A developer built Ava, an AI-powered voice English learning assistant, using Murf Falcon, LiveKit, Deepgram, and Gemini. The system supports real-time conversations, persistent memory, live tools, out…
Retrieval-augmented generation (RAG) is a technique that enables AI models to answer questions using an organization's own documents without retraining, by retrieving relevant snippets at query time a…
An engineer built Ashraya AI, a voice-based disaster-response assistant, during the 10 Days of Voice Agents challenge by Murf AI. The system uses a multi-agent architecture with specialist handoffs, m…
An engineer who builds a PDF signal engine tested Anthropic's C2PA content credentials on generated images by running a signed image through every PDF generator on their laptop, finding what downstrea…
Claude Code 2.1.232 introduces significant changes including forked subagents inheriting full conversation and prompt cache by default, interactive non-teammate spawns moving to the background, and Wi…
A developer discovered that the IAM policy they wrote for their solar agent was not truly least privilege, granting broader access than the code required. The policy's Bedrock statement used wildcards…
A developer built Dukaan Sathi, an AI voice assistant for India's Kirana stores, in nine days as part of the Voice for Bharat Challenge. The multi-agent system handles inventory, escalations, and spea…
An engineer built Samar, an AI agricultural advisor voice agent for Indian farmers, in 10 days as part of Murf AI's VoiceForBharat challenge. The agent speaks Hindi and English, provides weather forec…
An engineer's checklist reveals why AI assistants often fail to cite web pages: crawlers like GPTBot, ClaudeBot, and PerplexityBot may be blocked by robots.txt or CDN settings, or pages may rely on cl…
A developer has created a toolkit to synchronize environment variables between the Claude Code CLI and the VSCode extension panel, addressing the issue that the panel ignores shell exports like ANTHRO…
Gowtham M. built MoneyBuddy, an AI-powered voice assistant for financial and government scheme information, during the 10 Days of Voice Agents — VoiceForBharat Edition. The project evolved from a simp…
A developer built RupeeGPT, a multilingual voice AI financial assistant for Indian users, in ten days. The system uses Deepgram for speech-to-text, Gemini for language understanding, and Murf Falcon's…
A developer has built MCP Code Review Server, an open-source Model Context Protocol server that runs code reviews locally on a developer's machine without uploading code to the cloud. The server integ…
A developer built SpeakEasy AI, a multilingual voice-based AI assistant for the Murf AI Voice for Bharat Challenge, designed to help users practice English through natural conversations. The agent sup…
A developer built Shiksha Vani, a voice AI literacy tutor for spoken English, as part of the 10 Days of Voice Agents challenge. The system uses LiveKit, Deepgram Nova-3, Gemini 1.5 Flash, and Murf Fal…
A developer built PawSense AI, a full-stack application that uses Google Gemini's multimodal vision to generate detailed canine profiles from photos, including breed analysis, personality archetypes, …
A developer built Saathi, a Hinglish-speaking voice agent for Indian Kirana stores, in ten days using Murf Falcon, Deepgram, Gemini, and LiveKit. The agent handles orders, checks stock, and escalates …
A frontend developer is building a browser engine in Rust as an educational project to rediscover the joy of coding in the age of AI. The developer, who has basic Rust knowledge, plans to use AI tools…
A developer built AapdaMitra, an AI-powered disaster response voice assistant for India, using Murf Falcon, LiveKit Agents, Google Gemini, and Deepgram. The assistant provides safety guidance, weather…
An engineer has built AI-Autofy, an AI customer-support SaaS using Django, RAG, and self-hosted LLMs. The architecture separates the AI inference layer from the main web application to allow independe…