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News
The Assumption Gate: A Two-Hour AI Patch Lab
31+ min ago (699+ words) The projector showed a green test suite. The room relaxed. Then a student opened the diff and found a brand-new redis import the assignment had never named. That is the failure this lab is built to make visible. An AI…...
21 yr old kid explaining terraform in stupid simple language
16+ min ago (1059+ words) What if I told you that instead of clicking through cloud dashboards, you could describe your entire infrastructure in a file and have it built automatically? That is exactly what Terraform does. In this blog, I am breaking down everything…...
What to Delegate and What Not to Delegate to Local LLMs (with Benchmarks)
23+ min ago (59+ words) Liquid syntax error: Unknown tag 'endraw'. Tagged with ai, llm, productivity, claudecode. Liquid syntax error: Unknown tag 'endraw' Templates let you quickly answer FAQs or store snippets for re-use. Are you sure you want to hide this comment? It will…...
Six ways I leaked data through correct RLS policies
10+ min ago (959+ words) I build a point-of-sale system for retail shops. Multi-tenant, Supabase, Postgres, ninety-odd migrations, real money going through it every day. Over about six weeks I ran three security reviews on it. Every hole I found got past policies that were,…...
Dev Opportunity Radar #15: HackerRank Orchestrate, Claude Campus Ambassadors & the Bharat Builds Tour
8+ min ago (1709+ words) Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities, resources, communities, and interesting finds that I come across, with the goal of helping people discover things they might otherwise miss. This week's edition features…...
The zkML Bottleneck Isn't That Transformers Can't Be Proved
16+ min ago (1247+ words) Why proving modern AI on-chain forced cryptography to get architecture-aware, and what that means for... Tagged with ai, crypto, ethereum, machinelearning....
Building a no-signup REST API for 25 daily-updated public data sites
27+ min ago (165+ words) I maintain a group of small sites that archive daily public records and related cultural reference material. The hard part was not fetching JSON; it was deciding when data from multiple sources was complete enough to publish. I built a…...
The Next Person Should Not Inherit Your Beauty Filter: Build a Reset-Safe Tencent RTC Camera Booth
40+ min ago (632+ words) Build a reproducible TypeScript state machine for a shared Tencent RTC Beauty AR experience. Every participant gets a clean preview, explicit effect selection, controlled publishing, performance-aware fallback, and a verifiable session reset. Tagged with typescript, webrtc, beautyar, community....
I built the Linux client for Azure Virtual Desktop that Microsoft never shipped
34+ min ago (301+ words) A native Linux client for Azure Virtual Desktop and Windows 365 with real feed discovery, Entra ID... Tagged with freerdp, linux, remotedesktop, avd....
Queue Depth Is the Real Cloud Trigger: A Secret-Class Overflow Router
31+ min ago (1587+ words) On a shared lab workstation, five coding agents waited behind a single local inference process during a Friday merge window. Each request looked cheap in isolation, yet the queue wait grew longer than a typical remote round trip. A well-meaning…...