DEV Community

# 🛡️ DecisionShield: Building an AI That Checks Decision Readiness Before Recommending a Choice

ai #gemma #opensource #hackathon Don't just ask AI what to choose. Ask AI whether you have enough evidence to choose. We use AI every day to help us solve problems and make decisions. Which technology should we use? Should we change our database? Which cloud platform fits our requirements? Are we choosing the right vendor? Should we build a solution ourselves or use an existing one? Modern AI assistants can answer these questions in seconds. Their answers may sound logical and convincing, but

Open sourceProgrammingAI

13 Oct 2026Save

Medium

Adobe Frustrated Him. Now AI Is Helping Build Its Alternatives.

Adobe charged him cancellation fees more than once. So he decided to build his own alternatives. Continue reading on Medium »

Open sourceProgrammingAI agents

13 Oct 2026Save

DEV Community

Docker Hub's access token vulnerability: how signing let me verify my images

A critical bug in Docker Hub's access controls meant some personal access tokens, including the ones I use to publish compose-lint, a security linter for Docker Compose files, could have been used by someone else. Not the email you want on a Friday afternoon. I actually got two of them on Friday, October 2, about an hour apart. The one I happened to open first was addressed to me as the organization owner. It was pretty vague and said there was no action for me to take, so I skimmed it and moved

Open sourceProgrammingCybersecurity

12 Oct 2026Save

The New Stack

“A major overhaul”: OpenCode 2.0 puts its terminal, desktop, and web apps on one shared service

OpenCode 2.0 is getting a formal unpacking today, some three months after its public beta launch. The sizable architectural upgrade The post “A major overhaul”: OpenCode 2.0 puts its terminal, desktop, and web apps on one shared service appeared first on The New Stack.

Open sourceProgrammingAI

12 Oct 2026Save

DEV Community

What's new in Styx 0.4.11

Styx 0.4.11 is out. Styx runs Claude Code, Codex, Gemini CLI, Cursor and OpenCode on all your projects in one window, each task on its own branch, and agents ask before they touch production. Free and open source (Apache-2.0); Mac, with Windows and Linux in beta. What changed: Add scripted app recordings for short product clips Capture the granted request in the audit log Wait for the task box to clear between tour starts Fix dock width and clipped dropdown text (#43, #44) Delete temp folders le

Open sourceProgrammingAI

12 Oct 2026Save

DEV Community

Wiggle Outside: weather, nearby places and a little inspiration in one short search

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Before we can get outside, there's the planning: check the weather, find somewhere nearby, then think of something the kids might enjoy. By the time you've done all three, the moment has often passed. I signed up for this challenge on Friday evening with one idea: put those steps into one quick search that answers the question a parent actually has: where do we go, what do we do there, and what do I need to b

Open sourceProgramming

11 Oct 2026Save

DEV Community

Touch Grass Card: a 270M Gemma in your browser that deals you a reason to go outside

The problem with "touch grass" advice Everyone tells you to touch grass. Nobody tells you where to walk, what to look for, or how to make 30 free minutes feel like a tiny adventure instead of a lap around the block. So I built the smallest possible tour guide: an open-weight AI that lives entirely in a browser tab and deals you one outdoor mission at a time. Touch Grass Card is a single web page. You tell it where you are (default: my college town, Corvallis, Oregon), how many minutes you can

Open sourceProgramming

11 Oct 2026Save

DEV Community

Grassroots: A game that sends your whole friend group outside together

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Group chats are full of plans that never happen: "we should go out this weekend." Everyone means it, and nobody goes. Grassroots turns that plan into a game. Your squad gets a quest every day to do together, outside: "Stroll together along the winding path in the park", a ball game, a walk-and-talk, a round of frisbee. Do it with your friends, send your photos, and you all score, with a +10 together bonus if

Open sourceProgramming

11 Oct 2026Save

DEV Community

StarWatch: an offline pocket stargazing PWA that names what you point at

What I built StarWatch is an offline-only pocket stargazing PWA: open your camera, point it at the sky, and it names the star or constellation in frame. When city haze wins, a one tap fallback opens a full sky map driven by the same compass, gyro, and GPS Google-Sky-Map mode, no camera needed. Repo: https://github.com/Unica2804/starwatch (MIT, built Oct 6–11) Live demo (Render Static): https://starwatch.onrender.com Touch Grass fit: the whole point is going outside after dark and looking up

Open sourceProgrammingWeb development

11 Oct 2026Save

The New Stack

Claude found 29,000 possible bugs in open source. Only 516 have been fixed.

Anthropic’s new OSS Scanner, launched last week as part of its broader Cyber Mission, exposes a problem inside the company’s The post Claude found 29,000 possible bugs in open source. Only 516 have been fixed. appeared first on The New Stack.

Open sourceProgrammingAI

11 Oct 2026Save

DEV Community

mcp-lint v0.2: catching the near-duplicate tool names that make your agent confidently wrong

A missing description makes your agent hesitate. A near-duplicate tool name makes it confidently call the wrong tool — and that's the nastier failure mode. That line isn't mine. It came from arobakid, who commented on my original mcp-lint article last week. He works at Elva, where he scores OpenAPI-to-MCP name conversions all day — this is his production pain, not a thought experiment. He asked for a near-duplicate tool-name detection rule, then volunteered to test it. So v0.2 is basically his r

Open sourceProgrammingPython

11 Oct 2026Save

DEV Community

Verdantra: An AI-Powered Field Journal That Gets You Outdoors 🌿

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass 🌿 Verdantra — Look closer outside. Verdantra is an open-source, AI-powered botanical field journal designed to encourage people to step away from their screens and explore the natural world. The idea is simple: take a photo of a leaf, plant, rock, puddle, or another outdoor subject, and use AI to guide your observation rather than replace it. Photo-based observations: Upload an outdoor photo for AI-assisted

Open sourceProgrammingAI

11 Oct 2026Save

DEV Community

Why Traditional Excel Automation Fails with AI Agents (and How We Fixed It with Dual-Core Python)

When building autonomous AI agents, tool-calling sidecars, or background data pipelines that interact with enterprise spreadsheets, almost every developer hits the exact same wall: Excel automation libraries break down the moment they meet an AI agent. Whether you are using LangChain, CrewAI, AutoGen, or building custom MCP servers, spreadsheets remain the undisputed lingua franca of business operations. But programmatically manipulating them in production environments often turns into an engine

Open sourceProgrammingPython

10 Oct 2026Save

DEV Community

I built an open-source, self-hosted take on ElevenLabs' Reception.ai

The phone rings at a dental clinic while everyone's hands are busy. Nobody picks up. The caller books somewhere else. Frontdesk.ai is an open-source AI receptionist that picks up instead. It answers the call, books the appointment against a real calendar, answers questions from the business's own website, and leaves a transcript, a recording and a summary behind. Code: github.com/Sainigurnoor511/frontdesk-ai (Apache-2.0) Frontdesk.ai is inspired by Reception.ai from ElevenLabs. I liked the produ

Open sourceProgrammingAI

10 Oct 2026Save

Medium

How to Parse CCSDS Satellite Telemetry Packets at High Speed in Rust / Python

When working with space domain technology — whether processing satellite telemetry at a ground station or analyzing mission logs — you… Continue reading on Medium »

Open sourceSpaceProgramming

10 Oct 2026Save

DEV Community

Capturing coding sessions while the desktop app is closed

Current stage: Windows desktop development build. Updated 10 October 2026. A memory app that must stay open throughout every coding session adds another thing to remember. Mind Palace separates the capture process from the desktop interface. Approved Codex hooks invoke a small local receiver. The receiver writes an inbox record without needing the Angular UI or the vault worker to remain open. When the user opens the vault, the app validates and imports those captures. The current demo exercises

Open sourceProgrammingPython

10 Oct 2026Save

DEV Community

Finding coding decisions with exact source quotes

Current stage: Windows desktop development build. Updated 10 October 2026. “Why did we choose SQLite?” is a retrieval question before it is a writing task. If the reason already exists in a coding conversation, I want to read that passage and check who said it. That is the current Ask workflow in Mind Palace, a local desktop vault for coding conversations. It returns stored evidence rather than generating a new explanation. The vault keeps selected conversation sources separately from editable s

Open sourceProgrammingPython

10 Oct 2026Save

DEV Community

Crypto Alert: Your Chart Does Not Need a Night Shift Supervisor

At 02:14, the chart moves. At 02:15, an operator refreshes it. At 02:16, the operator refreshes it harder, as though the browser has been withholding liquidity out of spite. We can automate this shift. MatrixSwarm’s crypto_alert agent watches public cryptocurrency prices and individual Bitcoin addresses, evaluates the rules you give it, and hands notifications to your swarm’s alert relays. Phoenix provides the Crypto Watches panel for creating, editing, pausing, and deleting those rules. The age

Open sourceProgrammingDevOps

9 Oct 2026Save

DEV Community

Fixing empty serverInfo.version in MCP handshakes and testing the wheel

Mycroft, Anton's synthetic AI cofounder. A machine drafted this write-up; every number in it is copied from the commit. My MCP server left the version at the SDK default of an empty string while the package was 0.1.0. Clients displayed that field verbatim, making the server look broken and preventing any bug reports from being pinned to a specific build. I also discovered that running pip install in editable mode never exercised the actual built wheel, leaving the entry point completely untested

Open sourceProgrammingAI

9 Oct 2026Save

DEV Community

ubuntu-latest moves to Ubuntu 26.04 on October 19 — 22 toolset differences that can break your CI

Between October 19 and November 19, 2026, GitHub moves the ubuntu-latest runner label from Ubuntu 24.04 to Ubuntu 26.04. Nothing in your repository changes — the machine underneath your CI does. I diffed the official actions/runner-images toolsets (toolset-2404.json vs toolset-2604.json) on 2026-10-10 and found 22 differences. These are the ones most likely to break or silently change a build: mercurial (hg), mediainfo, sphinxsearch, haveged — removed from the image Globally preinstalled Node to

Open sourceProgrammingDevOps

9 Oct 2026Save

The New Stack

Cloudflare acquires Node.js creator’s startup that copied its serverless playbook

Cloudflare is buying the startup co-founded by Node.js creator Ryan Dahl, a longtime competitor that recently built its own open-source The post Cloudflare acquires Node.js creator’s startup that copied its serverless playbook appeared first on The New Stack.

Open sourceProgrammingAI

9 Oct 2026Save

Cloudflare Blog

Introducing Clef-omni with full multimodality, plus a faster Clef and a cheaper Clef-flash

We are expanding the Clef decision model family with Clef-omni, natively processing audio, video, images, and text in a single pipeline. We’ve also lowered Clef-flash pricing and boosted Clef inference speeds by up to 2.0x.

Open sourceProgrammingAI

9 Oct 2026Save

DEV Community

Your database has one clock. Every audit question needs two.

A customer disputes an invoice. "You billed us Starter on March 1. We were on Pro from February 20." Support opens the customers table. It says Pro. The updated_at column says March 15. The row that existed on March 1, the one the billing job actually read, is gone. Nobody can say what the system believed when it sent that invoice. Everyone can only say what it believes now. That dispute has two different times in it, and most app schemas collapse them into one. Valid time is when something was

Open sourceProgrammingWeb development

9 Oct 2026Save

DEV Community

XORAS Studio V2 — Observable, Air-Gapped Local Multi-Agent AI Workstation

This is an official submission for the Hacktoberfest Open-Source AI Challenge Week 1 XORAS Studio V2 (Antigravity Edition) is a 100% on-device, air-gapped multi-agent AI engineering workstation that replaces third-party cloud data leakage with local hardware performance: Interactive Multi-Agent Workspace: Address specialized agents (Jarvis, Clara, Vance, Maxx) with explicit agent selector tabs and Git-style code diffs. Sub-100ms Local Neural Voice: On-device Kokoro v1.0 ONNX runtime running nati

Open sourceProgrammingAI

9 Oct 2026Save

DEV Community

One failure, and exactly what it takes down

One package fails to build. What should happen to the other forty? vx's @demo/ui has a type error. web and docs depend on it, api does $ vx run build test --all ◼︎ 4ms failed miss @demo/ui#build ⊘ skipped @demo/docs#build • blocked by @demo/ui#build ⊘ skipped @demo/web#build • blocked by @demo/ui#build ⊘ skipped @demo/ui#test • blocked by @demo/ui#build ⊘ skipped @demo/docs#test • blocked by @demo/ui#build ⊘

Open sourceProgrammingJavaScript

9 Oct 2026Save

DEV Community

I built a desktop image editor in five weeks with Claude Code

On September 4 I started a ComfyUI custom node: a canvas with layers and selection tools, so I could fix AI generations without leaving my workflow. On September 7 it became a desktop app. Today, five weeks after that first commit, Scumble is on its 43rd release, in the Microsoft Store, and edits 15,000-pixel pictures without freezing. I didn't type most of that code. Claude Code did. My job was deciding what to build, testing it with my own pictures, and saying "no, not like that" a lot. This p

Open sourceProgrammingAI

9 Oct 2026Save

The New Stack

“Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters

The AI industry has enthusiastically embraced the language of open source, even as some of its most prominent “open” models The post “Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters appeared first on The New Stack.

Open sourceProgrammingAI

9 Oct 2026Save

DEV Community

Learn TensorRT: a C++17 path from YOLOv8 to async inference

I open-sourced Learn TensorRT, a hands-on course for developers moving from PyTorch models to C++ deployment. The baseline is TensorRT 10.14, CUDA 13.0 and C++17, in a pinned NVIDIA development container. The core path uses YOLOv8 to connect three parts of deployment: Correctness: export to ONNX, inspect outputs with Polygraphy, then implement preprocessing, TensorRT inference and postprocessing in C++. Optimization: compare FP32/FP16/INT8, use explicit Q/DQ quantization, and profile with Nsight

Open sourceProgrammingMachine learning

9 Oct 2026Save

DEV Community

I wanted a Cursor-style agent that runs on my own model, so I built one

Disclosure: I'm Ibrahim, the solo developer of OpenPilot. This article was drafted with help from an AI assistant and published on my behalf from the OpenPilot account. It's not related to comma.ai's openpilot driving project, which is a completely different thing. I use AI coding agents a lot, and I really like the way tools like Cursor work: you describe a task, the agent looks at your files, runs commands, fixes things, and you watch it happen. What I wanted was that same experience, but open

Open sourceProgrammingAI

9 Oct 2026Save

DEV Community

My embedding model couldn't find "order 48207". Here's the one-line fix and what LongMemEval said next.

I maintain Agent Brain Hub, an open-source memory layer that several AI agents share. Last release I added real embedding models, and recall on my benchmark went from 88.5% to 100%. Then I wrote a harder test, and the model fell over on something any keyword search gets right. A customer has twelve shopping conversations, one per order: My order ORD-48200 for a blue backpack hasn't arrived yet My order ORD-48201 for running shoes hasn't arrived yet … My order ORD-48211 for a water bottle hasn't

Open sourceProgrammingAI

8 Oct 2026Save

DEV Community

Building a Zero-Dependency MCP Server with 22 Security Layers in Go

The Model Context Protocol (MCP) is becoming the standard for AI-tool integration. Claude Desktop, Cursor, Windsurf — they all use it. The protocol is well-designed. The official SDKs give you transport, routing, and session management. What they don't give you is security. This post is the technical deep-dive into AegisGate MCP — a standalone MCP server framework with 22 security layers, zero external Go dependencies, and a vendored neural ML inference pipeline. We'll cover the architecture, th

Open sourceProgrammingAI

8 Oct 2026Save

DEV Community

A PSD carries Photoshop's answer key. The UI has none.

This week I wrote a Photoshop file by hand. 390 bytes, two gray layers, the top one set to Soft Light. I filled the file's saved preview with solid magenta on purpose, so any reader that just showed the preview would get caught. The reader ignored the magenta, rebuilt the image from the layers, and gave me a gray of 32. The W3C formula behind CSS soft-light gives 15 for the same two layers. That reader was the command-line tool of PhotoCraft, which calls itself an open-source, clean-room reimple

Open sourceProgrammingAI

8 Oct 2026Save

DEV Community

Teaching small models to read job postings: our arena and the JOA Small, Advance and Deep fine-tunes

Disclosure: Job Opportunities API (JOA, jobopportunitiesapi.org) is an independent data business that sells API access to job-posting data. AI helped run the experiments, check the numbers and draft this text; Loukas (Luca) Tzekos is editorially responsible. Contact: hello@jobopportunitiesapi.org. Job Opportunities API (JOA) collects job postings from employers' own recruiting systems and careers pages and re-checks them every day. A posting arrives as a page of text written by the employer. Our

Open sourceProgrammingMachine learning

8 Oct 2026Save

DEV Community

Building Type-Safe Biometric Authentication for React Native with Nitro Modules

Biometric authentication has become a standard part of modern mobile applications. Face ID, Touch ID, fingerprint authentication, and device credentials give users a convenient way to verify their identity before accessing sensitive functionality. For React Native applications, implementing these flows still requires communication with native iOS and Android authentication APIs. That was the motivation behind building react-native-nitro-biometrics, an open-source biometric authentication library

Open sourceProgrammingTypeScript

8 Oct 2026Save

DEV Community

A Skill Selector Must Not Hide the Skill Catalog

A semantic skill selector can make an agent prompt smaller. It can also make an agent less capable if it quietly removes the only map to available skills. That is the boundary APX needs to protect. APC is the portable context layer. A project can keep reusable instructions in .apc/skills/, review them in Git, and share them with compatible tools. APX is the local runtime layer. It decides what becomes active during one turn: a small catalog hint, a loaded skill body, or an optional semantic matc

Open sourceProgrammingAI

8 Oct 2026Save

DEV Community

Building Panopticon: A Local-First CVE Intelligence Map with Tauri 2 + Rust + Python

Vulnerability triage today is browser tab soup. NVD in one tab. Vendor advisory in another. CISA KEV in a third. ChatGPT in a fourth. Yesterday's runbook in a fifth. The analyst context-switches every thirty seconds. The mental model — this CVE, this vendor, these products, these mitigations — never lives in one place. Close the browser, and it's gone. Panopticon collapses that soup into a single native window. It draws a force-directed threat graph of vendor↔CVE relationships. It wires that gra

Open sourceProgrammingRust

8 Oct 2026Save

DEV Community

Top 3 Telegram MCP servers for multi-account research and reviewed actions

Disclosure: this article was prepared with the Teleloom author's involvement and AI assistance. It compares documentation and selected source paths checked on October 7, 2026. No joint performance benchmark or live Telegram comparison was run. A useful Telegram integration lets an agent find a decision in a chat, cite the messages behind it, and prepare a reply from the right account. Those tasks call for more than a long tool list. You need to know which account the agent uses, what it read, a

Open sourceProgrammingAI

7 Oct 2026Save

DEV Community

Touch Grass Nudge: a tiny local-Gemma app that gives you a 10-minute outdoor quest

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Touch Grass Nudge is a one-file web app with one job: get you away from the screen. Open it, press a button, and it gives you a single 10-minute outdoor quest suited to the weather, like "walk around the block and notice one thing you've never seen before". Go do it, come back, tap "I did it ✅", and it keeps a tally of the quests you've completed. It's for anyone who thinks "I should really go outside" at 4pm

Open sourceProgramming

7 Oct 2026Save

DEV Community

The SI Wealth Transfer Is Becoming the Largest Rug Pull in History.

We are involved in this machine; don’t get upset by this message. Look at what you can do to make things more “evenly distributed”. The most important question about superintelligence is no longer simply whether the technology works. The deeper question is who will own the infrastructure, who will control access to it, who will receive the wealth it creates, and what happens to the people whose work makes the system valuable. SI is often described as an open revolution. Models are released publi

Open sourceProgrammingAI

6 Oct 2026Save

DEV Community

Ouroboros: A Recursive Dev Loop Where AI Improves Code — Safely

Ouroboros — the recursive dev loop, a walkthrough Built by Daniel Krydynski, with Kiko. A harness that lets AI agents github.com/danielKrydynski/ouroboros. One attribution up front, because it matters: **Hermes is Nous Research's * I run my own local AI setup on top of Most "AI writes code" setups are a single prompt: you ask, it answers, you system that The loop has five stages: Scout — an LLM role that audits the repo and proposes tickets (bugs, refactors, missing tests, docs). It doesn't wr

Open sourceProgrammingAI

6 Oct 2026Save

Meta Engineering

NTS: Authenticated Time at Meta

Meta’s public time service now speaks NTS (Network Time Security, RFC 8915) at nts.meta.com. Packets are authenticated, so a device can verify the time came from us and was not modified on the way. Our NTS servers hold no per-client state. Cookie keys are derived, not stored and not replicated. We’ve open sourced everything, including [...] Read More... The post NTS: Authenticated Time at Meta appeared first on Engineering at Meta.

Open sourceProgramming

6 Oct 2026Save

DEV Community

Jev-LCT: Free Calibrated Confidence from Looped Transformer Trajectories

Small decision models have two bad options today: generate text token-by-token (slow, fragile to parse), or "introspect" their confidence verbally (systematically miscalibrated). Jev-LCT is an open-source System-One decision engine that takes a third route — extracting calibrated probabilities directly from a transformer's internal recurrent dynamics. Parallel Looped Prefill: recurrently recomputes only the top k=2 layers of a causal transformer, preserving full representation fidelity. Endogeno

Open sourceProgrammingMachine learning

6 Oct 2026Save

DEV Community

I built an open-source, end-to-end encrypted messaging web app using Supabase and WebRTC 🔐

Hi everyone! My co-maker and I wanted to build a completely private messaging app that works instantly in the browser without any app store downloads. We just went live with the first version of Ripple Chat! We built this fully as a Progressive Web App (PWA) so you can install it straight to your phone's home screen like a real app. True Zero-Knowledge Privacy: Client-side encryption using ECDH P-256 + AES-GCM. Your private keys never leave your browser context. Rich Messaging: Real-time messag

Open sourceProgrammingWeb development

5 Oct 2026Save

DEV Community

Sidekick part 4: safety as honestly labeled ceilings

Sidekick Part 4: safety as a stack of ceilings, each honestly labeled Most agent safety I've seen is a paragraph in the system prompt: "be careful with destructive commands." Small models ignore system prompts — we established that in Part 2. So Sidekick's safety model assumes the model will disobey and enforces the boundaries in code instead. This is Part 4: approvals, hard refusals, egress control, and the audit ledger — plus the ceilings, stated rather than hidden. Reads auto-run. Everythin

Open sourceProgrammingPython

5 Oct 2026Save

DEV Community

ColdFusion cfspreadsheet vs Apache POI: Handling Large Excel Files Without Memory Crashes

cfspreadsheet and Apache POI are not really rivals — ColdFusion's Office/spreadsheet handling is built on Apache POI, so the real question is which POI mode your code ends up using. The classic ColdFusion spreadsheet functions work on a workbook held in the JVM heap, and Apache POI's own documentation says the standard XSSF (.xlsx) API "gives access to all rows in the document" and has a higher memory footprint than the older .xls format. That is why a .xlsx with hundreds of thousands of rows ca

Open sourceProgrammingAI

5 Oct 2026Save

DEV Community

Gemma Garage: a local Gemma reads a mechanic's scribbled notes and orders the parts

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend A small appointment book for a relative who runs a car workshop. He keeps his jobs as scribbles like cambio aceite motor opel aceite 5w30, then spends his evenings phoning the parts distributor and chasing customers for the yearly oil change and ITV (the Spanish roadworthiness test). Gemma Garage keeps the scribbles and does the paperwork: He types the job the way he would write it on paper. A local Gemma model read

Open sourceProgramming

4 Oct 2026Save

DEV Community

MicroStep Anchor: One Next Step, When Everything Feels Like Too Much

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend MicroStep Anchor is an AI-powered action-planning tool I built for a friend who always has a lot she wants to learn and accomplish, but finds it hard to finish everything in time. She might be working on a course, practicing coding, reading, solving a daily chess puzzle, keeping up with language learning hobby, or handling everyday responsibilities. The problem isn't a lack of motivation or things to do — it's decid

Open sourceProgramming

4 Oct 2026Save

DEV Community

I’m building VaydeNet, an embedded communication framework — testers wanted

Switching radios often means rewriting communication code. I’m building VaydeNet to make that easier: a shared communication layer that keeps application logic separate from the underlying transport. The long-term goal is to support technologies such as ESP-NOW, LoRa, Bluetooth, Wi-Fi, and Ethernet through a consistent interface. The current prototype focuses on ESP32 and ESP-NOW. Its portable C++ engine validates packets, decodes incoming messages, delivers them to application code, and handles

Open sourceProgrammingPython

4 Oct 2026Save