RedactProof & Review: Zero-Cloud Contract Auditing for Freelancers
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built RedactProof & Review is an offline, privacy…
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A Better Workflow for AI-Assisted Coding: Lessons from Matt Pocock
I recently watched Matt Pocock's workshop, Full Walkthrough: Workflow for AI Coding . The main takeaway: Good AI-assisted coding is not about writin…
Ledger Room: I built a local invoice sorter, then measured exactly what the privacy costs
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Ledger turns a folder of invoices and receipts…
Why we treat chat as a product, not a channel
Most creators who sell a paid community run it on rented tools. The payment goes through Stripe or Gumroad, the conversation happens in WhatsApp or…
Do Not Refresh Declining Content Until You Diagnose the Loss
Do Not Refresh Declining Content Until You Diagnose the Loss A page loses clicks. The instinctive response is to update the introduction, add a few…
Model Allergens as Data, Not Label Text: Material Flags, Line State and Changeover Gates in a Food ERP
By Isaac Muthui, CEO, Tamalaki Business Network Ltd. Originally published at factoraerp.com . In a lot of factory systems, allergens live in exactly…
I Committed 518,000 Lines in 30 Days. Production Kept 235,000.
Originally published on my blog — read it there with the full context, code and updates . Last week I did something I almost never bother to do: I c…
DocumentIO — Building a Unified API for 7 Document Formats in C#
DocumentIO — Building a Unified API for 7 Document Formats in C This is part of my series on building the VNML Agent Framework — a 100% local agenti…
GitLab CE vs Forgejo: Self-Hosted Git on Docker, Measured
GitLab CE and Forgejo both give you a private Git server with issues, code review, CI and a container registry. They sit at opposite ends of the wei…
The newest deploy is almost never the cause. So I gave on-call a graph.
The newest deploy is almost never the cause. So I gave on-call a graph. (On-call Brain, Graph Hacks by WeMakeDevs x FalkorDB) It's 3 am. Your phone…
How to Choose Project Management Software for Complex Work
When work is scattered across task lists, spreadsheets, chats, and documents, teams lose context and reporting becomes manual. Choosing a project ma…
The Overlooked Reason Your RAG Pipeline Keeps Returning Garbage
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
Listify AI — Create Better Product Listings with Open-Weight AI
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Meet Listify AI, an AI-powered web application…
CAUSEWEFT: What happens when your business information contradicts itself?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Your business changed. Did every document get t…
The Exact Stack I Use to Build Production AI Agents (No Fluff)
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between…
AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB
AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB Route inbound calls to the right agent queue in real time, auto-resolve carrier cod…
TenderLens: Turning WhatsApp & Gemma into an Autonomous Bid Assistant for Contractors
This article is submitted for the **Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle) . Target Categories: **Overall Winner , **Best Use…
Your Voice Agent Is Not Working Until the Business Outcome Is Proven
A Voice Agent Is Not Working Until the Business Outcome Is Proven Most voice-agent dashboards answer the easiest questions: Was the call connected?…
What your review queue's ranker can and cannot see
A team with more open pull requests than review hours does not need another reviewer first. It needs something that decides which pull request to lo…
Building Dashboards with React: A Practical Guide to Reusable Components and Data Visualization
Dashboards are often the first place users go when they want to understand what is happening in an application. Whether you are building an analytic…
How I Used FalkorDB to Trace Software Security Risks in Warden
You’re right—you want the article body , based on the actual README. Use the title separately, then paste everything under Post content into Dev.to.…
When the meter stops, the report still has to be right
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I built When a calibration technician finishes the me…
Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
Deploy your own PocketBase backend to a remote env in less than an hour
Context Every once in a while I have to stand up a new backend/DB. I used to just use Supabase, but I don't like the idea of not owning my data, and…
Quantified Self: How I Handled 100GB of Messy Biosensor Data with Polars and Dask
We live in the era of the "Quantified Self." Between my Oura ring, Apple Watch, and continuous glucose monitor (CGM), I’m generating more data than…
HELLO FRIENDS
I build crypto signal engines. My flagship system, USS (Unified Signal Scanner), combines momentum, multi-timeframe trend analysis, Smart Money Conc…
Building a Sleep Product? What Rings, Watches, mmWave Radar Modules, and Infrared Actually Measure
A growing number of teams are building sleep monitoring around a small mmWave radar module . It gets slipped into a bedside lamp, hidden inside an A…
LedgerVault AI: Privacy-First Expense & Tax Auditor for Freelancers
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Freelance developers, independent consultants,…
Error Event Metadata: Attach User-Safe Release, Environment, and Request Context
TL;DR: Attach release, environment, service, route, request ID, and a stable correlation ID to an error event. For a scheduled B2B import, also corr…
Designing a Distributed Cache Inspired by The Lord of the Rings: One Insight to Rule Them All
The Quest Begins (The "Why") Ever felt like your application is constantly begging the database for the same piece of data over and over? I remember…