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News
My Scanner Passed Until I Built a Harness That Lied to It on Purpose
1+ hour, 15+ min ago (271+ words) Every security tool has a dirty secret: nobody tests whether the detector detects. The tests pass, the CI is green, and everyone moves on. Today I pointed my own scanner, mcpscan, at a set of synthetic attack files I wrote…...
ราคา cache hit 0.003 ดอลลาร์ ที่เปลี่ยนวิธีเทียบโมเดลทั้งตลาด
1+ hour, 24+ min ago (134+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 ตัวเลขนั้นคือ ราคา cache hit DeepSeek ตั้งราคา V4.1-Flash ที่ 0.003 ดอลลาร์ต่อล้านโทเคน สำหรับ cache hit ในช่วง off-peak [1] ความต่างระหว่าง $0.003 กับ $0.50 คือ 167 เท่า สมมติ agent เก…...
Grok Bot and the Rise of AI Teammates
1+ hour, 40+ min ago (39+ words) In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant... Tagged with ai, grokbot, softwareengineering, aiteammates....
Conditional Requests at Runtime: Rendering Parts of a curl Command with XML ``
1+ hour, 52+ min ago (307+ words) Inside a element you can wrap any curl fragment in. If the expression holds, the fragment's text is spliced into the final command; otherwise it disappears as if never written. The expression reads values from the request context — which includes…...
Expanding Software Engineering Teams for Social Impact Projects
3+ hour, 24+ min ago (359+ words) Hiring full-time engineers is expensive and competitive, especially on a nonprofit, mission-driven budget. Meanwhile, there's a large population of developers who want to contribute to meaningful projects without signing on for a full-time role. Open source is the mechanism that…...
I Built a Filipino AI Scam-Risk Analyzer - Here's How It Works
3+ hour, 8+ min ago (222+ words) How I Built Check Mo Muna: An AI Scam-Risk Analyzer for Filipinos Scam messages are getting harder to recognize, so I built Check Mo Muna, a free Filipino-focused tool that helps users assess suspicious messages before they click or pay....
What GPT-6 Astra chose to build
3+ hour, 33+ min ago (395+ words) Three Astra builds through prototype review: a repaired input, a clearer order comparison and a booklet export with an untested paper result. Tagged with ai, webdev, testing, showdev....
AI Workflow Automation in WordPress: Where the 4WP Plugins Are Headed
3+ hour, 51+ min ago (475+ words) I'm a believer in architectural approaches — OOP, SOLID, the Essential Principles, DRY — but never all of them, all at once. And nothing beats WordPress Hooks for me: Actions and Filters work small miracles. But today's list has a new entry:…...
[Lab Notes] Kubernetes the Hard Way, For Real This Time (Step 04)
4+ hour, 55+ min ago (170+ words) Continuing my Kubernetes the Hard Way homelab build on Proxmox. Steps 01-03 are already done, this covers step 04. Before the actual step though, here are some stuff I learned or was thinking about along the way: Anyways, here's Step 04: Generated the…...
Three Design-to-Code Rules Most Developers Ignore (That Will Make You a Better Engineer)
5+ hour, 20+ min ago (488+ words) Bridging the gap between Figma mockups and production UI doesn't require complex new frameworks—it requires system thinking. Too often, developers treat design handoffs as a guessing game of hex codes, pixel measurements, and visual trial-and-error. By establishing strict design-to-code…...