ReplayAudit audits outsourced LLM fine-tuning via sealed records and selective replay
The system uses telemetry-guided sampling to audit training with 90% probability of detecting injected steps while reducing audit time by up to 67%.
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22 stories, newest first · one card per story
Stories tagged #telemetry
Realm Security launches SecurityDataPipeline.com educational site on security data pipelines
The ungated resource explains how pipelines filter and route telemetry to cut SIEM ingestion costs and prepare data layers for AI-driven SOC operations.
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Kafka PushTelemetry decompression can OOM a broker (CVE-2026-111073)
Only the compressed size is checked against telemetry.max.bytes, default 1 MB, before an unbounded decompress.
Warp discloses breach exposing AI agent logs and telemetry
Lloyd estimates roughly 1% of users were hit via an unnamed infrastructure vendor; CrowdStrike is investigating.
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Score ranks stealthy source manipulation of anomaly detectors
On a 17-channel telemetry benchmark, a detector blind to 64.7% of audited task and subset pairs still caught 82.8% of random single-channel corruption.
Akamai says nonhuman AI interactions need process-level telemetry
A October 22 post by Steven Schiffer frames telemetry as radar for AI behavior, but the steps are not in the excerpt.
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Splunk survey: AI agent observability lags hallucination detection
Of 2,050 respondents in ten countries, 85% want hallucination detection but only 58% say they can catch it.
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Behind the tags: How Elastic SIEM grades 1,781 detection rules on noise, speed, and threat coverage
Elastic explains how it scores 1,781 SIEM detection rules for noise, speed, and threat coverage.
SecJev: Bringing Security Expertise to System One Decision Models
SecJev releases 0.8B-9B security-specialized decision models; the 0.8B variant beats general Kev-9B by 20.51 points across 14 security decision tasks.
Automatic Transmission – a data-privacy study of connected vehicles
Northeastern and Consumer Reports found most tested connected cars share data with third parties.
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Is your domain using post-quantum encryption? Now you can see for yourself
Cloudflare adds per-domain post-quantum TLS telemetry to Logpush, Log Explorer, and HTTP Traffic Analytics dashboards.
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Threat detection dashboards are masking security coverage gaps
Conifers found 47% of deployed detections need fixes and about one-third of known threats lack coverage.
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Half of threat hunters say bad data is their biggest problem
SANS 2026 survey finds half of threat hunters cite bad data as their top barrier.
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Data Overtakes Skills as Top Threat Hunting Challenge, SANS Study Finds
SANS 2026 Threat Hunting Survey: data quality/quantity (50%) overtook skills (45%) as hunters' top barrier, while ransomware remains the most-found threat.
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Closing the observability gap for the AI-ready enterprise
Sponsored NETSCOUT piece argues MELT telemetry leaves dangerous gaps for AI-driven enterprise operations.
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Claude Code reads AGENTS.md only when telemetry is on
Claude Code loads AGENTS.md only when a telemetry feature flag resolves, so privacy settings silently skip it.
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A Framework to Quantify the Probability of Future Cyber Loss Events
LEFSA estimates future cyber-loss probabilities from Defender telemetry, with XGBoost reaching 0.90 mean AUC across 23 organizations.
When the Whole Company Adopts AI: What It Does to Your SOC
Analysis of 16.9 million SOC alerts finds AI-related alerts at 0.43%, growing 685% since February, with 94.1% noise and 0.02% real attacks.
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August updates trigger 0xc0000409 errors on Windows Server 2016
Microsoft says the August 2026 security update causes recurring CompatTelRunner.exe 0xc0000409 crashes on Windows Server 2016 with Compatibility Appraiser enabled; no functional impact.
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LG accused of 'egregious invasion of privacy' over TV data collection
Gamers Nexus alleges LG smart TVs record audio and generate transcripts in standby while harvesting location, network, and device data for LG's ads business.
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Data access: the hidden cost of security vendor lock-in
Elastic compares SIEM data egress cost, latency, and fidelity across CrowdStrike, Microsoft, Google, and Splunk, arguing vendors engineer lock-in.
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Stopping the smart TV from being used against you
Guide describes practical hardening steps to prevent smart TVs from spying on their owners or being used against them.