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TutorialsOrdinary2026-10-18 21:16

Before AI Moves Money: The Eval Gate I Built for AutoKon

Most AI features fail quietly. A summary is a little off, a label is wrong, a suggestion gets...

Source: DEV Community

TutorialsOrdinary2026-10-18 21:06

Holdfast: a webhook safety net where Gemma explains what broke and code decides what happens

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:57

LedgerGone: Local WhatsApp Khata & Receipt Auditor for Kirana Stores using Multimodal Gemma 3 and TigerData

What I Built Small Kirana (mom-and-pop grocery) and hardware shopkeepers in India receive...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:55

I built an offline Mongolian drafting tool for border-town merchants. Here's where it breaks.

What I Built merchant-ai-draft — an offline CLI that takes a merchant JSON file (Chinese...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:55

Wiring auth + Stripe + streaming AI chat into one Next.js starter (what I learned)

Wiring auth + Stripe + streaming AI chat into one Next.js starter Every time I started an...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:53

A Timeout Is Not a Retry Signal

A Timeout Is Not a Retry Signal An agent asks a deployment provider to start a release....

Source: DEV Community

TutorialsOrdinary2026-10-18 20:47

Why LLM Code Reviewers Fail at Architecture—And How We Fixed It with a 9ms FalkorDB Knowledge Graph

The Friday Afternoon Outage Story It was 4:15 PM on a Friday when an engineer on the...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:44

Sentinel: Test Your AI Visibility Fixes Before You Ship Them

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:21

Moving from Claude Haiku 4.5 to 5.5: what changed on the same 100 prompts

Claude Haiku 4.5 leaves the model picker in the Claude apps on October 29, and Haiku 5.5 takes its...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-18 20:04

Change Guardian: the AI agent that finds what your IT map forgot

Built for Graph Hacks 2026 by WeMakeDevs and FalkorDB. Demo video: https://youtu.be/FjRZv8ZxBCE · Try...

Source: DEV Community

TutorialsOrdinary2026-10-18 20:01

Everything You Need to Know About Agents

"Agent" is one of the most overused words in software right now. It can mean a chatbot with a few...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:49

I Built an NDA-Safe Proposal Scoper That Runs Gemma on My Laptop

ScopeLock is a local-first RFQ and proposal scoper for freelancers. It runs Gemma locally via Ollama, grounds every requirement in verbatim quotes, does pricing in deterministic code, and proves zero content egress.

Source: DEV Community · Ollama

TutorialsOrdinary2026-10-18 19:42

I built a GST invoice checker that runs on a laptop, and it caught its own AI's mistake

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:30

NLP with .NET

NLP with .NET A deep-dive walkthrough of Natural Language Processing for .NET developers —...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:23

I measured open vs closed models on my own product, and open weights won one and lost one

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Disclosure:...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:23

AI QA-Assistant for Freelance Audio Transcribers (Hacktoberfest Week 2)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle I built...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:14

Udhaar Khata: The Notebook Behind the Counter

Udhaar Khata: The Notebook Behind the Counter What I Built In almost every...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:06

How I built an Autonomous Voice Healthcare Agent on FalkorDB that actually saves lives

Late last month, I was talking to a doctor friend who works near Varanasi. He told me something that...

Source: DEV Community

TutorialsOrdinary2026-10-18 19:01

4 Ways a Shell Variable Slipped Past Claude Code's Permission Checks

Four Claude Code fixes in six days for permission checks a shell variable could slip past. Run the bash and zsh lines that show why text matching loses.

Source: DEV Community · Claude

TutorialsOrdinary2026-10-18 19:00

Produzir Ficou Barato, Saber Ficou Caro: O Que o Proud Tech Summit 2026 Revela Sobre a Fronteira Entre Protótipo e Produção

Acompanhei a transmissão online do Proud Tech Summit 2026, evento organizado pela Starian e pela...

Source: DEV Community

TutorialsOrdinary2026-10-18 18:50

My AI agent remembers *when* it believed things — valid-time memory on FalkorDB

My AI agent remembers when it believed things — valid-time memory on FalkorDB Built for Graph Hacks:...

Source: DEV Community

TutorialsOrdinary2026-10-18 18:44

The Narrow Sidewalk: Where Developers Stand When Agents Write the Code

When coding agents such as Claude Code and Codex became good enough to take whole tasks, the first...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-18 18:29

I Built Rehearse to Sell A Voice-First, Local-First AI Interview Coach

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 18:15

HIVE Robots Tests VR-Trained Humanoids for Overnight Retail Work in Denmark

HIVE Robots is testing humanoid robots for overnight shelf replenishment in a Føtex supermarket in...

Source: DEV Community

TutorialsOrdinary2026-10-18 18:05

From Messy WhatsApp Chits to GST Invoices in 15s — Local AI with Ollama & Qwen 2.5

BahiPilot: The Local-First AI Back Office for Bharat's Wholesalers This is a submission...

Source: DEV Community · Qwen / Ollama

TutorialsOrdinary2026-10-18 18:01

Closing a Terminal Sends Your Coding Agent SIGHUP. How Session Hosts Keep It Alive

Close the window and your agent dies. The kernel hangs up the pty, your shell relays SIGHUP. Reproduce nohup, disown, setsid and tmux with ps and sleep.

Source: DEV Community

TutorialsOrdinary2026-10-18 18:01

Auditly: the shopkeeper talks, the ledger writes itself

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:54

Best AI UI Design Tools I Wish I Had Found Earlier in My Career

Early in my career, I spent hours on work that had nothing to do with design thinking. I rebuilt the...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:53

Why Vector RAG Fails Blast-Radius Questions (and the 4-Hop Cypher Query That Fixes It)

Why Vector RAG Fails Blast-Radius Questions (and the 4-Hop Cypher Query That Fixes It) By...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:43

DukaanVoice PK — Offline-First AI Shop Register for Pakistan's Kiryana Stores

An offline-first, multilingual point-of-sale and shop register for Pakistan's roughly 3 million...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:37

How we built a PEP Screening API with 19,408 records and x402 payments

We recently launched a free PEP (Politically Exposed Persons) screening API. Here's how it works and...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:32

Recall 33 stores, not 71: building a food recall agent on a FalkorDB graph

When a supplier reports a contaminated lot, which stores have to pull it? We built an AI agent that...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:23

ScopeShield: Stop Working for Free — NDA-Safe Scope-Creep Auditor

Target DEV title: ScopeShield: I Stopped Working for Free with Gemma + TabPFN (and Kept Client Data...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:15

The Discerning Mind: What AI May Never Reach

You do it dozens of times a day, and you almost never notice. You glance at a photo and something in...

Source: DEV Community

TutorialsOrdinary2026-10-18 17:02

Claude Haiku 5.5 Bills 5x for Prompts Over 100K Tokens. A Node Guard That Counts First

Haiku 5.5 charges 5x once a prompt passes 100,000 tokens. A TypeScript guard that counts first, trims chunks, logs the billed tier and fails CI.

Source: DEV Community · Claude

TutorialsOrdinary2026-10-18 16:40

I built a Claude Code workflow that finds jobs, tailors my CV and fills the forms

Handoff is an open-source, local-first job-hunt workflow for Claude Code. It does the tiring chores and stops before anything that can't be undone.

Source: DEV Community · Claude

TutorialsOrdinary2026-10-18 15:58

The Junior Who Never Read a Stack Trace

AI didn't make our new developers worse. It made them unfinished, and nobody noticed until production did.

Source: DEV Community

TutorialsOrdinary2026-10-18 15:50

RepoBuddy: Paste a GitHub Repo, Get Your First Contribution in Minutes (Gemma 4 + Graphify)

Paste a GitHub repo, Graphify maps it into a knowledge graph, and open-weight Gemma 4 tells you where to start, how it's built, and what to contribute first.

Source: DEV Community

TutorialsOrdinary2026-10-18 15:27

“Simple site hai, 15k mein ho jayega na?” I built Panga so freelancers stop saying yes too fast

This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2: Side Hustle. It's 9:41...

Source: DEV Community

TutorialsOrdinary2026-10-18 15:20

I built a WhatsApp shop assistant that runs on a CPU-only laptop. The hard part was getting it to say "I don't know."

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community