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1032 postsWhy PDF Ingestion, Not the LLM, Broke a Banking RAG Chatbot
How PDF extraction, broken tables, OCR, and chunking issues nearly derailed a production banking RAG chatbot pipeline.
8 security layers for an MCP marketplace: what each one catches
A developer built 8 defense-in-depth security layers for an MCP marketplace after a trojan slipped through — here's what each layer actually catches.
The Acknowledgment Gap: How Event-Driven Systems Silently Lose Messages
Why do event-driven systems silently drop messages between acceptance and completion? A deep dive into the acknowledgment gap and its fixes.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comOpen AI-Agent Incident Database Lists 32 Failures, Admits Its Gaps
ARE Incident Database catalogs 32 real AI agent failures mapped to OWASP ASI Top 10, with runnable repros and honestly flagged coverage gaps.
Local Model Showdown Round 9: Qwen 3.6, Nemotron, Qwythos Coding Test
Five LLMs face off on a real coding task via llama.cpp on an RTX 5090 in Round 9 of the Local Model Showdown series.
Does the Harness Come Before Pretraining? A Data Flywheel View
An analysis of how AI agent harness design and pretraining are interdependent, shaping data flywheels and model biases in coding agents.
Tracing Async AI Agents: Manual OpenTelemetry Propagation with SigNoz
How to fix broken OpenTelemetry traces in async AI agent pipelines using manual context propagation and SigNoz, from queue to LLM call.
The Real Divide in AI Verification: Code vs. Judgment
An AI agent's false 'I will remember' claim exposed why code-based gates, not judgment calls, are needed to verify agentic AI workflows.
GitHub Copilot Now Catches Vulnerabilities Before You Commit
GitHub Copilot's new slash command scans uncommitted code for OWASP vulnerabilities like injection and XSS before it ever reaches your repo.
PDF Forensics Exposes Forged Proof-of-Funds Letters in Crypto OTC
Crypto OTC desks lack automated checks on proof-of-funds PDFs. Forensic patterns reveal how forged bank letters slip past compliance and how to catch them.