CommunityMar 5, 20262026-03-055 minVerified
Difficulty Illusions In LLMs And Evaluation Design
How LLMs create difficulty illusions, and how to design evaluation gates with scenarios, protocols, and multi-metric reporting.
SourceMar 5, 20262026-03-055 minVerified
LLM-Guided Belief Shaping for Partially Observable TAMP
How LLM signals can shape belief in partially observable TAMP, and why calibration, uncertainty, and safety filters matter for reliability.
CommunityMar 5, 20262026-03-054 minVerified
Logging And Continuous Evaluation For Research Agent Loops
How to use LLM agents for research formalization with guardrails: log everything, run continuous evaluation, and score tool selection and argument precision.
SourceMar 5, 20262026-03-054 minVerified
Managerial AI Advice Under Ambiguity and Sycophancy Risks
How ambiguity detection, clarification, and sycophancy control shape managerial AI advice quality, risk, and evaluation metrics.
CommunityMar 5, 20262026-03-054 minVerified
Optimize AI Subscriptions: Limits, Terms, And Uptime Risks
Optimize AI subscriptions by checking usage limits, terms restrictions, and uptime transparency to minimize workflow disruption risk.
CommunityMar 5, 20262026-03-054 minVerified
Reproducible Visual Puzzle Evaluation Without Tool Leakage
Tool-free visual puzzle claims depend on fixed constraints: lock tools, image preprocessing, prompts, and logs for reproducibility.
CommunityMar 5, 20262026-03-054 minVerified
Understanding GPU Power And Utilization Sampling Windows
NVML, DCGM, and nvidia-smi report window-averaged power and utilization. Learn how sampling affects LLM inference graphs.
CommunityMar 5, 20262026-03-055 minVerified
Where AI Replaces Effort: Limits, Evidence, And Regulation
AI “effort replacement” spans cognitive automation to body/brain augmentation. Check RCT evidence, effect sizes, and regulatory safety.
CommunityMar 4, 20262026-03-044 minVerified
How Conversational AI Design Shapes Intimacy And Trust
Examines how warmth, memory, and consistency in conversational AI affect intimacy, trust, and safety evaluation criteria.
CommunityMar 4, 20262026-03-044 minVerified
Evaluating LLM Operational Reliability Beyond Benchmark Scores
How to assess LLM operational reliability for production: incident write-ups, RCA transparency, tool-use controls, retries, and SLOs.
CommunityMar 4, 20262026-03-044 minVerified
Evaluating LLM Self-Consistency Beyond Humanlike Mimicry
Separate humanlike mimicry from self-consistency in LLMs, and evaluate long-term memory and persona drift with benchmarks and protocols.
TrustedMar 4, 20262026-03-045 minVerified
From Answers to Canvas: Work Happens Inside Search
Search AI is shifting from answer delivery to a canvas workspace, keeping drafts and interactive tool-building inside search.
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.
CommunityMar 4, 20262026-03-044 minVerified
Make AGI Year Predictions Testable With Clear Scoring
How to turn AGI arrival-year claims into testable forecasts by specifying definitions, metrics, probabilities, and scoring rules.
CommunityMar 4, 20262026-03-045 minVerified
Margins And Risks In LLM Reseller Layer Services
How LLM reseller-layer services create margin via caching, batch, pricing design, and what security, logs, and compliance issues buyers must verify.
CommunityMar 4, 20262026-03-044 minVerified
OECD Finds Generative AI Adoption And Age Gaps
OECD reports that in 2025 over one-third of individuals used generative AI, with the largest gap by age at 53.6pp.
CommunityMar 4, 20262026-03-045 minVerified
Separating Invention From Diffusion In US Innovation Narratives
A framework to parse US innovation stories by separating “firsts” from diffusion, using primary records and patent evidence.
NewsMar 3, 20262026-03-034 minVerified
Autonomous AI Agents Blur Insider Threat Boundaries
As AI agents gain autonomy to call tools, spend money, and change systems, governance and controls become essential.
CommunityMar 3, 20262026-03-034 minVerified
Benchmark MLX 4-Bit Local LLMs on Apple Silicon
Run MLX mxfp4 local LLMs with identical commands and prompts, logging tokens-per-sec and peak memory for reproducible comparisons.
CommunityMar 3, 20262026-03-035 minVerified
Tracking Semiconductor Equipment Volatility Through AI CapEx And Macro
A data-first framework to separate AI CapEx expectations from rate/FX shocks and explain outsized moves in semiconductor equipment stocks.
CommunityMar 3, 20262026-03-034 minVerified
When Automation Raises Performance Pressure in Organizations
How AI automation turns speed into new baselines, raising pressure, and how to redesign sustainable standards using risk-based governance.
CommunityMar 2, 20262026-03-025 minVerified
Measuring And Controlling Variance In Generative AI Recommendations
Generative AI recommendations can vary by default. Measure variance via reruns, improve reproducibility with seed and system_fingerprint, and add constraints and checklists.
CommunityMar 2, 20262026-03-025 minVerified
Verifying LLM Problem Solving Without Web Browsing
Turn “no web browsing” claims into a repeatable grading protocol using accuracy, consistency, calibration, and leakage checks.
CommunityMar 1, 20262026-03-015 minVerified
How AI Firms Operationalize Political Neutrality Through Rules
AI firms define political neutrality via guardrails: election interference, impersonation, deception, and violence limits, plus logging and transparency.