A developer observes a decline in readership for technical articles on dev.to, attributing it to the rise of AI-generated summaries and snippets that reduce the need for full reading. The developer no…
A team of developers built FRA Atlas, an AI-powered WebGIS and decision support system for India's Forest Rights Act, 2006, for the Ministry of Tribal Affairs. The project integrates a district-level …
Railway's 2026 reliability record makes it a risky long-term platform choice for production AI apps, according to a developer's analysis. A May 19-20 outage caused by Google Cloud account suspension l…
A developer argues that the habit of small talk and open communication within teams is crucial for ethical AI adoption. The developer emphasizes that sharing failures, successes, and ethical dilemmas …
A developer built Syllabix, a progressive web app that generates curriculum-aligned lesson plans and copy notes for Nigerian teachers. The tool maps to NERDC/UBE and WAEC/SSCE curricula, reducing less…
APC and APX, two layers of a developer toolchain, use a stable 'agent slug' as the smallest handoff key between portable project contracts and local runtime state. The slug, defined in APC's structure…
Lilian Weng published a survey on harness engineering for self-improving agents, documenting how agents that optimize their own scaffolding face provenance and trust issues. The Darwin Gödel Machine p…
A CTO evaluated four Chinese LLM families—DeepSeek, Qwen, Kimi, and GLM—for production use at scale, finding that DeepSeek V4 Flash offers the best overall value at $0.25/M tokens, while Kimi K2.5 exc…
A developer built agent-redteam, a local adversarial harness that uses Claude to pentest a production copilot over a regulated document store. The tool only reports exploits it can prove via determini…
A developer argues that in-app support flows in delivery apps are critically undertested, as chatbot trees, live agent handoffs, and refund logic change frequently without triggering regression runs. …
A developer traces the evolution of AI interaction design from prompt engineering (2022-2024) through context engineering (mid-2025) to loop engineering (June 2026), arguing each rename reflects a gen…
A second-year Computer Engineering student built Aigris, an experimental on-device AI cybersecurity agent for Android that detects phishing, malicious links, and social engineering attacks while prese…
A developer released rubric-bench v0.1, a TypeScript library and CLI that treats LLM judges as code under test by running regression tests against a golden set of cases. The tool, which scored 95.8% o…
A developer built the first version of SiteGen AI, an application that generates websites from user prompts using FastAPI and the Gemini API. The initial prototype, though imperfect, proved the concep…
Cloud-connected Software as a Medical Device (SaMD) enables real-time data synchronization, AI-driven decision support, and remote patient monitoring. Building such applications requires expertise in …
Scalekit ran 75 benchmark runs comparing CLI and MCP agents on identical GitHub tasks, finding CLI was 10 to 32x cheaper and 100% reliable, while MCP hit only 72% reliability. Perplexity's CTO reporte…
A project manager at an IT company describes how using LLMs like Claude Code to build services with a single manager instead of a full dev team shifts project management from Agile toward Waterfall. T…
Werner Vogels, CTO of AWS, introduced the concept of 'Verification Debt' during his re:Invent 2025 keynote, describing it as the growing gap between the speed of AI-generated code and the capacity for…
A developer built Phantom Protocol, a multi-agent autonomous outreach system, to solve personal consistency problems in client acquisition. The system uses Qwen3.7 via Alibaba Cloud's DashScope API, w…
A developer argues that the future of LLM usage lies in loops rather than single prompts, citing that products like Claude Code, OpenAI Codex, and Cursor Agent already operate on iterative loops that …