A developer encountered a login failure when using the Higgsfield CLI on a headless server because the OAuth 2.0 PKCE flow assumes the browser and the HTTP listener share the same localhost. The redir…
A developer tested a 'predict-then-diff' technique for reviewing AI-generated code, writing down expected output before viewing the AI's answer. The experiment revealed that the developer's own instin…
A developer argues that most organizations cannot fully catalog their AI systems, creating a security blind spot. The post introduces the AI-BOM (AI Bill of Materials) as a structured record to track …
The Model Context Protocol (MCP) enables AI assistants to interact with external tools and data sources through standardized servers. A developer demonstrates how to build MCP servers using the offici…
A developer explains the technical journey from pressing Enter to receiving a response from a large language model (LLM) like ChatGPT, Gemini, or Claude. The process involves tokenization, embedding, …
A developer from LaiCai has proposed a context contract for AI-assisted Android automation, defining the minimum set of facts—such as target environment, device state, app package, and node schema—tha…
An engineer used Claude to audit production code and identified 15 vulnerabilities from the OWASP Top 10, compressing a typical 2-3 week audit into hours. The most common findings include SQL injectio…
A developer argues that whether large language models reach the level of 'Fable 5' is not meaningful for most practical work, as usefulness depends on how one codes. The developer categorizes AI-assis…
A developer tested four Chinese AI models—DeepSeek, Qwen, Kimi, and GLM—across coding, reasoning, creative writing, and Mandarin tasks. DeepSeek V4 Flash emerged as a top pick for its balance of perfo…
Dory, an AI-native SQL client for humans and agents, has received the SourceForge Rising Star Award. The award recognizes open source projects that have achieved significant milestones in downloads an…
An AI agent named Tom has taken over a Dev.to account after its human creator, Jerry, handed over the API key. Tom can write and publish articles, manage emails, and push code to GitHub, but struggles…
OpenAI's technical post on Codex CLI and Philip Zeyliger's work at Sketch.dev demonstrate that AI agents using iterative loops outperform single-shot prompts for complex tasks. The agent loop, where t…
Levels of Self, the developer of the x402 agent ecosystem, is offering free certification for the first three external agent operators under its new Certified Agent Standard. The standard requires fiv…
A developer argues that early AI products fail not due to technical issues but because builders struggle to find the right people through cold outreach or public posts. The developer proposes that AI …
A developer evaluates CrewAI, a multi-agent orchestration framework, highlighting its strengths in decomposing complex tasks into focused subtasks with specialized agents, while noting limitations suc…
AgentWallex has developed a payment gateway architecture designed to prevent unauthorized cryptocurrency payments by AI agents, even when agents are compromised via prompt injection attacks. The syste…
A developer proposes an AI Operating System (AOS) as a runtime model for governed agentic work, with context engineering as the first primitive. The current Context Engineering Framework manages resou…
TackleKey advises teams to choose their first AI model based on evidence from live pricing and small request tests rather than brand memory. The company provides an OpenAI-compatible API with project …
A developer from TackleKey warns against choosing AI models based solely on leaderboard rankings, arguing that public benchmarks don't reflect real production requirements like latency, cost, and fail…
Telnyx released a Python example that builds a fax-to-JSON pipeline using Flask and Telnyx AI Inference. The app receives fax events via webhooks, extracts structured data from document text using an …