Workday's Job API Returns Empty Results for Limits Above 20, No Error Given

How to Properly Benchmark a Unified LLM API for Invoice Data Extraction

Developers building Node.js invoice-extraction backends that route requests through a unified LLM API — supporting OpenAI, Claude, or Gemini via a single credential — must benchmark the full pipeline against both field-level quality thresholds and latency budgets before relying on it in production. A curated acceptance corpus of around 20 labeled documents, paired with reviewed expected outputs, can expose critical extraction failures that aggregate scores alone would obscure. Exact fields like invoice numbers and currency codes require normalized value comparisons, while latency should be measured at a percentile level rather than just an average to avoid masking slow outliers that could bottleneck support queues. Benchmark runs must use identical inputs, schema instructions, and retry policies across all candidate paths, and evaluators must distinguish between syntactically valid JSON and genuinely correct field extraction. The key takeaway is that a unified gateway's convenience — one API key and a clean interface — does not substitute for rigorous, representative testing against the actual documents a team processes.

bugsmash

How to Recover a Bricked Framework Laptop Using Built-In Tools

A Framework laptop that won't boot is often caused by BIOS corruption, a failed update, or misconfigured settings rather than permanent hardware damage. Framework laptops include a built-in recovery mechanism that can be triggered by holding a pinhole button on the device's underside while plugging in the charger, allowing the system to reflash the BIOS from a backup chip. If the built-in recovery fails, users can manually flash the BIOS by creating a bootable FAT32 USB drive using BIOS files and a flashing tool available on Framework's official support site. When software recovery methods are exhausted, reseating the RAM and storage modules is recommended, as loose components can also prevent the laptop from booting. Framework's user-serviceable design and support team provide additional options for diagnosing and resolving persistent hardware issues.

Developer builds Crisis Mode tool to guide users through sensory overload one step at a time

A developer working on a project called Masked But Aware has created Crisis Mode, a free browser tool designed to support people experiencing sensory overload. Unlike typical coping resources, it presents one small action at a time to minimise decision-making when cognitive capacity is limited. The tool includes ready-made messages users can show others to communicate needs without speaking, along with breathing guides and grounding techniques offered as alternatives rather than prescriptions. Its interface uses large controls, plain language, and restrained visuals to reduce the mental load of navigation. Crisis Mode is not a substitute for professional care, and directs users in immediate danger to crisis services such as 988 in the US and Samaritans in the UK.