CommunityJul 11, 20262026-07-115 minVerified
Do Higher LLM Scores Really Signal Approaching AGI
Public research suggests rising LLM scores reflect tools, memory, and planning systems, not a simple march toward AGI.
SourceJul 8, 20262026-07-085 minVerified
Control AI Data Risks by Storage Path
How to separate session, RAG, and model parameter paths in generative AI to design confidentiality, deletion, and audit controls.
SourceJul 7, 20262026-07-074 minVerified
Designing Organizational Memory for Agentic Process Execution
Agent bottlenecks are not just reasoning. Separate organizational knowledge into memory layers for reliability and control.
CommunityJul 6, 20262026-07-064 minVerified
AI Search Speed Gains and Verification Tradeoffs
AI search can speed up answers, but citations, data, and technical details still require direct source verification.
SourceJul 4, 20262026-07-044 minVerified
ReContext Makes Long Context Actually Usable in Reasoning
ReContext highlights that long-context value depends on reusing evidence already in the prompt, not just larger windows.
SourceJul 3, 20262026-07-036 minVerified
Context Governance for Verifiable AI Agent Knowledge
How ContextNest frames context governance with a verifiable knowledge vault layer for auditable AI agents beyond retrieval quality.
SourceJul 2, 20262026-07-024 minVerified
Interpreting RAG Retrieval With Sparse Autoencoder Features
Explores using sparse autoencoders to disentangle dense RAG embeddings for interpretable retrieval analysis and steering.
SourceJun 29, 20262026-06-294 minVerified
LLM Data Fusion for Single and Multi Truth
A look at using LLMs for single- and multi-truth data fusion, with implications for RAG, memory, and data quality.
SourceJun 26, 20262026-06-265 minVerified
KARLA Rethinks Retrieval During Token Generation for LLMs
KARLA explores retrieving facts during token generation, reframing RAG tradeoffs around noise, latency, cost, and attribution.
SourceJun 26, 20262026-06-264 minVerified
Temporal Validity Challenges in RAG and Evolving Knowledge
How RAG mixes past and current facts, causing stale-fact errors, and why temporal validity matters in retrieval.
CommunityJun 25, 20262026-06-254 minVerified
Beyond RAG for Domain-Specific LLM Decision Tasks
RAGBench and LegalBench show why enterprise LLM evaluation must separate retrieval quality from domain-specific judgment.
SourceJun 4, 20262026-06-045 minVerified
Structure-Aware Retrieval Matters for Enterprise Document RAG
In enterprise document RAG, retrieval granularity often matters more than reasoning. Why structure-aware search helps.
SourceMay 30, 20262026-05-304 minVerified
DistractionIF Exposes Hidden Instruction Risks In RAG Systems
DistractionIF shows how RAG systems misread instruction-like noise in documents and why pipeline design matters.
SourceMar 27, 20262026-03-275 minVerified
RAG Security Risks From Combined Injection And Poisoning
Examines security risks in RAG when prompt injection and database poisoning combine across retrieval and indexing.
SourceMar 12, 20262026-03-124 minVerified
Epistemic Stability For Industrial LLM Hallucination Control
Industrial LLM hallucinations framed as a reproducibility problem, comparing five prompt strategies to reduce output variance across repeated runs.
SourceMar 10, 20262026-03-104 minVerified
Grounding Self-Driving Explanations With Retrieval-Augmented Demonstrations
RAG-Driver grounds driving explanations with retrieved expert demonstrations via RA-ICL, but evaluation still relies on BLEU, METEOR, and CIDEr.
CommunityMar 9, 20262026-03-094 minVerified
When Long-Term Memory Hurts New Task Learning
Long-term memory can boost performance yet cause negative forward transfer as tasks evolve. Design deletion, summarization, and replacement policies.
SourceMar 7, 20262026-03-075 minVerified
Combustion Knowledgebase And QA Benchmark For LLM Pipelines
A 3.5B-token combustion knowledgebase and CombustionQA benchmark unify knowledge injection and evaluation into one pipeline.
CommunityMar 6, 20262026-03-065 minVerified
Designing Long-Form LLM Workflows Beyond Large Context Windows
For long policy reports, context and upload limits push chunked workflows that separate evidence retrieval from drafting, improving traceability and quality.
CommunityMar 4, 20262026-03-044 minVerified
Guide-Driven Conversational Learning Workflow With Micro-Quizzes
A guide-driven dialogue study loop: paste fragments, then run understanding checks, structured explanations, and tailored quizzes.
CommunityFeb 16, 20262026-02-165 minVerified
Designing Memory, Continual Learning, And Recursive Improvement Systems
Compare RAG vs parameter updates for long-term memory, then outline validation and gating needed for recursive self-improvement loops.
GuideFeb 15, 20262026-02-154 minVerified
Reranking in RAG Pipelines: Benefits, Costs, and Evaluation
Learn how reranking after top-K retrieval improves ranking quality in RAG, and how to evaluate gains against added latency and cost.
GuideFeb 14, 20262026-02-144 minVerified
Prevent Citation Hallucinations Across The Five-Step RAG Pipeline
Practical checklist to reduce citation hallucinations in long-form RAG by auditing chunking, retrieval/reranking, and refusal when evidence is thin.
TrustedFeb 12, 20262026-02-124 minVerified
Cloudflare Converts HTML Pages Into Markdown For Agents
Cloudflare’s “Markdown for Agents” converts requested HTML pages to Markdown, easing RAG inputs while raising citation, control, and injection risks.