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News
I built a tray app that captures highlights from any Windows app into a local SQLite database
41+ min ago (462+ words) I do a lot of reading for research — PDFs in one window, Word docs in another, a dozen browser tabs I swore I'd get back to. Every workflow I tried for capturing highlights involved the same tax: alt-tab to Notion,…...
Building Production RAG Systems: Lessons from 6.7M+ Legal Records
17+ min ago (236+ words) When I built CourtGPT.ai to serve every US statute and case law, I learned a lot about what works (and what really doesn't) when taking RAG systems from demo to production. Here's what 18 months of running 6.7M+ legal records at…...
5 n8n Automation Patterns That Saved My Clients 20+ Hours Per Week
17+ min ago (218+ words) I've automated hundreds of business processes for clients using n8n. Here are the 5 patterns that consistently deliver the biggest ROI - and the exact workflow for each. n8n hits a sweet spot for AI-heavy workflows: Every B2B company needs to enrich inbound leads with…...
Specs rot. Running code doesn't. How I restructured my AI agent skills around live references
37+ min ago (493+ words) When I started having Claude Code build new web tools, I handed it abstract specs: design conventions, component rules, forbidden patterns. It would read the spec, produce something plausible, and stop at 80% quality. The remaining 20% took rounds of corrections. After…...
Type-Driven Security: Reducing OWASP Risk With Strong Types
1+ hour, 4+ min ago (103+ words) How strong types can reduce common OWASP risks through DTOs, branded IDs, parameterized SQL, safe HTML handling, and runtime validation. Tagged with functional, security, programming, typesystems....
CNPJ alfanumérico chegou: como validar o novo formato em JavaScript (com o algoritmo oficial)
38+ min ago (224+ words) O dia 31 de julho de 2026 marca a maior mudança no CNPJ desde que ele existe: novas empresas podem receber CNPJs com letras, tipo 12.ABC.345/01DE-35. Se o seu sistema cadastra clientes ou fornecedores, isso afeta você — mesmo que nenhum cliente seu…...
Right Tool, Wrong Arguments: The Agent Failure Your Evals Wave Through
58+ min ago (480+ words) Your agent picked the correct tool. It routed to refund_order when the user asked for a refund. Your eval suite went green. And then it issued a $4,200 refund on order #0 because the argument extraction fumbled and defaulted the ID to zero....
Tired of Refreshing? Building a Smart Medical Appointment Agent with Playwright and LLM Function Calling 🏥🤖
54+ min ago (386+ words) We’ve all been there: waking up at 6:00 AM, frantically refreshing a hospital’s booking page, only to find that the "Expert Specialist" slots vanished in milliseconds. Traditional browser automation often fails here because hospital portals are notoriously clunky, filled with dynamic…...
Observability should be a `git diff`, not a weekend: instrumenting an AI app with one command using SigNoz
1+ hour, 9+ min ago (720+ words) Built for the Agents of SigNoz hackathon — Track 1, AI & Agent Observability. The hackathon brief names it perfectly: AI agents are chaining LLM calls, invoking tools, hitting vector DBs, and making decisions autonomously. But when latency spikes, costs explode, or an…...
Patreon Fully Blocks AI Training Bots from Scraping Creator Content
7+ hour, 37+ min ago (289+ words) Patreon has taken a decisive step to protect its creators’ work from unauthorized use in artificial intelligence training. The platform is now actively blocking known AI training crawlers at the network level through a partnership with Cloudflare, moving beyond the…...