A technical blog post examines TypeSafe's new Jev system, a 'System One Model' that converts unstructured input into typed decisions with attached probability scores instead of generating text. The author argues Jev is genuinely useful because it works without requiring training data, unlike a fine-tuned BERT model, but disputes TypeSafe's claim that its RLCD training method produces probabilities that are truly calibrated across any dataset.
alexmolas.com
· 2026-09-23
Roku TVs offer several picture modes accessible via the remote's star button, including Standard, Movie, Vivid, and Roku Smart Picture, each affecting color saturation, brightness, and processing differently. Users can further adjust brightness, contrast, sharpness, and backlight in the Customize picture menu to fine-tune image quality beyond the preset modes.
engadget.com
· 2026-09-22
A technical essay examines why using large language models directly as classifiers is frustrating despite decent performance, citing problems with calibration, inability to reliably use structured data or context, and limited interpretability of prompt-following behavior. The author suggests reframing the role of LLM outputs entirely rather than treating them as final classification decisions.
minimallysufficient.com
· 2026-09-17
The author has rebuilt an AI-generated code comment detector, previously trained on private data with an unstable foundation, using only public data and a more solid architecture. The new tool runs entirely in the browser, processes pasted text locally without sending it to a server, and offers an interactive interface that highlights which text features drive its human-vs-robot judgment.
entropicthoughts.com
· 2026-09-09
A hobbyist purchased a Tektronix TDS7104, a 1 GHz, 4-channel oscilloscope from the early 2000s, at a Silicon Valley flea market for $300 after negotiating down from $700. The unit initially powered on and ran fine, but hours later it failed to boot properly, throwing a CMOS battery error at the BIOS screen. The author documents the process of diagnosing and repairing the aging instrument to restore full functionality.
tomverbeure.github.io
· 2026-09-01
GoKawiil