The Groundy archive · Page 5 of 34
Browse Groundy's complete archive of 797 articles on AI, developer tools and infrastructure. Page 5 of 34.
97–120 of 797 articles · Newest first
EU AI Act duties for open-weight models hinge on role classification, not price. Fine-tuning Qwen or mirroring Llama requires determining if you are a provider, deployer, or.
Qwen's 1M context claim rests on unverified vendor posts. Audit retrieval scaffolds against native models using your own multi-hop evals before paying for frontier API tokens.
Map LLM uncertainty methods to deployment gates: abstain, route, or block. Semantic entropy costs 14.27s per query; conformal prediction forces threshold rebuilds. Single un-.
Flat RAG fails on similar-document corpora due to scope confusion and entity conflicts. HiQA proposes hierarchical augmentation, but hybrid retrieval remains the cheaper, unme
Cloud-OpsBench shows top AI agents hit 76% accuracy but only 38% evidence closure. SRE teams should gate agent autonomy on proof, not guesses, using local fault injection.
Cloudflare's agent telemetry is unverified, but declared bot preferences only bind opt-in crawlers. Real enforcement of rule-ignoring scrapers happens at the edge, not in text
A preprint proposes task-scoped authorization for AI agents, replacing standing OAuth grants with natural-language slices that expire when the task ends. The design shifts the
A new arXiv audit shows attention masks miss causality leaks in state-space models. Run a two-pass check before trusting prefix caches on hybrid stacks.
VGI-Bench scores Seedance 2.0 at 51.0% on visual intelligence, exposing a gap between photorealism and grounding. Synthetic video requires external validation to verify causal
HiFi-KPI shows LLMs fail hierarchical KPI extraction from filings, with errors in dates and segments. Finance teams should fund schema design and validation layers, not just a
ICPR 2026 benchmark shows text similarity fails to detect formula corruption in PDFs. Use LLM-as-judge validation to gate RAG ingestion and prevent silent retrieval errors in
GDPR erasure demands hit LLM weights, but retraining is the only defensible fix. Behavior-level unlearning passes probes without proving data is gone, leaving compliance teams
Bias audits certify frozen models; ethics audits trace lifecycle intervention points. Contract for pipeline instrumentation to catch downstream harms that disparity metrics on
A new preprint proposes CJSD, a two-discriminator test that separates covariate shift from concept drift. This distinction determines whether to retrain or recalibrate, fixing
Transformers.js v4 claims npm-native inference, but verified evidence favors Ollama or llama.cpp sidecars for offline operation and MoE model support in Node CLIs.
MobileForge shows AI apps compile but fail navigation. Shift review from screenshots to project-level state tests to ship reliable generated frontends.
AgentOCR renders agent history as images to cut tokens, but unverified savings and lost auditability make external state the safer choice for long-horizon agents.
A user-reported 10x charge on AWS Bedrock remains unconfirmed by OpenAI or AWS. This runbook reconciles Codex client logs against provider metering to isolate cache misses, or
Cloudflare's one-click Access for internal apps fixes auth and inventory but ignores data egress. Learn why identity fronting fails to govern citizen-built AI tools.
Cloudflare claims FedRAMP Class D status, but the Marketplace shows no listing. This guide maps edge security layers to impact levels and compares latency costs for.
LLM decode speed tracks memory bandwidth, not TFLOPS. When VRAM fills, reads shift to PCIe, causing a throughput cliff. Use this bandwidth budget worksheet to plan KV cache.
DiverValue-Bench scores LLM value divergence across 74 markets using 23,763 instances. It reveals that passing bias audits does not ensure value alignment, forcing deployers.
arXiv 2602.07104 shows 3D object placement injects instructions into multimodal agents, bypassing text and image filters. Teams must gate modalities and scope actions to.
Cloudflare's task-based OAuth consent moves authorization from install time to runtime. Compare blast radius, revocation, and fatigue to redesign agent API security.