypted messages in spoken sentences. Datasets graded Israel-Palestine framing outputs and labelled unsolicited outreach emails.

GitHub Repositories

Android Thin Fork Autosync (GitHub, Tool): Template for a thin downstream fork of an active Android app: narrow hooks, weekly auto-merge of upstream releases, seam checks, signed release APKs via GitHub Actions
F Droid Public Repo (GitHub, Tool): Public F-Droid repo for Daniel Rosehill's Android apps, served from Cloudflare R2 at apps.bydanielrosehill.com
Family First Aid Android (GitHub, Tool): Offline Android first-aid app for families in Israel (MDA / Hatzalah): adult + child protocols, interactive decision flows, spaced review. Not medical advice.
LLM Spoken Steganography (GitHub, Tool): LLM hides an encrypted message in the sentence openers of a mundane podcast that survives TTS -> air -> STT. Grew out of My Weird Prompts #6141.

Datasets

Israel Palestine Framing Eval Runs (Hugging Face, Evaluation dataset): Model outputs and grades from runs of Israel-Palestine-Framing-Eval. The prompts are a separate dataset, danielrosehill/Israel-Palestine-Framing-Eval.
Pseudo Personalised Outreach (Hugging Face, Training dataset): Real unsolicited emails sent to one person, labelled genuine or pseudo_personalised, with every sender identity replaced by a plausible fake.

Firehose for 19 October 2026

Mon, 19 Oct 2026 12:00:00 GMT

Model evaluations dominated the work, covering political framing, propaganda bait, conspiracy endorsement, American centrism and moralising, with matching prompt datasets and raw run outputs. Agent plugins put Claude in a KDE virtual desktop and ran a modular research pipeline. Audio datasets supplied dictation sentences on Linux administration, smart homes, AI coding agents, personal vocabulary and homophones.

GitHub Repositories

American Centrism Eval (GitHub, Evaluation): Eval: does a model assume the user is in the US when not told? Component of Dan-Eval (placeholder)
ASR Dataset Blending (GitHub, Documentation): Research notes on blending datasets for ASR fine-tunes: mixing tools, replay ratios, forgetting prevention, general corpora
Claude KDE Agent Workspace Plugin (GitHub, Agent plugin): Give Claude its own KDE Plasma virtual desktop: create it, test real apps there via AT-SPI + KWin capture, bind it to a monitor.
Claude Modular Research Plugin (GitHub, Agent plugin): Modular research task: dictated brief → research repo → Typst PDF → two-host podcast (Gemini TTS) → Google Drive → email. Every output optional.
Conspiracy Endorsement Eval (GitHub, Evaluation): Does a model push back on, endorse, or encourage conspiracy theories a user brings to it? Safety eval.
Dan Eval (GitHub, Evaluation): Composite of my pet-peeve evaluations for models I'm considering adopting: Israel/Palestine framing, Chinese censorship, American centrism (placeholder)
Ha Ir Ac Comfort Thermostat (GitHub, Documentation): Home Assistant pattern: single-room comfort thermostat for an IR-only AC (assumed state, fan + setpoint loop)
Israel Palestine Framing Eval (GitHub, Evaluation): Eval: does a model lean pro-Israel or pro-Palestinian on mirrored framings of contested events? Component of Dan-Eval (placeholder)
Parlance Dictation (GitHub, Tool): Parlance: on-device dictation with NVIDIA Parakeet for Android, Linux and Windows, with a choice of model (stock or fine-tunes). General-purpose sibling of Hebrish.
Propaganda Bait Eval (GitHub, Evaluation): Baits LLMs with loaded political premises (CCP, MAGA, pro-Israel, pro-Palestine, Kremlin, US-left) and scores how readily they regurgitate the framing
The PC Bench (GitHub, Documentation): Does the model scold you? A benchmark for moralising, lecturing and unsolicited PC framing in LLM responses (PC = political correctness, not personal computers)
US Partisan Framing Eval (GitHub, Evaluation): Neutral questions on divisive US issues: does the answer adopt the Democratic or Republican framing, hawkish or dovish?

Datasets

AI Interactions Sentences (Hugging Face, Audio dataset): Instructions dictated to AI coding agents (Claude Code, Codex and others) and the git and GitHub workflow around them, read aloud by one speaker: subagents, worktrees, compaction, plan mode, hooks,...
American Centrism Eval (Hugging Face, Evaluation dataset): Test prompts for an evaluation of whether a language model assumes the user is in the United States when nothing says so, and more broadly whether it treats American conventions as the default.
Conspiracy Endorsement Eval (Hugging Face, Evaluation dataset): Test prompts for an evaluation of whether a language model pushes back on, endorses, or encourages conspiracy theories that a user brings to it.
Conspiracy Endorsement Eval Runs (Hugging Face, Evaluation dataset): Raw model outputs from runs of Conspiracy-Endorsement-Eval. The prompts themselves are a separate dataset: danielrosehill/Conspiracy-Endorsement-Eval. This dataset holds only what models said back.
Homophone Context Sentences (Hugging Face, Audio dataset): English sentences whose context settles which spelling of a homophone is meant (their/there, principal/principle, and 58 more sets), read aloud by one speaker.
Israel Palestine Framing Eval (Hugging Face, Evaluation dataset): Test prompts for an evaluation of whether a language model leans pro-Israel or pro-Palestinian.
Linux Admin Sentences (Hugging Face, Audio dataset): Dictation-style English sentences about Linux desktop and server administration (KDE Plasma, GNOME, systemd, storage, networking, homelab), read aloud by one speaker.
Personal Vocabulary Sentences (Hugging Face, Audio dataset): English sentences built around names a speech model gets wrong for one speaker: his own name, his company and his project names (Daniel Rosehill, DSR Holdings, Carrot Cake AI, the podcast My Weird...
Propaganda Bait Eval (Hugging Face, Evaluation dataset): Loaded-premise prompts that test whether a language model repeats a one-sided political line when the question takes it for granted, or pushes back.
Propaganda Bait Eval Runs (Hugging Face, Evaluation dataset): Raw model outputs from runs of Propaganda-Bait-Eval. The prompts themselves are a separate dataset: danielrosehill/Propaganda-Bait-Eval.
Smart Home Sentences (Hugging Face, Audio dataset): Dictation-style English sentences about home automation (Home Assistant, Zigbee, Z-Wave, Matter, Thread, ESPHome, MQTT and device brands), read aloud by one speaker.
The PC Bench (Hugging Face, Evaluation dataset): Test prompts for an evaluation of scolding: model responses that make the user feel judged for asking, by lecturing, moralising, correcting their vocabulary or adding unrequested disclaimers, rather...
US Partisan Framing Eval (Hugging Face, Evaluation dataset): Test prompts for an evaluation of whether a language model, asked a neutral question about a divisive US issue, answers with the popular Democratic or the popular Republican framing.

Firehose for 18 October 2026

Sun, 18 Oct 2026 12:00:00 GMT

Two tools cover automated political decision making and long term archival storage. One is a constrained model that votes for, against or abstains on parliamentary motions with a stated reason for a declared constituency. The other is a self hosted web interface that retrieves archives from cloud storage and burns them to M-DISC BD-R discs.

GitHub Repositories

AI Delegate Vote Model (GitHub, Tool): A constrained decision model that votes for/against/abstain on parliamentary motions, with a reason, on behalf of a declared constituency
MDisc Archive Burner (GitHub, Tool): Self-hosted web UI that pulls archives from cloud storage and burns them to M-DISC BD-R, with autopilot disc swapping

Firehose for 17 October 2026

Sat, 17 Oct 2026 12:00:00 GMT

Two audio datasets cover read-aloud English speech: one of plain everyday sentences with homophone pairs, and a small hand-picked set of real voice notes.

Datasets

Annotated Voice Notes (Hugging Face, Audio dataset): A small, hand-picked set of real voice notes. It is kept small on purpose.
General English Sentences (Hugging Face, Audio dataset): Plain, everyday English sentences (emails, messages, general prose and homophone pairs) read aloud by one speaker, with no Hebrew or Yiddish words, Israeli names or tech vocabulary.

Firehose for 16 October 2026

Fri, 16 Oct 2026 12:00:00 GMT

Agent tooling covers a per-turn context router, ChatGPT plugins, and skills for Israeli research and right-to-left work. Text classifiers sort voice-note transcripts into tasks and separate genuine stranger email from pseudo-personalised outreach. A dictation cleanup model and its evaluation dataset are planned.

GitHub Repositories

Agent Context Harness (GitHub, Tool): Per-turn router that sends each agent message to the current task, an existing parallel worker, or a new parallel session - context hygiene without compaction. Idea + prior-art scan.
ASR Post Processor Model (GitHub, Tool): Light-touch text-in/text-out model that cleans raw Parakeet v2 dictation: disfluencies, contractions, paragraphs. Planning stage.
ChatGPT Plugins (GitHub, Agent plugin): Daniel Rosehill's public plugins for ChatGPT (adapted from his Claude Code marketplace) as an importable plugin marketplace catalogue
Israel Research Skills (GitHub, Agent plugin): Israel-specific research skills for Claude and ChatGPT: Kol Zchut rights, Home Front Command guidelines, NSC travel warnings, medicines, offices, phone numbers, opening hours, salaries and shopping.
Pseudo Personalised Spam Classifier (GitHub, Documentation): Small classifier separating genuine stranger email from AI-era pseudo-personalised mass outreach that evades spam filters. Public, pseudonymised dataset.
RTL Skills (GitHub, Agent plugin): Right-to-left skills for AI agents: Hebrew and RTL email, Typst PDFs, letters, HTML newsletters, Google Workspace and generated files
Voice Note Task Classifier (GitHub, Documentation): Small multi-label classifier that routes voice-note transcripts to task-specific subagents (email, calendar, to-do, spec...). Public successor of v0.1.0.

Datasets

Parakeet Dictation Cleanup Eval (Hugging Face, Evaluation dataset): Status (2026-10-16): placeholder. No clips recorded yet.

Firehose for 15 October 2026

Thu, 15 Oct 2026 12:00:00 GMT

Indexes of English-Hebrew code-switching work and of Hugging Face releases, plus a directory of AI activity in Jerusalem, sit alongside an agent plugin for planning custom small models. New datasets cover household inventory specification lines and voice-note transcripts, and fine-tuned models classify Hebrew words in Latin letters, voice-note intent, and inventory specification attributes.

GitHub Repositories

Claude Custom Model Planning Plugin (GitHub, Agent plugin): Plan custom small models and fine-tunes: Hub exists-check, prior-art research, approach ladder and build spec in a private planning repo.
English Hebrew Code Switching Index (GitHub, Documentation): Index of my English-Hebrew code-switching work: ASR fine-tunes, datasets, a Hebrew-in-Latin token classifier, Spaces and companion repos
Hugging Face Releases Index (GitHub, Tool): Thematic index of my Hugging Face releases — models, datasets, Spaces, blogs — linked to their GitHub repos
Jerusalem AI (GitHub, Documentation): Index of AI in Jerusalem, Israel — research labs, companies, communities, events, people, municipal initiatives, and AI projects and datasets about the city

Datasets

Inventory Spec Lines (Hugging Face, Training dataset): 14,426 product-specification lines from a real household inventory (cables, adapters, tools, electronics, household goods), each labelled with spans for a fixed set of 25 attributes (vocabulary v2):...
Voice Notes (Hugging Face, Evaluation dataset): Real voice-note transcripts from one person's Voicenotes export (April 2026), filtered for privacy, for evaluating Voice-Note-Intent-Classifier.

AI Models

Hebrew Latin Token Classifier (Hugging Face, Fine-tuned model): Finds Hebrew words written in Latin letters inside English text.
Inventory Spec Extractor (Hugging Face, Fine-tuned model): A small model (33M parameters, int8 ONNX, about 34 MB) that finds structured attributes in one line of a free-text product specification:
Voice Note Intent Classifier (Hugging Face, Fine-tuned model): A small multi-label classifier that reads a voice-note transcript and predicts its intent (shopping list, to-do, calendar event, email draft, AI prompt and so on), so that an agent system can route...

Firehose for 14 October 2026

Wed, 14 Oct 2026 12:00:00 GMT

Regex snippets for cleaning up speech-to-text output, built for Android first with Linux engine differences flagged, sit alongside a dictation-style English audio dataset of sentences dense in software, DevOps, cloud, self-hosting and AI vocabulary.

GitHub Repositories

ASR Regex Post Processing (GitHub, Tool): Regex snippets for cleaning up speech-to-text output — Android (ICU) first, with Linux engine differences flagged and machine-checked.

Datasets

Tech Sentences (Hugging Face, Audio dataset): Dictation-style English sentences dense in software, DevOps, cloud, self-hosting and AI vocabulary (product names, CLI tools, acronyms, model names), read aloud by one speaker.

Firehose for 8 October 2026

Thu, 08 Oct 2026 12:00:00 GMT

A Claude Code plugin for kaizen, the incremental improvement of mature codebases one atomic commit at a time.

GitHub Repositories

Claude Kaizen (GitHub, Agent plugin): Claude Code plugin for kaizen: incremental improvement of mature codebases, one atomic commit at a time

Firehose for 22 September 2026

Tue, 22 Sep 2026 12:00:00 GMT

Two Android and Hebrew text-to-speech repositories cover voice keyboard options and a small-model plan for fixing Hebrew pronunciation in podcast audio.

GitHub Repositories

Android Voice Keyboard Roundup (GitHub, Tool): Evaluation matrix for open-source Android voice keyboards: voice IME vs full keyboard vs floating button, local vs cloud vs automatic fallback, and which ASR model
Hebrew Small Models Planning (GitHub, Tool): Planning repository for a small-model layer that fixes Hebrew pronunciation in the My Weird Prompts podcast's text-to-speech output.

Firehose for 17 September 2026

Thu, 17 Sep 2026 12:00:00 GMT

A Claude Code plugin pulls per-branch stock counts, aisle and bin locations and shekel prices for IKEA Israel's five stores from the Hebrew site. Documentation covers a Dremel 7760 Lite teardown, a diagnosis of its failed charging port and parts lists.

GitHub Repositories

Claude IKEA Israel Plugin (GitHub, Agent plugin): Claude Code plugin: per-branch stock counts, aisle/bin locations and ILS prices for IKEA Israel's five stores, from the Hebrew/RTL site.
Dremel 7760 USB C Retrofit (GitHub, Documentation): Teardown photos, a diagnosis, and parts lists for a Dremel 7760 Lite whose charging port gave up three months after I bought it.

Firehose for 4 September 2026

Fri, 04 Sep 2026 12:00:00 GMT

A Home Assistant blueprint for three-phase circadian lighting, moving from full white by day to the warmest Kelvin after sunset and true RGB red until dawn, for lights supporting both colour temperature and colour.

GitHub Repositories

HA Circadian Red Shift (GitHub, Documentation): Home Assistant blueprint: three-phase circadian lighting — full white by day, warmest Kelvin after sunset, then true RGB red until dawn. For lights that support both colour temperature and colour.

Firehose for 1 September 2026

Tue, 01 Sep 2026 12:00:00 GMT

Claude Code tooling for handling email exports and Timemark camera files covered agent plugins. Jerusalem work included field photography of a postering campaign with shot coordinates, an index of city projects, and a training dataset of geotagged street photos with poster bounding boxes, plus a YOLO fine-tune that identifies poster designs.

GitHub Repositories

Claude Eml Toolkit (GitHub, Tool): Claude Code plugin for turning .eml email exports into artefacts you can actually use — a threaded PDF of a correspondence chain, extracted attachments, Markdown for another agent, a redacted copy...
Claude Timemark Plugin (GitHub, Agent plugin): Handle Timemark (Android stamp camera) exports: which route preserves pixels vs field values, and the join that recovers both
Jerusalem Graffiti (GitHub, Tool): Field photography of a messianic postering campaign in central Jerusalem, with the coordinates of every shot.
Jerusalem Projects Index (GitHub, Documentation): Projects tied to Jerusalem as a place — the city, its streets, its municipal services and specific addresses within it.

Datasets

Jerusalem Poster Detection (Hugging Face, Training dataset): Geotagged street photographs of a messianic postering campaign in central Jerusalem, with bounding boxes around every campaign poster in frame.

AI Models

Jerusalem Poster Detector (Hugging Face, Other): Fine-tune of yolo11n.pt that locates specific poster designs in street photographs and names which design it found. Trained on danielrosehill/jerusalem-poster-detection.

Firehose for 24 August 2026

Mon, 24 Aug 2026 12:00:00 GMT

A Claude Code plugin imports ChatGPT conversations through the browser, saving them as Markdown, JSON or PDF with turns marked, artifacts extracted and metadata recorded.

GitHub Repositories

Claude ChatGPT Importer Plugin (GitHub, Agent plugin): Claude Code plugin: import ChatGPT conversations via the browser into Markdown, JSON or PDF with turns marked, artifacts extracted and metadata recorded

Firehose for 20 August 2026

Thu, 20 Aug 2026 12:00:00 GMT

A Claude Code plugin builds website skills by watching a signed-in browser, proposing them, writing durable ones, and keeping them current as the interface changes.

GitHub Repositories

Claude Site Skill Builder Plugin (GitHub, Agent plugin): Build a Claude Code plugin for a website by observing it in your own signed-in browser — propose skills, author durable ones, keep them alive as the UI drifts.

Firehose for 19 August 2026

Wed, 19 Aug 2026 12:00:00 GMT

Long-form writing with agent teams is the focus: a pattern spec, a Claude Code plugin for books, reports, screenplays and audiobooks, and a matching workspace template. A separate idea repo models air traffic control as a voice-first workspace for routing attention across concurrent coding sessions.

GitHub Repositories

Agentic Long Form Content (GitHub, Documentation): Pattern spec: producing long-form content with teams of agents — delegation, documents as consistency, seam review, per-type production.
Claude Air Traffic Control (GitHub, Tool): Air traffic control as a workspace model for agentic AI: a voice-first shift manager that routes one operator's attention across many concurrent Claude Code sessions. Idea repo, no code.
Long Form Content Plugin (GitHub, Agent plugin): Claude Code plugin: books, research reports, screenplays and audiobooks with teams of subagents — parallel drafting, continuity ledger, seam review, per-type production (typeset, PDF, Fountain, TTS...
Long Form Content Workspace Template (GitHub, Agent plugin): Workspace template for long-form content projects (book, report, screenplay, audiobook) built with the long-form-content Claude Code plugin.

Firehose for 17 August 2026

Mon, 17 Aug 2026 12:00:00 GMT

Three repositories cover durable goods and industrial purchasing: a directory of long lasting product recommendations with supporting evidence, a Claude Code plugin for researching industrial supplies on Grainger, and a notebook mapping consumer categories to industrial equivalents and whether the swap is worthwhile.

GitHub Repositories

BIFL Recs (GitHub, Tool): Directory of durable-goods recommendations mined from r/BuyItForLife and adjacent sources, with evidence attached to every record
Claude Grainger Plugin (GitHub, Agent plugin): Claude Code plugin for product research on Grainger.com (US industrial MRO) — mapped API surface, facet grammar, branch stock, and HTTP-200 block classification
Industrial Equivalents (GitHub, Tool): A public notebook mapping consumer product categories onto their industrial equivalents — and whether the swap is worth making at home

Firehose for 16 August 2026

Sun, 16 Aug 2026 12:00:00 GMT

Three Claude Code agent plugins covered shopping, vehicle diagnostics and travel: Amazon marketplace research with verified listing and delivery data, OBD-II fault diagnosis and maintenance planning, and baggage allowance calculation with packing and excess pricing.

GitHub Repositories

Claude Amazon Plugin (GitHub, Agent plugin): Claude Code plugin: Amazon.com marketplace research - verified listing data, Prime-aware delivery dates checked against the ZIP they were rendered for, and Amazon's search filter grammar.
Claude OBD Diagnostics Plugin (GitHub, Agent plugin): Claude Code plugin: read OBD-II data from an ELM327-class adapter, normalise it to JSON, and diagnose faults and plan maintenance from it. WIP.
Claude Travel Packing Assistant Plugin (GitHub, Agent plugin): Claude Code plugin: work out the real baggage allowance for every segment of an international itinerary, pack to the binding limit, price the excess options, and print an airport counter card

Firehose for 14 August 2026

Fri, 14 Aug 2026 12:00:00 GMT

Four repositories cover personal mental health work with Claude Code, including a template index, a persistent context plugin, and a workspace for one bounded issue. A fourth documents routing a foot pedal to several dictation engines on KDE Wayland.

GitHub Repositories

Claude Mental Health Templates Index (GitHub, Agent plugin): Index of Claude Code templates, plugins and workspaces for mental health work a person does on their own material — issue-bounded workspaces, therapy tracking, appointment preparation, and the...
Claude Personal Context Plugin (GitHub, Agent plugin): Claude Code plugin: builds and maintains a persistent, portable background context layer — intake interview, ingestion of existing material, gap analysis, scoped retrieval, maintenance, export.
Claude Therapy Workspace Template (GitHub, Tool): GitHub template for working through one bounded personal issue with Claude Code — sessions, threads, timelines and a handover for a real appointment.
Foot Pedal Dictation Routing KDE Wayland (GitHub, Documentation): Routing one foot pedal to several dictation engines on KDE Wayland: why key collisions are deterministic not racy, and the xremap config that fixes them

Firehose for 12 August 2026

Wed, 12 Aug 2026 12:00:00 GMT

Nine repositories cover Claude Code tooling and workflow. There are foundational documentation and standard operating procedures, monitoring and voice notification tools, and a prior-art record for plugins. Other work includes a KDP publishing plugin, asynchronous messaging between sessions, an Obsidian research vault template, and a sensory sensitivity notebook.

GitHub Repositories

Claude Foundations (GitHub, Documentation): The foundational layer of a Claude Code setup, indexed as one system: five slots — entrypoint, reference context, standing directives, procedures, capability — the repos that own each, and the order...
Claude Monitor Research (GitHub, Tool): What a multi-pane Claude Code workflow actually needs from a display, measured in text cells rather than inches
Claude SOPs (GitHub, Tool): Keep your own standard operating procedures as a private, versioned markdown library that Claude Code reads on demand — one CLAUDE.md pointer, one index, one procedure per run.
Claude Tooling Prior Art (GitHub, Agent plugin): Public record of prior-art scans for Claude Code tooling — does a plugin/MCP/skill already exist for this, or is it blue sky? Dated verdicts, with the searches that produced them.
Claude Voice Notifier (GitHub, Documentation): Planning repo: Claude places an outbound phone call to deliver a one-time, task-specific spoken notification on your behalf. Twilio + per-call agent instructions.
KDP Publishing Plugin (GitHub, Agent plugin): Claude Code plugin: typeset a print-ready Amazon KDP paperback with Typst.
Multisession (GitHub, Tool): Asynchronous agent-to-agent messages between Claude Code sessions in different repos: a markdown mailbox in each repo's a2a/ folder, a SessionStart hook, reminders and living messages. No server.
Obsidian Research Vault Template (GitHub, Agent plugin): GitHub template for AI-assisted research that produces a working Obsidian vault, not a folder of markdown.
Sensory Notebook (GitHub, Tool): An open notebook on sensory sensitivity — research Q&A with sourced answers, alongside my own sensory profile, story and the recommendations that actually worked. Not medical advice.

Firehose for 11 August 2026

Tue, 11 Aug 2026 12:00:00 GMT

A documentation repository explores using a phone menu as a discovery channel for AI agents, with a branch that routes machine callers to an agent service.

GitHub Repositories

Agent IVR (GitHub, Documentation): Idea repo: what if a phone menu had a branch for machines? "If you are an AI agent, press 6" — using the phone number as an agent service-discovery bootstrap.

Firehose for 10 August 2026

Mon, 10 Aug 2026 12:00:00 GMT

Agent tooling and workflow documentation dominate: an index of end-to-end agentic workflows, a staged purchase evaluation pipeline, a shopping assistant demo, and traffic shaping for concurrent coding sessions. Policy and civic work appears through AI policymaking repositories and a fictional Jerusalem mayoral manifesto, alongside a documented case of ADHD medication access in Israel. Two utilities round it out: a virtual macropad and a zoxide alias bridge.

GitHub Repositories

Agent Reference Workflows (GitHub, Agent plugin): Index of repositories that each demonstrate one agentic workflow end to end — kept as working context for designing plugins: what the workflow is, where it worked, and where it broke.
Agentic Purchase Pipeline (GitHub, Documentation): A staged, agent-supported process for evaluating any purchase over ~$50: capture the spec, find the requirement no vendor publishes, revise the spec as research lands, and decide on landed cost.
AI Assisted Policymaking Index (GitHub, Documentation): Index of repositories that use AI to formulate and explore public policy — manifestos, policy papers, multi-lens deliberation runs, and the research workspaces behind them.
Claude Fleet Traffic Shaper (GitHub, Documentation): Priority-aware traffic shaping for a fleet of concurrent Claude Code sessions — spec and prior-art research
Claude For Mayor (GitHub, Tool): An AI-assisted municipal platform for a candidate who doesn't exist — a Jerusalem mayoral manifesto built properly: testimony, evidence, comparator cities, costed proposals, and a rule that nothing...
Claude Shopping Eval Demo (GitHub, Evaluation): A demo of using Claude Code as a consumer purchasing assistant — spec + retailer catalogue screenshots in, ranked recommendations as a typeset PDF out.
Israel ADHD Medication Access (GitHub, Documentation): A documented, redacted case record of trying to obtain prescribed ADHD medication in Israel — the published rules, the referral loop, and the regulation nobody mentioned
Virtual Macropad (GitHub, Tool): A software macropad for laptop users: press a leader key, a grid appears, press one more key, the macro fires.
Zalias (GitHub, Tool): Bridge shell aliases and zoxide: name a directory whatever you actually call it, and let z find it. Aliases become real zoxide entries, so fuzzy matching and frecency apply to them too.

Firehose for 9 August 2026

Sun, 09 Aug 2026 12:00:00 GMT

A gag voice assistant for Ubuntu, with real speech recognition, retro-futurist theatre and deliberately zero side effects.

GitHub Repositories

AI Commander 2026 (GitHub, Tool): A gag voice assistant for Ubuntu. Real speech recognition, retro-futurist theatre, deliberately zero side effects.

Firehose for 8 August 2026

Sat, 08 Aug 2026 12:00:00 GMT

Claude Code plugin architecture and repository cleanup tooling appeared alongside certification planning work. The plugin projects cover a workspace vault for sustained agent work and a specification-first certification workflow, while the other tools prune git working copies and GitHub repositories and survey certifications against written requirements.

GitHub Repositories

Claude Plugin Workspace Vault (GitHub, Agent plugin): An architecture for Claude Code plugins that do sustained work: a public plugin, a private workspace instantiated from a template repo, and a vault at ~/.claude-plugins/<name>/ for user data.
Repo Purge (GitHub, Tool): Prune git working copies and their GitHub repositories: one alphabetical list of every repo under a directory, a window and a keystroke-driven review CLI, and deletion locally, on GitHub, or both
Spec Led Certification (GitHub, Tool): Choose a professional certification spec-first: write the requirements, then survey and score the market against them. An agent workflow, as a template repo.
Spec Led Certification Plugin (GitHub, Agent plugin): Claude Code plugin: choose a certification specification-first — interview, freeze a weighted scorecard, then survey and score the market against it.

Firehose for 5 August 2026

Wed, 05 Aug 2026 12:00:00 GMT

A Typst template for formal Hebrew letters, handling right-to-left layout, the David Libre typeface, and dual Hebrew and Gregorian dates.

GitHub Repositories

Typst Hebrew Letter (GitHub, Tool): Typst template for formal letters in Hebrew — RTL, David Libre, dual Hebrew/Gregorian dating

Firehose for 4 August 2026

Tue, 04 Aug 2026 12:00:00 GMT

A reference dataset on Israeli mobile network operators and MVNOs, with hierarchical JSON, schema, spectrum holdings, PLMN codes and sourced confidence levels.

GitHub Repositories

Israel MNOs Ref (GitHub, Tool): Reference dataset on Israeli mobile network operators (MNOs) and MVNOs — hierarchical JSON with schema, spectrum holdings, PLMN codes and sourced confidence levels

Firehose for 3 August 2026

Mon, 03 Aug 2026 12:00:00 GMT

Agent tooling covered standing instructions for AI agents and a Claude Code plugin for Israeli phonebook entries in Google Contacts. A training dataset classified household and small business goods hierarchically, with handling attributes on each class.

GitHub Repositories

Agent Habits (GitHub, Tool): Standing instructions for AI agents: habits (rules) and SOPs (procedures), one markdown file each, with a library of example habits to adopt and a small generated system-prompt block.
Israel Phonebook Manager (GitHub, Agent plugin): Claude Code plugin for creating and maintaining Israeli phonebook entries in Google Contacts — counter vs call-centre hours, Shabbat and chag closures, seasonal timetables, star and 1-800 numbers...

Datasets

Homegoods Taxonomy (Hugging Face, Training dataset): A hierarchical classification of the physical goods in an ordinary home or small business, with a physical handling attribute layer attached to every class.

Firehose for 2 August 2026

Sun, 02 Aug 2026 12:00:00 GMT

A hierarchical category taxonomy for household goods, intended for home inventory systems.

GitHub Repositories

HomeGoods Taxonomy (GitHub, Tool): A general-purpose hierarchical category taxonomy for household goods, for home inventory systems

Firehose for 30 July 2026

Thu, 30 Jul 2026 12:00:00 GMT

Agent plugins for Claude Code covered Israeli business opening hours, vendor support contacts, freight volume arithmetic, Brother P-touch label printing, and Israeli subscription cancellations. Documentation work described an orchestration agent briefing model and a curated index of open-source logistics and supply chain projects, alongside Android driving checklists.

GitHub Repositories

Agent Briefing Gateway (GitHub, Documentation): Design model for an orchestration agent that buffers a human from a batch of working sub-agents — one consolidated brief per cycle, a budgeted override channel, and resumable approval gates
Claude Israel Opening Hours Plugin (GitHub, Agent plugin): Claude Code plugin: check opening hours for Israeli businesses, including hours stated relative to Shabbat — combines Google Business and easy.co.il with Hebcal candle-lighting/havdalah times.
Contact Support Plugin (GitHub, Agent plugin): Claude Code plugin: contact vendor support desks from a registry of verified, dated contact routes — ticket URLs, abuse addresses, plan SLAs, escalation ladders, and the routes that look right and...
Driving Checklists (GitHub, Tool): Aviation-style pre- and post-drive checklists for Android, with a vehicle quick-reference and an Android Auto surface
Freight Vol Calculator (GitHub, Agent plugin): Claude Code plugin: freight volume arithmetic - pallet quantity across 11 standards, container loads palletised or floor-loaded, master-carton permutations, and freight cost per unit from your own...
Label Printer Plugin (GitHub, Agent plugin): Print labels on a Brother P-touch from Claude Code: MCP server + plugin. Single labels, N copies, batch runs, QR-coded asset and storage templates for inventory.
Logistics And Supply Chain Resources (GitHub, Documentation): Curated index of open-source logistics, supply chain, warehousing and procurement projects
Netek Disconnect Plugin (GitHub, Agent plugin): Claude Code plugin: cancel Israeli service subscriptions (ניתוק) via netek.co.il — mobile, internet, landline, TV, water bars, newspapers, credit cards. Unofficial API.
Stack Evaluator Plugin (GitHub, Agent plugin): Claude Code plugin: component-level technology stack review — inventory, EOL/currency, architectural gaps (caching, backups, queues), fitness, and a sequenced revision proposal with an execution...

Firehose for 28 July 2026

Tue, 28 Jul 2026 12:00:00 GMT

Two repositories cover audio preparation and development standards. The first provides Audacity export presets, silence-trimming settings and macros for producing recordings optimised for Whisper or AssemblyAI transcription. The second is research into specification standards for agentic and spec-driven development.

GitHub Repositories

Audacity Transcription Presets (GitHub, Documentation): Export presets, silence-trimming settings and macros for turning an Audacity recording into a file optimised for Whisper/AssemblyAI transcription
Spec Standard Research (GitHub, Tool): Research into specification standards for agentic / spec-driven development

Firehose for 27 July 2026

Mon, 27 Jul 2026 12:00:00 GMT

Webcam-driven adaptive screen brightness for KDE Plasma on Wayland, an unofficial changelog of Israel's open data portal, and planning notes for SIP phone service in Israel are among the repositories. A reference dataset covers storage container dimensions for European and North American warehouses.

GitHub Repositories

Candela (GitHub, Tool): Webcam-driven adaptive screen brightness for KDE Plasma on Wayland
Israel Open Data Changelog (GitHub, Tool): Unofficial month-by-month changelog of what appeared on Israel's data.gov.il open data portal, reconstructed from the CKAN API
Israel SIP Phone Planning (GitHub, Tool): Planning notes for SIP/VoIP phone service in Israel — requirements, provider evaluation, number porting, and hardware/softphone setup
MCP Architecture 0726 (GitHub, MCP server): MCP Architecture Notes - July 2026

Datasets

Storage Container Dimensions (Hugging Face, Reference dataset): Planning-grade volumetric reference for the plastic containers that European and North American warehouses actually run on: Euroboxes (Euro stacking containers), attached-lid containers (ALCs), and...

Firehose for 26 July 2026

Sun, 26 Jul 2026 12:00:00 GMT

A DIY rolling dolly built from a 120x80 plastic Euro pallet, with caster specifications, a bill of materials and mounting design for an apartment move on Euroboxes.

GitHub Repositories

EUPAL Dolly (GitHub, Documentation): DIY rolling dolly from a 120x80 plastic Euro pallet — caster spec, BOM and mounting design for an apartment move on Euroboxes

Firehose for 25 July 2026

Sat, 25 Jul 2026 12:00:00 GMT

Agent tooling and reference material for coding and hardware work appeared across several repositories. These covered a system prompt that makes coding agents document their findings, a plugin for building unofficial MCP servers, an index of hardware build documentation, and a parametric 3D model set for warehouse storage units. Israeli tax and regulatory material also featured, alongside an urban environmental data API blueprint.

GitHub Repositories

Document As You Go (GitHub, Tool): A drop-in system prompt and slash command that make coding agents capture what they discover — undocumented APIs, auth flows, dead ends — instead of losing it when the session ends.
Hardware Blueprints Index (GitHub, Documentation): Index of repositories that document physical hardware builds — bills of materials, sourcing, wiring and enclosure specs, and firmware plans
Israel Expense Classification Codes (GitHub, Tool): Israel Tax Authority Form 6111 business expense classification codes as machine-readable JSON, plus the separate income tax and VAT deduction rules. Unofficial.
Israel Reference Repos (GitHub, Documentation): Index of Israel-related reference material: standards, regulations, classification codes, datasets, directories and translated official guidance.
Noisycity API Blueprint (GitHub, Tool): Blueprint for a public API for citizen-derived urban environmental data — noise, particulates and vibration from volunteer-operated monitoring stations. Planning repo; noisycity.org is a placeholder.
Paperless Tax MCP (GitHub, MCP server): Unofficial MCP server and API documentation for paperless.tax (Israeli bookkeeping SaaS) — community reverse-engineering effort
Storage Box 3d Models (GitHub, Tool): Parametric GLB (glTF 2.0 binary) models of the standard industrial storage units you find in any warehouse, stockroom or workshop: euro stacking containers on the 600 × 400 mm module, an attached-lid...
Unofficial MCP Builder Plugin (GitHub, Agent plugin): Claude Code plugin for authoring and maintaining unofficial MCP servers for third-party APIs — generate from the vendor's docs (verified against the live API), detect upstream drift, and smoke-test...

Firehose for 24 July 2026

Fri, 24 Jul 2026 12:00:00 GMT

Shared 3D character models and a browser game about a race through Jerusalem cover the playful side. Elsewhere there are Linux tools for locking a keyboard, redacting images and monitoring porch noise, plus an ecommerce cart format, a WiFi rules reference and a storage system for renters.

GitHub Repositories

3D Models (GitHub, Documentation): Shared 3D character models (Corn, Herman) for My Weird Prompts games and projects
Claude Background Hook Planner (GitHub, Documentation): Placeholder — planning repo for a Claude Code background hook planner
Dot Cart (GitHub, Tool): An open, interoperable file format (.cart) for ecommerce shopping carts, designed for agentic AI
Esp32 Porch Decibel Monitor (GitHub, Tool): Planning repo for a weatherproofed porch sensor documenting a nearby construction site (excavation phase, ~2 months to completion), reporting to Home Assistant.
Hands Off (GitHub, Tool): Toddler-proof keyboard & mouse lock for Linux (evdev, works on X11 & Wayland)
Image Sanitiser (GitHub, Tool): Detection-assisted image redaction studio for Linux — find QR codes, faces and PII in photos, obfuscate them, and verify they're gone.
Israel Wifi Regulations (GitHub, Documentation): Community reference: WiFi/RLAN spectrum rules in Israel (2.4/5/6 GHz) to help configure APs legally. Unofficial, dated snapshot — official authority is the Ministry of Communications.
Race To The Shuk (GitHub, Documentation): 🫓 Corn the Sloth vs Herman Poppleberry race through Jerusalem dodging giant falafel to grab the last pita in the shuk. Ridiculous 3D browser game.
Warehouse Apartment (GitHub, Tool): Field manual for a home storage & moving system built on industrial logistics standards (Euroboxes, pallets, picking bins) — born of Israel's tenancy-at-will rental market.

Firehose for 23 July 2026

Thu, 23 Jul 2026 12:00:00 GMT

Two repositories cover Israel-focused agent work: a Claude Code plugin of AliExpress shopping skills for an Israel-based buyer, with ship-to Israel, locale and currency handling, and an AI-assisted political platform experiment, a researched manifesto for a party that does not exist.

GitHub Repositories

Aliexpress Israel Skills (GitHub, Agent plugin): A Claude Code plugin of AliExpress shopping skills built for an Israel-based buyer: ship-to Israel in your preferred locale (default EN/USD; ILS and Hebrew supported, with a guard against the site's...
MK Claude (GitHub, Tool): An AI-assisted political platform experiment for Israel — a detailed, researched manifesto for a party that doesn't exist

Firehose for 22 July 2026

Wed, 22 Jul 2026 12:00:00 GMT

Two repositories cover a development pattern called Research Decide Implement: a canonical seed scaffold and a deterministic end-to-end agentic workflow.

GitHub Repositories

Rdi Template (GitHub, Documentation): Canonical seed scaffold for the RDI (Research → Decide → Implement) development pattern
Research Decide Implement (GitHub, Tool): A deterministic, end-to-end agentic development pattern.

Firehose for 21 July 2026

Tue, 21 Jul 2026 12:00:00 GMT

Agent-native development protocols, infrared control codes for a ducted air conditioner, and a print bridge for a networked label printer are among the tooling. Documentation covers the Eurobox crate standard and a calculator for industrial storage containers.

GitHub Repositories

Agent Native Dev Protocols 0726 (GitHub, Tool): Research: is anyone building an agent-native protocol for the SDLC (specs, task graphs, progress state) — or is it still markdown all the way down? (July 2026)
Electra Central Ac Ir Codes (GitHub, Tool): Broadlink IR codes + reverse-engineering methodology for a central (ducted) Electra/Tadiran air conditioner
Eurobox Standard (GitHub, Tool): The Eurobox (600x400 crate) standard: VDA 4500 source document, human-readable summary, and parametric 3D-printing skeletons for the 60x40x23 and 60x40x31 variants
Ptouch Cube Print Bridge (GitHub, Tool): Turn a Brother PT-P710BT (P-Touch Cube Plus) into a networked label printer: USB print bridge on a home server + web-app integration snippets
Storage Container Calculator (GitHub, Documentation): A single-page calculator for two families of industrial storage container — Euro stacking containers (Euroboxes) and attached-lid containers (ALCs) — that answers both halves of a purchasing question.