Project lanes
Open Day experiences
Visitor-ready experiments that make tokens, computer vision, speech, cybersecurity, and human oversight visible enough to discuss.
Local-first AI systems and public demos
Run it. Teach it. Inspect it.
Crunchy Codes is my public workshop for Open Day experiences, local model infrastructure, and practical tools that make AI systems easier to explain, operate, and trust.
idea
build
ship
Open Day
Public demos
Local AI
Model runtime
Desktop
Practical tools
Who am I
Dr Jason Holdsworth
I build practical local-first tools.
I'm Dr Jason Holdsworth, a Digital Technology academic and educator at James Cook University, and the maker behind Crunchy Codes. My work sits around local-first software, practical AI tools, public teaching demos, and human-AI interaction experiments.
Now building
Recent public work.
- SafeSet DOCX protection, restoration validation, and Windows private-storage foundations
- Token Trail hosted demo with a pinned, memory-only next-token trace service
- Overdraw XP-Pen input diagnostics and display-mapping guidance
- ModelDeck offline SceneChat corpus review with fixed metadata and local JSON saves
- Red Dust Rover classroom search-algorithm simulator with animated BFS and A*
Projects
Recent public portfolio.
The latest repositories form a connected local-first lab: public experiences for teaching AI, shared infrastructure for running and evaluating models, and practical tools for the machines hosting them.
Project lanes
Local AI infrastructure
Shared runtimes, routing and conversion workbenches, evaluation harnesses, local model clients, and explicit offline fallbacks for dependable, inspectable experiments.
Project lanes
Practical tools and maker projects
Focused GNOME, Android, macOS, VS Code, and desktop projects for inspecting local state and exploring useful software ideas.
Playable web game / interaction experiment
Ultimate Birds
A fast, painterly browser game about guiding a rainbow lorikeet through an Australian sunrise landscape. It includes keyboard, pointer, and touch controls, escalating pace, and near-miss scoring.
Active build / local runtime infrastructure
ModelDeck
A runtime manager and stable capability gateway for local AI on the Framework Desktop. It turns pinned model snapshots into explicitly managed workers, publishes versioned Routing Profiles, and supports manifest-approved Qwen3.5 GGUF/Vulkan candidates and reviewed Qwen3.8 runtime paths. Qwen3.5 and Gemma 4 routes support tool calling, while the Live view controls published workers and a checked-in profile connects OpenCode over loopback. Guarded export and import move approved state between installations, and a read-only preflight checks demo routes, readiness, and thermal observations without changing configuration. An offline SceneChat corpus editor pairs images with seven review fields, validates candidate metadata and hashes, and saves the review as local JSON.
Research POC / Codex allocation adviser
Codex Router
A local VS Code companion that discovers available Codex models and reasoning efforts, recommends a pairing through a transparent deterministic policy or opt-in ModelDeck classifier, and requires approval or override before streaming the task through Codex App Server. Its local planner can propose an approved sequence of up to three turns, with optional output-adaptive replanning limited to stopping or revising future phases. Outcome records remain local and omit task and source content.
Research POC / SLM-native agent orchestration
WayFinder
A local-first VS Code extension exploring explainable routing and bounded agent loops for small local models. Its owned runtime now supports bounded read-only workspace evidence, deterministic validation and escalation, live readback evaluation, an ephemeral privacy-safe debug trace, and bounded recovery from eligible tool errors. Persisted diagnostics omit prompts and source content.
Active build / model conversion workbench
ModelConverter
A Linux desktop workbench that inspects cached Hugging Face models, ranks hardware-appropriate GGUF recipes, and runs pinned llama.cpp and Vulkan conversion and validation pipelines. Source caches stay read-only, while derived artefacts retain hashes, toolchain receipts, hardware fingerprints, and capability evidence.
Active build / vision-language evaluation
VisionModelQuest
A local-first vision-language model laboratory for the Framework Desktop, combining a Fedora-native GTK explorer with repeatable benchmarks for compatibility, structured outputs, performance, memory, and thermal observations.
Research harness / offline world-model evaluation
AgentWorldLab
An offline-first harness for evaluating Qwen-AgentWorld as a synthetic environment world model. Model output is recorded as untrusted observation data and is never executed, with explicit thermal, memory, lifecycle, and revision controls around real runs.
Open Day demo / local computer vision
SceneChat
A local-first camera experience that keeps fast object detection separate from periodic multimodal scene descriptions. It includes explicit privacy controls, reset behaviour, stable ModelDeck route and capability checks, request-correlated timing diagnostics, and replay operation when the live model is unavailable.
Local desktop tool / private speech-to-text
SpeakText
Private local dictation for Fedora GNOME Wayland using whisper.cpp and an IBus input method. Configurable Shift or Control gestures drive record, review, and commit with revisable in-place previews; audio and transcripts stay in memory. When no default source is configured, it can select a sole physical microphone safely. While dictation is active, ordinary editor keys are held so they cannot submit a chat or move focus before review is complete.
Fedora desktop tool / screenshots and GIFs
Grab
A GNOME top-bar capture tool for whole-desktop screenshots and silent GIF recordings on Wayland. It supports clipboard capture, crop and pen editing, optional PNG saving, and private temporary editing copies retained for no more than 24 hours.
Replay-first MVP / local speech
SpeechShift
An honest speech-transformation demo with prepared local voice and language shifts, plus an opt-in, memory-only microphone path. Its local DSP baseline transforms captured audio without pretending to recognise or translate the visitor's words.
Active build / speech-following iPhone teleprompter
FollowScript
A native iPhone teleprompter that follows spoken progress through prepared scripts using local speech recognition where supported. Its presentation library keeps editable or imported scripts with local audio and video takes, while bounded alignment, manual repositioning, and explicit pause controls keep the speaker in charge.
macOS app / local RAW photo triage
CameraShotPicker
A small SwiftUI tool for reviewing camera RAW files from an SD card or local folder, ranking likely sharp images with an adjustable heuristic, manually refining the selection, and copying chosen originals to an export folder. File access stays scoped to user-selected folders and needs no external service.
Active build / offline document protection
SafeSet
An offline desktop and command-line tool for creating protected Excel and Word working copies, then restoring approved results locally. Its relational spreadsheet workflow preserves shared entity references across sheets, while encrypted private bundles, explicit validation, and restricted diagnostics keep the sensitive reconstruction material separate. The macOS app is operational; the Windows workflow remains a documented preview.
Research POC / Windows pen overlay
Overdraw
A Windows-first proof of concept for drawing over a full-screen, click-through visual layer while ordinary mouse and keyboard input continues to reach the underlying apps. It explores signed UIAccess builds, pointer-target pen input, diagnostic fallback hooks, and display-mapping checks for pen displays.
Published model / GPTQ Q4 g32 + BF16 hybrid
DiffusionGemma Q4 for ModelDeck
A self-contained quantised variant of DiffusionGemma 26B built for local text diffusion on AMD ROCm. Expert projections use GPTQ Q4 g32 while non-expert tensors remain BF16, with offline loading, release checksums, and comparative quality evidence.
Open Day demo / staged text refinement
Text Diffusion Lab
A public explanation of generation by iterative refinement rather than next-token prediction. The visitor experience has a reliable scripted path, while staff can run the published DiffusionGemma Q4 variant through ModelDeck's native job API with explicit readiness, progress, and cancellation handling.
Active build / cybersecurity awareness
Can You Spot the Scam?
A local-first game where visitors investigate fictional messages, flag warning signs, choose safe responses, and solve approachable cipher cases with concise educational feedback.
Teaching demo / pathfinding on Mars
Red Dust Rover
An interactive classroom simulator for Years 5–9 that generates a 20 × 20 Mars terrain and animates breadth-first search or A* finding a route around hazards. Step controls, explanations, path length, cells explored, timing, and Mars facts make the algorithms visible.
MVP 0.2 / human oversight demo
Humans in the Loop
A QR phone-to-screen experience where a crowd sets goals and rules, reviews a deterministic AI-style proposal, and decides when to accept, repair, seek evidence, or involve a person.
Live demo / token-level generation
TokenTrail
See a small open model generate one token at a time, with real next-token probabilities and alternatives at every step. The hosted demo runs independently of the local TokenTrail setup.
Research MVP / local voice conversation
Repartee
An interruptible voice-conversation experiment where a weak local speech layer owns timing and bounded replies, then escalates more substantive requests to ModelDeck through the same output path.
Android maker project / adaptive live wallpaper
Bouncer
An Android live wallpaper that turns glowing-ball physics into a configurable device experiment, with two-stage preview and wallpaper calibration, live frame-timing telemetry, adaptive performance controls, optional collisions, and visual controls.
VS Code extension / local usage visibility
Codex Local Meter
A local-first status-bar extension that reads Codex session files, shows reported rate limits and a rolling 15-minute token pace, and keeps session content on the device. Optional live account reads use the locally installed Codex App Server without starting a model turn or sending session content.
macOS menu bar app / local usage visibility
Codex Local Meter App
A native macOS companion to the VS Code extension that reads local Codex session files and keeps reported rate limits separate from fixed-window activity estimates. Optional live account reads use the local Codex App Server without starting a model turn or sending session content.
GNOME extension + host safety service / Framework Desktop
System Usage Monitor
A Fedora 44 top-bar monitor for RAM, storage, temperature, fan readings, and configurable local JSONL history, with an optional Auto-Powersaver service that exposes explicit operating modes, hot protection, and competing-controller diagnostics.
Desktop app and CLI / model library
HuggingFacePull
A local FastAPI, Electron, and command-line tool for finding, grouping, queueing, and downloading Hugging Face model snapshots. It honours standard cache overrides, supports low-concurrency or opt-in Xet transfers, and separates library-record removal from deletion of cached model data.
Local-first principles
Tools should explain themselves.
Recent Crunchy Codes projects favour explicit user control: local files over hidden services, recoverable downloads over silent failure, and privacy-safe metadata over unnecessary telemetry.
Stay close to the user
Read local state directly, keep sensitive content on-device, and avoid network calls unless the tool genuinely needs them.
Make progress recoverable
Large downloads, long chats, and local experiments should preserve work instead of forcing people to start over.
Keep the controls visible
Prefer plain commands, clear status, and inspectable behaviour over magic that leaves the user guessing.
Contact
Questions, bugs, and project support
For project support, feature ideas, bug reports, or security concerns, use the support page or the issue tracker linked from the relevant project.