A developer shared techniques for making AI-written content sound more human, including a burstiness pass to vary sentence length, a contraction replacement engine, injecting specific numbers, and a b…
A developer identified a 'confused deputy' vulnerability in the Model Context Protocol (MCP), where the protocol fails to provide cryptographically attestable provenance for tool results, enabling ins…
A deep tech recruiter warns that most companies are building AI agent teams with the wrong hiring criteria, focusing on LLM knowledge rather than systems thinking and failure-mode analysis. The recrui…
A developer argues that AI validators which automatically fix the issues they flag undermine governance and audit trails. The post praises concepts like verification debt, inner/outer loops, and shado…
A developer benchmarked 15 AI models on speed and cost through Global API's infrastructure, finding that Qwen3-8B delivers 70 tokens per second at $0.01 per million output tokens—99% cheaper than prem…
A developer describes how a Vietnamese bank's AI compliance assistant began hallucinating regulatory penalties not found in any source document, a failure that went undetected for a month because the …
An indie hacker spent a month testing Chinese AI APIs from DeepSeek, Qwen, Kimi, and GLM, finding that DeepSeek V4 Flash offers 95% of GPT-4o quality at 2.5% of the price. The developer recommends Dee…
A developer created an AI-assisted Architecture Decision Record (ADR) template that uses large language models to generate documentation in 3-5 minutes instead of 30-40. The template covers ADR struct…
An engineer at Vinkius argues that developers should stop writing custom API wrappers for Anthropic and instead use the Model Context Protocol (MCP) server, which turns the Messages API into a set of …
Condense offers a Bring Your Own Cloud (BYOC) model for real-time data streaming that keeps data within the customer's cloud while the vendor manages the control plane. This approach reduces cloud egr…
A developer created IntelligenceMax, a reasoning gym that uses frontier models to generate fresh distinction-style items for deliberate practice. The project includes an evidence-ranked public map of …
A veteran engineering lead with 25 years of experience built an AI-native procurement tool end-to-end, mostly solo, to understand AI tools by using them. The developer found that Gemini failed to pass…
A developer reports three persistent product bugs in Anthropic's Claude AI assistant: a login UI state management issue where a verification link is mislabeled as a code, a broken account recovery lin…
An engineer known as P posted a detailed model configuration on DEV.to, deliberately including a fake version tag to test if Finova's engineers were monitoring public forums. Within 24 hours, Finova's…
A developer building a serial fiction project called Applied Yarns has created an LLM editorial pipeline using Claude Code to help polish raw freewrites into publishable dispatches. The pipeline enfor…
Robbyant has released LingBot-Video, an open-source Mixture-of-Experts (MoE) video generation model designed for embodied intelligence. The model achieves a top score of 0.620 on the RBench Leaderboar…
A developer built the Adversarial Resilience Score (ARS), a new metric for AI-generated code that measures how resilient code is against adversarial attacks. ARS is computed as the mean of per-attack …
A developer created Moji, an open-source desktop application that opens Markdown files with the same convenience as PDFs, rendering them immediately without requiring a code editor. The tool, availabl…
NodeMaven offers residential proxies with a global pool of over 30 million IPs, enabling developers to build more reliable web automation, AI agents, and data collection workflows. The proxies support…
A developer released skill-auditor v0.1.0, an agent-agnostic CLI tool that scans AI agent skill collections for structural integrity, broken references, and hardcoded secrets. In a real audit of 200 H…