SEC Filings Show AI Hallucination Disclosures Are Inflated by Pharma Reports

·2 views

An analysis of SEC annual filings on EDGAR found a seemingly sharp rise in companies disclosing AI 'hallucinations,' climbing from 30 filings in 2022 to 166 so far in 2026. However, the 2022 baseline predates ChatGPT's November launch, exposing a flaw in the raw count. Many early filings came from pharmaceutical companies using 'hallucinations' as a clinical symptom description, not an AI risk disclosure. Even after refining the search to include 'artificial intelligence' alongside 'hallucinations,' pharma filings still outnumbered software companies 29 to 10 in 2026. The investigation highlights how keyword-based data analysis can produce misleading trends when the same term carries different meanings across industries.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Gen Z Drives Renewed Interest in Cinema Attendance

A report from The Economist published on August 11, 2026 highlights a resurgence of moviegoing among Gen Z audiences. The trend suggests that younger viewers are increasingly choosing to watch films in theaters rather than exclusively on streaming platforms. This shift marks a notable change in viewing habits for a generation that grew up with on-demand digital content. The reasons behind this renewed interest in cinema have been explored in the article, though specific data points were not available from the source provided.

0 comments Read more at Hacker News

ProgrammingDEV Community ·

Circuit Breaker Pattern Explained: How It Prevents Cascading Failures in Apps

The Circuit Breaker pattern is a software resilience technique that stops an application from repeatedly calling a failing or unresponsive service. Without it, failed requests can pile up, exhaust connection pools and worker threads, and cause a cascading failure that brings down multiple services. The pattern works by monitoring service health and switching between three states — Closed (normal operation), Open (requests blocked), and Half-Open (recovery testing). It is especially critical in microservices architectures, where a single dependency like a payment or authentication service going down can destabilize an entire application. By cutting off calls to an unhealthy service early, the circuit breaker gives it time to recover while keeping the rest of the system responsive.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Tutorial Builds Voice-Based Depression Risk Tracker Using Wav2Vec 2.0 and FastAPI

A developer tutorial published on DEV Community outlines how to build a privacy-focused mental health monitoring pipeline using Meta's Wav2Vec 2.0 model and FastAPI. The system analyzes raw acoustic features — such as pitch variance, prosody, and speech rhythm — from daily voice memos to estimate depression risk without transcribing any spoken words. Audio is resampled to 16kHz, processed through a fine-tuned emotion recognition model, and scored via a custom risk index before being served through a REST API endpoint. The privacy-first design keeps speech-to-text conversion out of the pipeline entirely, relying instead on hidden states from the neural encoder to capture emotional patterns. The tutorial requires Python 3.9+, HuggingFace Transformers, and Docker, and is intended as a high-level implementation guide for developers exploring affective computing.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Newsletter Apps Lock Your Subscriptions to Their Email Address, Not Yours

Popular newsletter reader apps like Meco, Digest, and Readwise Reader assign users a platform-specific email address to collect subscriptions, creating hidden switching costs. Because each newsletter subscription is stored in the publisher's database tied to that app-provided address, users cannot export or view their full subscription list. Switching to a different reader app means manually re-subscribing to every newsletter from memory, often losing track of infrequent but valued publications. A practical workaround is to subscribe using a personal email address — either a custom domain alias or a Gmail account — and forward incoming newsletters to whichever reader app you currently use. This approach keeps the subscription list under the user's control and makes changing tools as simple as updating a forwarding filter.

0 comments Read more at DEV Community