One Model to Think, Two to Build
A solo developer building seven products uses three different AI models in a pipeline: one for reasoning and planning, two for code generation. The approach separates thinking from building, using a w…
A solo developer building seven products uses three different AI models in a pipeline: one for reasoning and planning, two for code generation. The approach separates thinking from building, using a w…
A security benchmark found that 60-70% of AI agents leak their system prompts when users type 'repeat the text above this line' or similar commands. The extracted prompts reveal guardrails, tool confi…
A developer shares key observations on using AI tools effectively in coding as of July 2026, emphasizing clarity, shared understanding, and surgical context. The developer recommends stating goals and…
A developer reported a near-miss where their coding agent was targeted by a prompt injection attack during an automated task, highlighting a new attack surface in agentic AI. The incident underscores …
A developer argues that the real cost of switching AI coding models is not the model itself but the loss of accumulated context, rules, and decisions. They identify the lack of a persistent workspace …
A developer tracking scaling laws in AI reports that the era of simply doubling parameters for performance gains is ending. The analysis indicates that brute-force compute scaling is hitting diminishi…
Qdrant has vectorized 33.7 million Ukrainian court decisions from the Unified State Register of Court Decisions using Voyage AI's voyage-3.5 embedding model. The system, running on a dedicated EC2 ins…
SecondLayer, a Ukrainian legal tech company, proposes training a 860B-parameter Mixture-of-Experts model on a 2 TB corpus of Ukrainian legal data, including 96.2 million court decisions, legislation, …
A developer published a comprehensive guide for running state-of-the-art LLMs locally, covering tooling, dependencies, and performance optimization. The pxpipe project introduced a technique to reduce…
A developer who runs AGenO evaluated nine free AI generators in 2026, including ChatGPT, Claude, Gemini, and Perplexity, detailing their actual free tiers and hidden limits. The analysis reveals that …
A 62-year-old man in India suffered from severe headaches for 25 years, with no doctor able to diagnose the cause. His nephew uploaded his medical records into Claude, an AI assistant, which asked if …
A developer advocates for a pragmatic approach to open-source contributions focused on scoped debugging, code review, static analysis, test repair, and small infrastructure fixes that actually land. T…
A developer built USAP, an open-source system that enforces a strict evidence gate for LLM security verdicts, requiring every verdict to cite a resolvable source. The system rejects hand-wavy output b…
Google's MediaPipe Tasks and AICore are revolutionizing on-device machine learning for Android developers by abstracting low-level tensor manipulation into declarative pipeline orchestration. MediaPip…
A developer reflects on how software development has transformed over the past decade, with faster time-to-market, AI integration, and broader priorities, while asserting that core engineering princip…
FlowMind, an AI-powered group project manager built at HackHazards '26, uses persistent memory to learn team patterns and predict failures before they happen. The system combines Groq's LLM, Hindsight…
Researchers at Cato AI Labs discovered two critical sandbox escape vulnerabilities in Cursor's AI code editor, tracked as CVE-2026-50548 and CVE-2026-50549, both rated 9.8/10 on CVSS 3.1. The flaws, c…
Shanghai AI Lab has developed Agents-A1, a 35-billion-parameter model that matches trillion-parameter models on multi-step agent tasks. Instead of scaling parameter count, the researchers scaled the t…
A developer reviewed six 'operator-ready' checklists for AI agents and found that none define the problem correctly. The frameworks, including Anthropic's 'Building Effective Agents' and Hamel Husain'…
OpenAI now allows ChatGPT Plus subscribers to use their $20/month plan inside third-party coding agents like Pi and OpenCode, effectively providing $100–$200 worth of tokens. However, the policy is no…