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2695 postsEvaluation Debt: Why Offline Agent Evals Fail in Production
Why offline eval frameworks miss real production failures in AI agents, and why session-based observability is replacing static test suites.
Your AI Visibility Score Is Probably an Artifact
A 1,790-query audit finds most AI-visibility scores are artifacts, exposing why blending branded/unbranded prompts and single-engine scores mislead teams.
GhostCommit: the image-based exploit AI code reviewers miss
GhostCommit hides malicious instructions inside PNG images to bypass AI code reviewers like Cursor Bugbot and CodeRabbit undetected.
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.comA Unified Framework for Self-Improving Agent Systems
A conceptual framework unifying Skill evolution, harness adaptation, and self-referential evolution in self-improving AI agent systems, beyond model weights.
LiteLLM's AI pricing table's only test is jq empty
LiteLLM's widely-reused AI pricing table is validated only by jq empty — no source checks, no dates, no history. Here's what engineers should know.
Reliable Browser Testing Is About State, Not Clicking
Reliable browser testing depends on managing dynamic forms, parallel CI, feature flags, and multi-tenant permissions—state control matters more than clicks.
Beyond CRUD: personal projects that prove real architecture skills
A look at why generic CRUD portfolios fall short, and how event-driven architecture, infrastructure-as-code, and decoupled AI integration better demonstrate senior engineering skill.
GLM 5.2 and the Open-Source Shakeup of AI Profit Margins
Zhipu AI's open-source GLM 5.2 rivals GPT-4o performance via MoE architecture while slashing inference costs, reshaping AI's profit margin economics.
PixelRAG: Retrieval-Augmented Generation Without Text Parsing
PixelRAG retrieves and reads web pages as screenshots instead of parsed text, outperforming text-based RAG across a 30-million-image Wikipedia datastore with notable efficiency gains.
Building a Deal Finder Bot from Catawiki's Expert Estimate Data
Catawiki quietly embeds expert price estimates in its NEXT_DATA JSON on every lot page. Here's how that discovery became a live deal-finding Apify Actor for auction bidders.