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…
Raw HTML vs Rendered: A Quick Check of What Crawlers Actually Read on Your Homepage
Owners often ask why a search engine or an AI assistant describes their business strangely, or not at all. One common, boring cause: the words on th…
Setting Up ElevenLabs API: From Zero to Production
Why ElevenLabs is a Game‑Changer for Voice AI If you’ve been dabbling in text‑to‑speech (TTS) or voice cloning, you know the pain points: low‑qualit…
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…
Keep Prices Out of the Model: A Rate-Freshness Guard for Jewellery WhatsApp Assistants
A WhatsApp assistant for an Indian jewellery store will be asked about prices constantly. Today's rate, making charges, the cost of a design in a gi…
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…
How We Used FalkorDB to Make a Security Alert Explain Itself
Our entry for Graph Hacks by WeMakeDevs × FalkorDB The problem: an alert with no context A security analyst might see hundreds of alerts a day. One…
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…
PostgreSQL Constraint Naming Convention: Which Pattern to Use, and How to Find the Names That Drifted
Disclosure: I build Schemity , a desktop ERD tool - this post is from our blog and uses it for the examples. TL;DR: Use the pattern PostgreSQL alrea…
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…
Rewatch: finds the patterns in your journal with Gemma 4, fully local
This is a submission for the Hacktoberfest Open-Source AI Challenge, Week 2: Side Hustle . What I Built Rewatch reads your journal and shows you the…
95% recall, 80% answers: what LongMemEval retrieval scores don't tell you
Memory layers for AI agents love to quote LongMemEval. You will see 94%, 95%, 96%. Those numbers are real, but they usually measure retrieval: was o…
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…
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.…
cutting N+1 queries in Next.js API routes with Supabase RPC
when a dashboard starts pulling relational data from Supabase, the naive approach is to fire a separate select per row. the result is a classic N+1…
I Turned Shopify Objections Into Video Briefs With a Tiny YAML Schema
I was trying to make a short product video for a Shopify store whose customers kept asking one question: Will this actually work for my use case? My…
Updates to site guidelines and AI/LLM tags
Hey folks, I've been having to perform an increasing number of moderation actions surrounding the vibecoding tag and AI/LLM related content. I start…
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…
A screenshot that fails on its own: pin the data, not the pixel
A “flaky” visual test is almost never the pixel comparator. It is the page changing by itself between two captures — and the diff, correctly, points…
Building software got easy. Finding the first customer didn't.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle GTM Shortlist, live at eygentic.tech . AI has made building…
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…
GPT-6 Astra Solves 98 Percent of Novel Theoretical Physics Problems in New TheoPhysEval Benchmark
A new benchmark called TheoPhysEval has sent shockwaves through academia: OpenAI's GPT-6 Astra scored roughly 98 percent on fifty unpublished, front…
One Password Shut Down a US Fuel Pipeline
In May 2021, Americans were filling plastic bags with gasoline. Panic buying. Lines wrapped around the block. A regional state of emergency declared…
We made it on a leaderboard we'd stopped watching
A short update to the LongMemEval-V2 part of my last benchmark post . Part of The Organism Files. In August we kept checking the LongMemEval-V2 lead…
Deduplicated Fallback Query Uses Wrong Relevance Threshold
Deduplicated fallback search queries can accidentally trigger the wrong relevance threshold and reject valid results when the requested query matche…
HELLO FRIENDS
I build crypto signal engines. My flagship system, USS (Unified Signal Scanner), combines momentum, multi-timeframe trend analysis, Smart Money Conc…