A developer outlines a production readiness checklist for AI systems after proof-of-concept, emphasizing that infrastructure layers—data pipelines, architecture, and monitoring—are more critical than …
A developer shares five patterns for designing tools that large language models can reliably call, based on lessons from the Claude Certified Architect Foundations exam. The patterns include writing t…
A developer built VisaTrack, an AI-powered visa document tracker using Django, Aurora PostgreSQL, and React. The project required a custom Django database backend to handle IAM authentication, as the …
AgentGuard, an open-source static analysis tool for AI agent vulnerabilities, uses regex-based rules to detect prompt injection and other flaws in source code. Its creator, Dockfix Labs, is developing…
Dockfix Labs released AgentGuard, an open-source static analysis tool that scans AI agent codebases for all 10 OWASP Agentic Security Initiative risks, including prompt injection, tool abuse, and data…
An engineer warns that large-scale use of AI agents quickly exhausts token and budget limits, leaving users locked out. The developer advocates treating agents as mentees to improve code quality and e…
A developer built legacydoc, a tool that generates documentation for undocumented code by pasting code into a web interface. The tool uses an API running on AWS Lambda to process code and return struc…
MeghRoop Tech Blog reports that after building over 50 AI systems, the team has identified prompt injection as a critical vulnerability in LLMs. Prompt injection exploits the inability of LLMs to dist…
A developer team accidentally built a multi-agent system when a single-agent monolith grew unmanageable. They now use patterns like supervisor-worker, pipeline, and event-driven coordination to manage…
A developer created a new benchmark for evaluating AI agent monitors, finding that standard scoring methods are gameable—a coin flip achieves an F1 score of 0.88. After correcting the metric to reward…
A developer building the V.E.L.O.C.I.T.Y.-OS bare-metal kernel implemented a double-buffered graphical user interface called Synaptic Canvas GUI, running on UEFI GOP framebuffer without floating-point…
A developer reports losing $2,890.35 to the fraudulent platform crookcrypto.xyz, which uses a malicious interface to mimic a legitimate DeFi trading portal. The scam lures victims with promises of uti…
A developer built Branch Agent, a system that applies Git-style branching to LLM conversations, enabling users to fork, branch, and merge AI conversations with different models, prompts, and providers…
A 2026 guide compares AI coding subscriptions, highlighting a shift to credit-based pricing. Platforms like OpenCode, Kilo, and GitHub Copilot offer varying plans, with OpenCode Go at $10/month and Ki…
OpenAI's Trusted Access for Cyber program introduces identity-gated refusal tiers for AI security tools, shifting trust from prompt analysis to authenticated user identity. The system uses claims-base…
Engineers at narrivo highlight the problem of overfitting in large language models, particularly in Retrieval-Augmented Generation (RAG) evaluation. They explain that overfitting causes models to perf…
A developer discovered that using OpenAI's tiktoken tokenizer to count tokens for Claude models leads to a 15-20% undercount, causing inaccurate cost estimates and context budgets. The correct approac…
A developer mapped ten distinct levels of AI skill construction, from a single prompt file to a full business closure system, based on a year of building AI agent skills for enterprise clients. The de…
The team Risers built MemoCode AI, an enterprise AI agent with persistent memory for software engineering assistance. The system remembers past conversations and project context to help developers wri…
The US government ordered OpenAI to restrict the release of its new GPT-5.6 model, allowing access only to government-approved partners. The directive, issued by the Office of the National Cyber Direc…