CommunityFeb 14, 20262026-02-144 minVerified
Decomposing AI Risks: Tasks, Transparency, And Safety Testing
Split AI concerns into task automation, high-risk transparency and auditability, and TEVV safety testing for deployment decisions.
What this topic covers
Humanoids, autonomy, and embodied AI.
Hub content is updated incrementally.
All Articles
GuideFeb 14, 20262026-02-145 minVerified
Designing Agent Defenses Against Prompt Injection Attacks
How prompt injection rides untrusted content into tool calls, and how to mitigate it with least privilege, sandboxing, fixed schemas, and output validation.
GuideFeb 14, 20262026-02-144 minVerified
Designing Prompts to Reduce Version Anchoring Risks
Avoid model-name anchoring by defining success criteria, output format, and failure handling, then running evals on every change.
CommunityFeb 14, 20262026-02-145 minVerified
EU and US Copyright Rules for AI Training
Overview of EU DSM TDM exceptions and US Copyright Office guidance on AI training, focusing on lawful access and human contribution.
TrustedFeb 14, 20262026-02-145 minVerified
GABRIEL Toolkit Turns Qualitative Data Into Quantitative Metrics
OpenAI’s GABRIEL converts qualitative text and images into measurable outputs, adding reproducible runs, batching, retries, and audit trails.
NewsFeb 14, 20262026-02-145 minVerified
Hollywood Pushback Shifts AI Video Risks To Distribution
Seedance 2.0 backlash signals AI video risks shifting from training data to outputs, deepfakes, and distribution controls.
NewsFeb 14, 20262026-02-144 minVerified
Measuring Coding Agent Speed Beyond Tokens Per Second
Break coding agent latency into output, prefill, tool time, and network overhead to measure end-to-end duration.
NewsFeb 14, 20262026-02-144 minVerified
OpenAI Codex Spark Runs on Cerebras WSE-3 Chips
TechCrunch says Codex Spark inference runs on Cerebras WSE-3, highlighting serving bottlenecks and PoC latency metrics.
GuideFeb 14, 20262026-02-145 minVerified
Operational Loop for LLM Change Detection and Response
Design an ops loop to detect provider doc changes and respond using 429 signals, headers, runbooks, and fallbacks.
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.
CommunityFeb 12, 20262026-02-125 minVerified
Agentic Coding And Video Generation: Shorter Iteration Loops
Explains agentic coding and video generation as iteration-loop gains, emphasizing sandbox control, logs/tests, and evaluation checklists.
TrustedFeb 12, 20262026-02-125 minVerified
Defending Agent Link Clicks From Leakage And Injection
How agent link-opening expands the attack surface, and how instruction hierarchy, URL constraints, and sandboxing reduce leakage and injection.
RoundupFeb 12, 20262026-02-122 min
AI Resource Roundup (24h) - 2026-02-12
A curated link roundup from recently collected official updates and tech news.
NewsFeb 12, 20262026-02-124 minVerified
Android 17 Shifts Locking Into an OS Security State
Android 17 reports highlight Secure Lock Device, intrusion logging, and Identity Check expansion—reshaping lock as an OS-level security state.
GuideFeb 12, 20262026-02-125 minVerified
Choosing LLMs Beyond Benchmarks: Ops Features And Control
LLM choice increasingly hinges on structured output, tool calling, caching/batching, rate limits, and data governance—not benchmarks.
NewsFeb 12, 20262026-02-124 minVerified
Claude Code Brings Agentic Loops to the Terminal
Claude Code introduces an agentic CLI loop with shell and filesystem access, shifting development toward permissions, verification, and review.
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.
CommunityFeb 12, 20262026-02-123 minVerified
Designing Reasoning Versus Instant Modes For Better UX
Reasoning vs instant modes trade quality, latency, and cost. Use If/Then defaults, streaming, and progress cues to keep user trust.
TrustedFeb 12, 20262026-02-124 minVerified
Designing Rewards for Agentic RL in GPT-OSS
How GRPO-style relative ranking and multi-reward signals (format, tool calls, efficiency) shape agentic RL gains and risks in GPT-OSS.
NewsFeb 12, 20262026-02-124 minVerified
OpenAI Codex Runs on WSE-3 for Lower Latency
OpenAI Codex reportedly runs on Cerebras WSE-3, highlighting lower TTFT and reduced round-trip overhead for faster agent UX.
TrustedFeb 12, 20262026-02-124 minVerified
Scaling PostgreSQL to Millions of Queries per Second
OpenAI shares scaling PostgreSQL to millions of QPS using replicas, caching, rate limiting, and workload isolation to protect DB paths.
TrustedFeb 12, 20262026-02-124 minVerified
Prism Embeds GPT-5.2 for LaTeX Writing and Reasoning
Prism, a free LaTeX-native workspace, embeds GPT-5.2 to unify writing, collaboration, and reasoning with a verification-focused workflow.
CommunityFeb 12, 20262026-02-125 minVerified
PersonaPlex Enables Low Latency Consistent Voice Personas
PersonaPlex combines text role prompts and audio voice prompts to keep consistent personas in low-latency, full-duplex speech conversations.
NewsFeb 12, 20262026-02-124 minVerified
Trick Questions Expose Hallucination Risks Across Popular AI Models
ZDNET tests six popular AIs with trick questions, highlighting hallucination risk and why teams need RAG, CoT, self-checks, and evaluation rules.