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llm
473 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.
Open 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.
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.comDoes 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.
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.
LLM Latency Budgets: Speed Up AI Workflows Without Guesswork
A practical guide to building stage-level LLM latency budgets, workflow classes, and runtime enforcement for reliable AI products.
Study Finds 38.9% of AI Coding Agent PRs Contain Security Smells
Large-scale study of AI coding agent PRs finds 38.9% contain security smells, with most leaked credentials introduced by human developers, not AI.
Open-Source AI Incident Commander Hits 88% on 15 Real Outages
An open-source AI incident commander CLI passed 88% of checks across 15 real outages, running locally at near-zero cost with human approval gates.
Graphify Turns Codebases Into Knowledge Graphs, Cuts Tokens 71x
Graphify converts codebases into knowledge graphs, cutting per-query token usage by 71.5x. An open-source tool with 86k+ GitHub stars.
Qwen wrote its own app: why QuotePilot still needs a human approval gate
QuotePilot: an app Qwen models largely wrote and run, built around Decimal-based pricing and a mandatory human approval gate.