SShortSingh.

Programming

0
ProgrammingDEV Community ·

I Audited Every Tool That Can Read Our Company. The List Was 43 Long.

43 external services held standing access to our Slack, Drive, code, and contacts — signed in modals, forgotten in sprints. The sweep per platform, the grant inventory, export-over-connect, vendor funerals, and breach-news as a revocation trigger. After the secrets rotation and the docs recon, a vendor breach headline asked the question I couldn't un-ask: who outside this building can read us right now? Not hackers — guests. The answer was forty-three external services with standing access to our words, files, code, or customers.

0
ProgrammingDEV Community ·

Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass

NatureLens — An AI Companion for the Outdoors I wanted to build something where AI doesn't ask people to spend more time looking at a screen. We already use our phones for almost everything. Even when we go for a walk, hiking, or simply sit in a garden, it is easy to end up looking at the phone instead of looking around us. So I thought: what if AI could do the opposite? That idea led me to NatureLens.

0
ProgrammingDEV Community ·

Subnetting & CIDR Notation Demystified: The 60-Second Calculation Method

Subnetting is notorious among candidates preparing for CompTIA Network+ (N10-008 / N10-009), CCNA, and cloud certification exams. Many engineers attempt to memorize 30-row conversion charts—only to freeze on test day when asked to calculate the usable host range for 192.168.10.45/28. You do not need to memorize massive tables or convert binary zeroes and ones in your head. All you need is one reliable rule: The Magic Number Method. Here is the exact method to solve any IPv4 subnetting question on Network+ in under 60 seconds.

0
ProgrammingDEV Community ·

A cold proxy exit gets Google results 20% of the time. A warmed one gets 87%

You rotate to a fresh residential IP, open Google in a real browser, type a query - and get a captcha. Again. We assumed that was the proxy. We measured it, and it mostly wasn't: what mattered most was whether that exit had done anything before the search. Every attempt below opens google.com in a real, headful browser (Chromium 151 The cold arm searches straight away.

0
ProgrammingDEV Community ·

Fitness App Architecture: Mobile, APIs & Background Jobs

A runner finishes a workout inside a tunnel. The phone loses connectivity, an upload times out, and the app retries later. Meanwhile, yesterday’s step count changes because a wearable finally synchronizes. These are normal conditions for a fitness app. Its architecture must preserve workouts, prevent duplicate records, and update progress without asking users to troubleshoot the system.

0
ProgrammingDEV Community ·

I Gave My Markdown CRM a Second Brain: obsidian-second-brain in Practice

My CRM isn't an app. It's a folder of Markdown files in an Obsidian vault, and a set of CLI agents that read and write those files. Client chats land there, invoices are generated from it, monitoring alerts get routed through it. The engine is open source (MIT): crm.automata.sale. obsidian-second-brain methodology in one day, and I'm including the command cheat sheet I now use daily.

0
ProgrammingDEV Community ·

Search Console warnings decoded: five worth acting on (and three to ignore)

Google Search Console means well, but it reports everything at the same volume. A missing hreflang tag and a hacked site get similar-looking red text. Here is a field guide: what deserves action today, and what you can safely stop worrying about. Act on these "Submitted URL returned 404" on important pages. If products or key landing pages return 404s, Google removes them from the index while customers still hold the bookmarks.

0
ProgrammingDEV Community ·

Google Pixel 11 Pro Review: Specs, Tensor G6 Upgrades, and Verdict

TheHurrican Tech Desk — September 27, 2026 A month into its shelf life now, the Pixel 11 Pro has settled into that awkward post-launch phase where the initial hype's died down but it's still too new for real long-term verdicts. Google brought it out August 12 in New York, of all cities to pick for a comedian-hosted tech keynote — Trevor Noah ran the show this time, following Jimmy Fallon's turn the year before. Stephen Curry showed up. So did podcast host Alex Cooper and cricketer Shubman Gill. Wide retail availability followed eight days later, on the 20th.

0
ProgrammingDEV Community ·

Integration Testing for APIs, Microservices and Event-Driven Systems

Modern applications rarely run as one tightly connected system. They depend on APIs, databases, microservices, message queues and third-party services. That makes integration testing more important because many failures happen between components rather than inside them. A practical integration testing guide should therefore cover how these modern systems communicate, fail and recover. API integration testing checks whether connected services exchange the right data and handle responses correctly.

0
ProgrammingDEV Community ·

Your AI System Is More Than the Model: What Production AI Architecture Actually Looks Like

A production AI system is rarely just: That architecture works well in a demo. SotaTek, we approach AI development from this broader systems perspective: the model is only one layer of the product, while data, application logic, integrations, security, evaluation, infrastructure, and observability determine whether that capability can actually work in production. The interesting engineering problems are usually somewhere between those boxes. A better starting point is: Consider an internal support assistant. But the real requirement may be: The model is only responsible for part of that workfl

0
ProgrammingDEV Community ·

AI SaaS Free Trials Are Becoming an Abuse Surface

Consider this composite incident trace: TRIAL INCIDENT 042 New accounts: 186 Unique email addresses: 186 Recognized devices: 4 High-cost generations: 912 Paid conversions: 0 Nothing was technically compromised. No password was stolen. No database was breached. Every account used the signup form correctly and stayed within its advertised trial allowance. The product still lost money.

0
ProgrammingDEV Community ·

Local Kubernetes Development with Tilt: Fast Inner Loop

Most Kubernetes teams debug their platform in the one place it does not run: their laptop. Production is 82% likely to be Kubernetes (CNCF Annual Cloud Native Survey, 2025, up from 66% in 2023), yet the local dev loop is often a Docker Compose file that quietly disagrees with the real cluster on namespaces, RBAC, and service discovery. We rebuilt our inner loop around a real local Kubernetes cluster driven by Tilt, and it changed how fast — and how honestly — we could iterate on a multi-service backend. This is the setup, the pattern, and the one bug it caught that a mock never would have. Key

0
ProgrammingDEV Community ·

Best AI Lip Sync Tools for Creating Realistic Videos

Creating realistic talking videos traditionally required careful recording, manual editing, and sometimes expensive post-production. When a video's dialogue needs to change, creators may even have to record the entire scene again. AI lip sync technology has changed that workflow. These tools can analyze an audio track and adjust visible mouth movements so they better match the supplied speech or singing. This makes it possible to reuse existing footage, create localized versions, produce social media content, and experiment with new voiceovers without starting every project from scratch.

0
ProgrammingDEV Community ·

เราแกะโค้ด OpenHuman agent harness ตัวใหม่ที่ทวีตอ้างว่าชนะ OpenClaw

โดย Nokka (นก-กา) | 6 ตุลาคม 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) ถ้ามีคนบอกว่าเครื่องมือใหม่ตัวหนึ่ง "ชนะ OpenClaw และ Hermes" คุณจะเชื่อทันทีไหม? ผมไม่เชื่อครับ ผมเลยเปิดทุกตัวเลขที่โพสต์นั้นอ้าง แล้วไล่ตรวจกับต้นทางทีละตัว ผลที่ได้ซับซ้อนกว่าคำโฆษณา และน่าสนใจกว่าด้วย โพสต์ต้นทางมาจากบัญชี exploraX_ เมื่อ 5 ตุลาคม 2026 ระบุว่า agent harness ตัวหนึ่งเป็นเครื่องมืออันดับหนึ่งบน GitHub อยู่ตอนนี้ และเอาชนะ OpenClaw กับ Hermes ได้ด้านประสิทธิภาพ[1] เครื่องมือที่โพสต์นั้นพูดถึงคือ OpenHuman ของบริษัท TinyHumans

← NewerPage 620 of 3146Older →