Fetching from the wire…
Skills2026-08-10 · source-backed
The hardware keystore paper drove key-exfiltration success from 19.3% to 0% across four models and 12 injection scenarios by putting a hardware execution boundary at the end of a five-layer chain that returns only opaque result handles. You don't need an HSM to apply the principle: any indirection where the agent invokes a capability it cannot read gets you most of the way there.
Each link below shares sources, entities, or timing with this story.
This paper opens with a live failure: private keys exfiltrated from a widely deployed agent framework via email injection, because the keys sat in software-readable storage the agent could reach. Their five-layer zero-trust MCP stack ends in a hardware execution boundary (HSM/...
arXiv 2608.06130 opens with a production incident where keys were exfiltrated from a widely deployed agent framework via email injection in under five minutes. The design confines keys to an HSM, TPM or smart card behind vendor-neutral PKCS#11 so the host only handles opaque h...
SodaMem extracts typed events with source attribution and tracks temporal validity so superseded facts are structurally retired rather than competing at retrieval time. 92.8% on LongMemEval-S at $0.00161 per question, median ~18.3k tokens on deepseek-v4-flash, code released. I...
The thread connecting Cherny's two-week Swift port (screenshot diff against the running Electron app) to the HANDBOOK.md compliance results (36.2% compliance with prose policy) is that agents drift against text and hold against executable checks. Concretely: replace "match the...
Here's the number that should sit in every "agents will replace engineers" thread: 15.2%. That's the best model. The mean across 15 frontier models is 4.3%. Tencent Hunyuan's Long-Horizon-Terminal-Bench put 15 frontier models against 46 long-horizon terminal tasks across nine...
Li, Huo, and Johnson show that one-way message flow between agents produces neither mimicry nor solo behavior but an entirely novel dynamical state, at identical temperature settings. It's conceptual rather than quantitative, but the implication for orchestrator-worker fan-out...
MindPattern daily
One email a day at 7 AM. Sources and a take on every story. Unsubscribe anytime.