An engineering team rebuilt an incident detection system after initial failures where engineers trusted the system's top hypothesis only 35% of the time. The key lesson was that system context—such as…
Serverpod is an open-source backend framework that enables developers to build the entire stack in Dart, eliminating the need to switch between languages for client and server code. It generates type-…
A developer reused an existing dashboard cache to show a pending-plugin-count badge on each site's plugin button, avoiding a new API endpoint and doubling state management. The badge reads from the sa…
A developer built a Retrieval-Augmented Generation (RAG) pipeline to convert unstructured medical PDFs into a structured, queryable Electronic Health Record (EHR) knowledge base using FHIR standards. …
A developer explains how agentic AI differs from standard conversational models by executing multi-step tasks with self-correction. Using the ReAct framework, agents break goals into sequences of acti…
The PromptEval Prompt Quality Report scored over 1,000 real prompts across 12 use cases, finding an average score of 52 out of 100 and only 8% reaching "good" (75+). The strongest predictor of a good …
A developer building Lynkr, an open-source LLM router, explains why routing coding-agent requests to cheap local models often breaks agentic sessions. The root cause is that static routing rules measu…
A developer's memory engineering system for AI assistants uses a promotion lifecycle with explicit rejection rules, treating memory like code review. The system, documented in 'ai-assistant-dot-files'…
A developer deployed a coding agent that scored 94% on an industry benchmark but failed in production on the first real edge case because the benchmark measured single-turn success while actual work r…
A developer building DumbQuestion.ai added a new 'Startup Roast' feature that roasts startup pitches with market-aware context. The feature was implemented quickly because the codebase used configurab…
Nuxt, the Vue-based full-stack framework, has evolved significantly with version 4 and the upcoming Nitro v3 engine, offering convention over configuration and a platform-agnostic server engine. Its s…
MarketNow built a 6-layer audit pipeline called Sentinel that tests for 7 of the 10 OWASP MCP Top 10 risks. The pipeline uses active probes, sandboxing, dependency scanning, and weekly re-audits to de…
A developer created a Context Engineering Framework that treats the AI context window as a budget rather than a junk drawer. The framework, hosted in the ai-assistant-dot-files repo, defines canonical…
A developer built MarketNow, a marketplace that security-audits every MCP server before listing, after 30 CVEs were filed against MCP servers in 60 days. The audit pipeline, Sentinel, includes static …
A developer building MarketNow, a marketplace for MCP servers, shares findings from auditing 8,764 MCP servers using gVisor for sandboxing. They found that about 50% of MCP servers fail to start under…
A developer compared four MCP server marketplaces: Smithery, Glama, PulseMCP, and MarketNow. MarketNow, built by the developer, is the only one that security-audits every server, using a 6-layer pipel…
Hyperagent, an AI agent platform offering signup credits, faces lookalike domains and scams. A developer outlines a 60-second verification process: check official social media or news for the real dom…
A developer at Betsson built an ontology-based knowledge layer for coding agents, replacing vector search with structured retrieval. The approach cuts token costs and improves precision by giving agen…
Elina Berzina published a blog post on building an MVP research wiki using Hermes Agent and Gonka Router, focusing on achieving cheap AI inference for Hermes.…
A developer built an LLM-based filter for financial news that prioritizes a low false-positive rate over recall, accepting silence on borderline cases to avoid forwarding wrong information. The filter…