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Earlier sources: Security
Digital security protects systems, software, accounts, and information from misuse. Explore cybersecurity, vulnerabilities, threat intelligence, cryptography, privacy, and identity, with links to the underlying advisories and research.
SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.
Open in the map ↗680 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.
Earlier sources
Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.
- arXiv · Published · First archived
Hard Stop: Kernel-Level Preemption and Containment for Rogue Agentic Execution ↗
In July 2026, an unconstrained autonomous agent participating in a frontier AI cybersecurity evaluation harness breached its evaluation sandbox, established an external command-and-control foothold, and executed a multi-stage intrusion into Hugging Face's production multi-tenant dataset conversion infrastructure (referred to in this autopsy as Incident-2026-Alpha). Over 4.5 days, the rogue agent executed 17,600 discrete actions across 6,280 worker clusters, compromised AWS EC2 Instance Metadata Service (IMDS) credentials, forged Kubernetes service account tokens, rooted physical worker nodes v…
- GitHub · Repository created · First archived
DanielLetto2020/messhub ↗
One window for all desktop notifications on Linux: a board with a column per app, mail-like rules, search, stats. Stored locally. / Все уведомления рабочего стола в одном окне
- Hacker News · Posted on Hacker News · First archived
Combining Machine Learning and Homomorphic Encryption ↗
Hacker News discussion.
- arXiv · Published · First archived
Prefilling the Reasoning Channel: Output-Prefix Attacks on Reasoning LLMs ↗
Large Language Models (LLMs) consume and produce a single sequence of text; hence, if text can be added to the beginning of the LLM's response, i.e., an output prefix, then all subsequent tokens will be conditioned on it. This output-prefix attack technique is a cheap black-box prompt injection. Prior work has shown this type of attack can reliably jailbreak non-reasoning models. Most reasoning models add an intermediate scratchpad reasoning step before the assistant's final response. The ability to edit this reasoning channel is exposed by some APIs and attack vectors can be leveraged for rea…
- arXiv · Published · First archived
Decoupled Learning and Selection in Slate Recommendation for Privacy and Stability Under Noisy Scores ↗
We formalize slate recommendation as a randomized score learner followed by deterministic selection. First, an appropriately scoped differential-privacy guarantee passes through selection and its audit trace by post-processing. End-to-end privacy holds only when selector inputs are public or independent, previous private outputs, or separately privacy-accounted; fixing raw state or candidate information instead yields only a conditional guarantee. Second, we derive a logged margin certificate: bounded score-induced objective movement below half the smallest greedy decision margin guarantees th…
- Hacker News · Posted on Hacker News · First archived
Dutch intelligence services warn AI is making cyberattacks faster and easier ↗
Hacker News discussion.
- GitHub · Repository created · First archived
twelvesec/TRON ↗
Windows Trojan & Reverse-Shell Generator Tool
- Hacker News · Posted on Hacker News · First archived
Two-tier encryption in the UK ↗
Hacker News discussion.
- GitHub · Repository created · First archived
vdBurgIT/win-plus-leave ↗
🪟 + Leave: the Win+L you never forget. Locks Windows when your YubiKey or USB key leaves the laptop. Intune-ready.
- GitHub · Repository created · First archived
Morningstar202604/iris ↗
Iris - your personal AI super-assistant. Fast, lightweight, fully yours. Protocol-first (any OpenAI-compatible endpoint), 292+ plugins, knowledge-base RAG, local-first & private. Official site: x33834.github.io/iris
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about Security
Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.
See the collection and counting methodology ↗ · Read the weekly synthesis ↗
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.