A developer discovered that their macOS backup job had silently failed for three weeks because launchd couldn't write to ~/Documents due to macOS TCC permissions. The developer solved the issue by mov…
A developer has released binquery, a local Python CLI that indexes a user's video folder with ffmpeg and OpenCLIP, then encodes a natural-language query to return a shortlist of 8–15 candidate clips w…
A developer built FindMeJobs, a real-time job board watcher that alerts users the moment a matching job posting goes live. The system uses Cloudflare Workers and Queues to scrape job boards every few …
A developer outlines five methods for encoding tacit knowledge into security operations center (SOC) AI agents, emphasizing that the hardest problem is capturing the intuitive judgment of senior analy…
A developer building AI assistants for financial data identified three critical problems and their fixes: raw LLMs cannot be trusted for facts, provenance must be enforced, and multiple surfaces must …
Notion has repositioned itself as an operating layer for AI agents, launching Custom Agents in February 2026, a developer platform with Workers in May, and External Agents in July 2026. These features…
2Fin has launched a free public MCP server at taxmcp.ai2fin.com that grounds LLM tax queries in real data from 88 countries, with eight tools including tax rate lookup and income tax estimates. Every …
A developer argues that running recurring analysis as scheduled LLM prompts is flawed because the LLM's nondeterministic query generation confounds metric changes with query variations. The proposed f…
A developer outlines tenant-aware guardrails for building cost-effective invoice retrieval-augmented generation (RAG) systems in Node.js, emphasizing that every indexing and retrieval decision must be…
A developer built a TypeScript coordinator for Tencent RTC voice companions that gives users explicit control over conversational turn-taking, addressing the problem of automatic endpoint detection in…
A developer built sentrymcp, a static and runtime security scanner for MCP servers, in Rust. The tool detects code vulnerabilities, tool poisoning, and missing authentication, and includes a runtime p…
A developer detailed the need for an explicit clock-skew budget in AI agent schedulers, arguing that relying solely on cron expressions or wall-clock time can cause jobs to run twice, never run, or ex…
A developer's guide explains that tokens per second (tok/s) benchmarks for local LLMs can be misleading, as the same model can show vastly different speeds depending on concurrency. The article highli…
A developer discovered that their AI-powered git commit script was silently incurring high costs due to hidden context tokens. By switching the Claude CLI output to JSON, they found that a four-word p…
A developer argues that the term 'agent' is being overused, leading to engineering mistakes, and proposes a precise definition: an agent has an objective, decides what to do next, handles failure, and…
Developer Simon Liu released open-doc, a framework that lets coding agents like Antigravity fully own document layout and generation. Inspired by the open-slide project by 1weiho, open-doc embeds agen…
A developer's guide highlights the overlooked security risk of unsanitized LLM outputs, proposing a Zero Trust egress filter between models and downstream systems. The article details four attack patt…
A developer warns that customer-facing AI systems are vulnerable to prompt injection attacks, where malicious instructions hidden in user messages or retrieved content can manipulate language models i…
A data scientist at an unnamed company cut AI API costs by 95% by analyzing six months of logs and implementing a model-routing pipeline that matches each request to the cheapest adequate model. The a…
A developer has introduced the Dog5pk Production Protocol (DPP), a platform-independent standard for human-AI production work that distinguishes finished-looking output from genuinely finished work. V…