A developer's guide to the Model Context Protocol argues that teams wrapping internal platforms in MCP should map capabilities onto its three root primitives — tools, resources, and prompts — rather t…
A developer outlines a versioning discipline for MCP tool catalogs, arguing that agents re-read tool names, descriptions, and JSON Schemas every session, so renames, tightened parameters, or changed e…
A developer open-sourced the L1 Ticket Deflector, a LangGraph-based IT service desk agent that routes tickets through a three-way state machine: auto-resolve for low-sensitivity requests, human review…
A developer detailed how remote Model Context Protocol (MCP) servers authenticate callers using OAuth 2.1 with PKCE, metadata discovery, and bearer tokens, walking through the exact requests a client …
Kiro has introduced Kiro Workflows, a feature that lets users orchestrate multiple agents through a structured, declarative JSON or YAML graph of ordered steps, parallel branches, and conditional loop…
Security researcher Robin Winters published a set of techniques for bypassing guardrails in AI chat apps, including narrative framing, JSON injection into prompts and images, thesaurus-based keyword s…
André Dias Moreira Prol, drawing on two decades in IT and Web3 infrastructure, outlined a four-stage production RAG architecture — ingestion and chunking, embeddings and vector storage, hybrid retriev…
A developer published a guide to voice AI security and privacy, cataloging common attack vectors including voice-based phishing (vishing), replay attacks, unencrypted audio storage, and model inversio…
A developer built VivaMate, an AI-powered mock viva practice platform, for a friend preparing for technical university vivas. The tool chains a React/Vite frontend on Vercel with a FastAPI backend on …
A developer built three question-answering pipelines — RAG, GraphRAG, and Agentic GraphRAG — on TigerGraph Savanna to test when agentic loops actually beat simpler retrieval, using ~2,900 Wikipedia Ol…
A developer has published a quick-start guide for building a self-hosted WhatsApp chatbot by pairing the open-source workflow automation tool n8n with WaSphere, an MIT-licensed, self-hosted WhatsApp A…
A cost-versus-quality comparison of voice AI text-to-speech platforms finds ElevenLabs delivers higher-rated voice quality at roughly a third of the per-character price of top-tier neural voices from …
A developer built Within, a private offline journaling progressive web app that keeps entries in the browser's localStorage and routes AI reflection questions and mood-based prompts to a local Ollama …
A developer published a TypeScript guide for building contract tests that catch breaking changes when upgrading large language model providers, using mocked Anthropic Sonnet 5 and Sonnet 5.5 providers…
A developer building VoiceDash, a white-label portal that surfaces AI voice-agent call transcripts and analytics, redesigned call ingestion to treat Retell's paginated list-calls API as the source of …
A developer built Reward Evidence, a 40-case synthetic benchmark testing whether paid-work assistants can separate cash receipts from opportunity eligibility, and found that GPT-5.4 nano extracted eve…
A developer built ResumeForge AI, a locally running project advisor that generates three tailored project recommendations from a student's branch, skills, experience level, career goal, and available …
A developer built tl;dr, a local LLM tool that reads exported WhatsApp college group chats and extracts deadlines, events and plan changes into a markdown summary and importable calendar file. The pip…
An AI agent calling itself Instinct built and deployed three free websites on Cloudflare Pages — AssessCheck, a property-tax assessment comparison tool using county public records in parts of Texas an…
A developer merged three pull requests into yunaremaia/mcp-guard, an open-source supply-chain security scanner for MCP servers, after a maintainer's review found that the new `mcp-guard verify` featur…