An engineer warns that MCP (Model Context Protocol) lacks built-in access control and audit logging, creating compliance risks for enterprises handling regulated data. The protocol standardizes AI age…
A developer fixed a critical gap in their open-source video tool crv after a user reported that extracted frames lacked timestamps, making it impossible for an LLM to know when a slide appeared. The f…
Kmemo is a semantic cache for LLM calls that uses similarity as a first filter, then applies a chain of ten guards to reject near misses that would produce wrong answers, such as swapped numbers or mi…
Bayu, founder of NAEOS, argues that the next evolution in AI-assisted software development is not prompt engineering but AI engineering. He introduces NAEOS (Nusantara AI Engineering Operating System)…
A developer trained a 6.4M-parameter decoder-only transformer from scratch in PyTorch on a single Colab T4 to power their recipe app Rasaveda, replacing external APIs with a custom model that runs inf…
A developer proposes an AWS architecture for building persistent, embodied artificial minds, translating philosophical commitments into engineering requirements. The system uses Amazon Bedrock AgentCo…
A developer built SellAI, an AI-powered platform that integrates sales, CRM, and business analytics into a single dashboard. The platform features an AI assistant, customer management, product and ord…
Mediavox released a document analysis API that extracts structured data from invoices, contracts, and receipts in a single call, supporting Spanish and Portuguese. The multimodal AI endpoint handles s…
A developer describes keeping an SSH deploy key exclusively inside an encrypted password manager vault, never as a file on disk, after a near-miss where a private key was pasted into an AI chat window…
A non-programmer developer used Claude Code to build a community-voted leaderboard for AI companion apps, called NoFilterReview, featuring seven leaderboards with monthly snapshots and anti-cheat mech…
A developer rewrote a OneNote MCP server in TypeScript after encountering a silent 401 error on every API call. The debugging revealed scope pitfalls and silent token renewal issues in Microsoft Graph…
A developer's first machine learning project taught them that data cleaning is a critical foundation before model training. After getting poor results from a Kaggle dataset, they learned to inspect da…
Adico Tech proposes Standard Ten, a unified software development standard for the AI era, aiming to replace historical inconsistencies with a single language, machine model, and composition process. T…
Mohamed Sherif and his team developed a TOFU-based authorization model for headless AI agents that replaces long-lived credentials with agent fingerprints. The system derives a fingerprint from the ag…
A frontend developer in Shenzhen built Froging AI, an AI video generator using Next.js, and secured the first paid user within three months. The tool converts images and text into videos by routing re…
A developer building PromptDev, a sandbox for engineers to construct, stack, and benchmark system prompts, shares four core strategies for scaling a developer SaaS from zero to traction. The key lesso…
A developer built a 'bug-reporter' Skill for Claude Code that automatically turns test failures into structured bug reports with evidence-based reproduction steps. The Skill uses guardrails to prevent…
Meta, Mistral, and other companies are releasing powerful open-source AI models for free as a strategic move to commoditize the ecosystem and gain market share, not out of generosity. The real value l…
A Honda service advisor in South Florida built a production SMS agent that handles customer inquiries in six languages, booking appointments and answering questions from the owner's manual. After read…
A developer built AMA, a Retrieval-Augmented Generation (RAG) system for Lagos State University (LASU) that uses Gemma 4 via OpenRouter to answer student questions about lecturers, hostels, and intern…