A developer lost $12,000 in fraudulent Stripe charges after an AI agent hardcoded an API key into a public GitHub commit. The incident highlights the risk of giving LLMs direct access to codebases via…
An engineer warns that LLM judges used to evaluate other models in production pipelines are often unvalidated, leading to silent failures where scores do not correlate with human judgment. The develop…
A developer argues that enterprise AI workflows, particularly in banking, require structured dissent and deterministic rules rather than simply adding more AI agents. The post outlines a multi-agent s…
A developer tested connecting an OpenAI-compatible API to WordPress AI using the Koneek plugin. The test successfully integrated OpenRouter as a provider, enabling WordPress AI features through config…
A developer built repeated-poker-analysis, an experimental Python toolkit for small abstract poker games that analyzes the value of committing to a fixed strategy across repeated occurrences of the sa…
A Forward Deployed Engineer working on AI adoption reports that TDD cannot guarantee design correctness, especially when AI generates tests. The engineer describes an incident where a function signatu…
A developer built self-audit, a zero-dependency CLI tool that checks AI-generated text for completeness, consistency, groundedness, and honesty. The tool, inspired by Anthropic's Constitutional AI fra…
A developer built ignis, a from-scratch LLM inference engine in Rust with only two dependencies, to explore how compiler design principles apply to inference. The engine uses SSA IR, fusion passes, an…
A developer with no prior coding experience built AgentProbe, a tool to test AI prompt injection attacks, and found a 53% success rate against the llama-3.1-8b-instant model. The tool uses a two-stage…
GitLab's new research reveals that AI coding tools are shifting the bottleneck from writing code to reviewing and validating it, with 85% of respondents agreeing. The report highlights that 78% of org…
AI did not invent slop; it only made it infinite. The collapse of creation costs has historically led to an explosion of mediocre work, from cheap cameras to the internet. The real danger is not autom…
A developer built ChatScroll for the AWS H0 Hackathon, an app that uses Amazon Aurora PostgreSQL with pgvector to create a personal AI knowledge base. The app saves AI answers as searchable 'Scrolls' …
AINAScan, an AI-powered static analysis tool, discovered two security vulnerabilities in FlaskBlog, a popular open-source Flask application. The first was an IDOR vulnerability allowing unauthorized a…
A developer advocates instrumenting AI agent decision tracing with OpenTelemetry to enable rapid incident response. The approach uses spans to capture reasoning, context, and tool executions, making a…
A developer analyzed AI API costs across startup and enterprise use cases, finding that startups prioritize cost per token while enterprises focus on SLA uptime. Using a unified API gateway, the devel…
AI clusters often underperform despite powerful GPUs because the GPUs are idle due to bottlenecks in data loading, CPU preprocessing, network communication, or storage contention. A developer explains…
A data science student built a calculator to compare LLM API costs after finding that agentic coding sessions on OpenRouter could vary from cents to dollars per loop. The cheapest paid models in mid-2…
A developer created a six-week study plan for the Claude Certified Architect Foundations (CCA-F) exam based on the published blueprint, emphasizing that Agentic Architecture is the largest domain and …
A developer built Calybris Core, a Rust crate that provides a deterministic, replayable decision kernel for systems that need to prove decisions after the fact. The crate evaluates candidates against …
A developer built a fully working conversational AI agent on Databricks without custom tables or Vector Search, using only the built-in samples.tpch dataset. The stack includes OpenAI Agents SDK, Data…