CommunityMar 3, 20262026-03-035 minVerified
When LLM Inference Becomes Memory-Bound Under Roofline
Use Roofline (I ≤ π/β) to classify LLM inference kernels as memory- or compute-bound, and guide bandwidth, cache, and interconnect decisions.
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CommunityMar 3, 20262026-03-035 minVerified
Why Paid AI Chats Feel Less Reliable Today
How hidden sampling controls and unreliable web search can raise hallucination risk and verification costs in paid AI chat.
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.
RoundupMar 1, 20262026-03-012 min
AI Resource Roundup (24h) - 2026-03-01
A curated link roundup from recently collected official updates and tech news.
CommunityMar 1, 20262026-03-015 minVerified
Disaster Satellite Interpretation: Pipeline Design Cuts Lead Time
Remote sensing lead time drops by narrowing candidate areas, prioritizing HITL review, and measuring preprocessing, co-registration, and QA.
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.
CommunityMar 1, 20262026-03-015 minVerified
Operational Protocol Gaps For Imminent Threat Escalation
Reporting exists, but unclear SLA, ownership, and evidence requirements for imminent threats make operational protocols central to AI safety.
CommunityMar 1, 20262026-03-015 minVerified
How Political Risk Becomes Procurement Contract Exit Triggers
Explains how public political criticism can translate into contract risk, triggering termination processes and vendor switching in AI procurement.
CommunityMar 1, 20262026-03-014 minVerified
Preventing Insider Betting on Prediction Markets in AI
How AI firms can treat insider betting in prediction markets: MNPI definitions, pre-clearance rules, and audit logging for evidence.
CommunityMar 1, 20262026-03-015 minVerified
Risks of AI Integration in Weapon Decision Cycles
How AI integration speeds weapon decision cycles and raises escalation risk, with safeguards in DoDD 3000.09 and NIST AI RMF.
CommunityMar 1, 20262026-03-014 minVerified
Why Tiny Prompt Changes Can Break Robot Safety
How small prompt shifts can amplify into risky robot actions, and why alignment alone can’t guarantee physical safety.
CommunityMar 1, 20262026-03-015 minVerified
Validating Failure Modes in Vision-Agent Robotics Systems
In high-risk deployments, prioritize uncertainty, false positives/negatives, and closed-loop failure propagation over single-model scores.
RoundupFeb 28, 20262026-02-282 min
AI Resource Roundup (24h) - 2026-02-28
A curated link roundup from recently collected official updates and tech news.
TrustedFeb 28, 20262026-02-285 minVerified
Defense LLM Deployment: Redlines, Audits, and Liability Allocation
Examines OpenAI’s defense agreement: three redlines, verifiable safety controls, and contract-driven audit and liability allocation.
CommunityFeb 28, 20262026-02-284 minVerified
Stop Chasing AI Detection, Build Content QA Pipelines
“AI-sounding” content is mainly a QA failure: missing editing, verification, and accountability. Measure claims, cite sources, and document review.
RoundupFeb 27, 20262026-02-272 min
AI Resource Roundup (24h) - 2026-02-27
A curated link roundup from recently collected official updates and tech news.
RoundupFeb 26, 20262026-02-262 min
AI Resource Roundup (24h) - 2026-02-26
A curated link roundup from recently collected official updates and tech news.
TrustedFeb 25, 20262026-02-254 minVerified
AI Abuse Shifts From Text To Distribution TTPs
AI abuse is shifting from text generation to channel-linked TTPs. Defend with multi-signal detection and rapid takedowns plus appeals.
RoundupFeb 25, 20262026-02-252 min
AI Resource Roundup (24h) - 2026-02-25
A curated link roundup from recently collected official updates and tech news.
CommunityFeb 25, 20262026-02-254 minVerified
Bottlenecks Running 120B Local LLMs On 128GB
Explain 120B local LLM bottlenecks on 128GB: quantization, KV cache, context length, concurrency, and backend overhead.
NewsFeb 25, 20262026-02-254 minVerified
CleaveNet Designs Protease-Cleavable Peptides for Urine Sensors
CleaveNet predicts and generates peptides from cleavage efficiency across 18 MMPs, linking designs to nanoparticle urine sensors.
CommunityFeb 25, 20262026-02-255 minVerified
Defense AI Full Use Clashes With Contract Controls
In defense, pressure for full commercial AI use collides with FASCSA exclusion/removal, DPA priority orders, and governance logging controls.
CommunityFeb 25, 20262026-02-255 minVerified
Defense AI Procurement: Operations, Logging, Rights, And Incident Response
In defense AI procurement, operations win: deployment, access control, logging, retention, liability, plus DFARS 72-hour reporting and 90-day retention, and 5-year rights terms.