SShortSingh.
Back to feed

Developer Releases Offline Crash Detection Flutter Package Using On-Device AI

0
·2 views

A developer has open-sourced 'offline_sos_system', a pure Dart Flutter package that detects vehicle or personal crashes entirely on-device without any internet connection. The package uses an embedded TensorFlow Lite model to analyze data from the device's accelerometer and gyroscope, addressing the failure of cloud-dependent safety apps in areas with no signal. Unlike simpler threshold-based approaches, it processes multi-axis motion patterns to reduce false positives from everyday impacts like potholes or dropped phones. The engine buffers sensor telemetry locally, extracts features, runs ML inference, and emits a stream of crash confidence events for the app to act on. The package is available on pub.dev and GitHub, allowing developers to integrate offline emergency detection without complex native iOS or Android code bindings.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

Opinion: Dev Community Post Claims Jesus Taught Human Divinity, Institutions Suppressed It

A writer on DEV Community has published a personal essay arguing that Jesus taught humans are divine in nature, a message the author believes institutional Christianity has long suppressed. Drawing on a self-directed reading of the Bible, the author contends that the Gospel of John and other texts support the idea that humans share in the same creative principle described as the Word. The author, who grew up Muslim and later identified as agnostic, says the gap between what scripture states and what religious authorities teach is deliberate rather than accidental. They argue that affirming universal human divinity would undermine institutional power by removing any monopoly over access to God. The piece is framed as personal reflection and the author explicitly notes they are not a theologian.

0
ProgrammingDEV Community ·

Developer builds 46-line script to auto-resume Claude Code after rate limit blocks

A developer known as Lily created a shell script called resume-on-ratelimit.sh to automatically handle Claude Code's 5-hour rate limit interruptions without user intervention. The script monitors the Claude Code process exit code and, upon detecting a rate-limit-caused failure, waits a set number of minutes before retrying with the --continue flag, repeating up to 20 times over roughly 100 minutes. A key challenge the script addresses is that resuming a session alone does not restore working intent or task context, which is lost when a session is severed. To solve this, the workflow relies on a companion file called PROGRESS.md, where task state, completed steps, and next actions are continuously logged so the resumed session can pick up where it left off. Lily credits this system-oriented approach — letting automation run unattended through the night — as a contributing factor to rebuilding a ¥1.2 million per month revenue stream after a sudden job loss.

0
ProgrammingDEV Community ·

Solo dev builds 54-second product demo using OBS, ffmpeg, and AI voiceover at zero cost

A solo developer created a 54-second product demo for Convertify, a free image converter, using only OBS Studio, ffmpeg, and the AI voice tool openai.fm with no budget or team. OBS was configured at 1080p/60fps with a lower compression setting to ensure smooth motion and sharp text rendering in the screen recording. ffmpeg was used via command line to trim and crop the raw footage, avoiding the overhead of full video editing software. The AI voiceover, generated through openai.fm, was iterated six times across script rewrites at no cost, with the 'Ash' voice selected after testing four options for clarity and pacing. The developer noted that rewriting the script to lead with the user's problem rather than the product name significantly improved the final result after four drafts.

0
ProgrammingDEV Community ·

Developer shares step-by-step journey of pushing first GitHub project via SSH

A developer documented their first hands-on experience uploading a local project to GitHub using Git, Git Bash, and an SSH key. The project, named Kenya-Hospitals-Records-Analysis, was created locally using command-line tools before being initialized as a Git repository. The developer staged and committed files, then linked the local repository to a remote GitHub repository via an SSH connection. A final push using git push transferred the committed files to GitHub, where their presence was confirmed. The experience provided the developer with a practical understanding of the full Git workflow, from local setup to remote deployment.