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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 ↗641 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.
- Hacker News · Posted on Hacker News · First archived
Sungrow Vulnerability Exposes Gigawatts of Power Worldwide ↗
Hacker News discussion.
- GitHub · Repository created · First archived
cyber-murmel/esp-sdr-zephyr ↗
ESP32 2.4 GHz SDR
- Hacker News · Posted on Hacker News · First archived
HashBack – Server-to-Server Authentication without secret keys or tokens ↗
Hacker News discussion.
- arXiv · Published · First archived
Constrained-Action AI Remediation for SIEM/XDR via a NeMo-Guardrails Proxy ↗
Security Operations Centers (SOCs) for information technology and operational technology share one incident-response problem: a flood of correlated alerts and too few analysts. Large Language Models (LLMs) are increasingly proposed as reasoning engines that triage alerts and, in autonomous deployments, issue commands that block IPs, kill processes, or quarantine files on production hosts. This coupling introduces a new risk: a single adversarial alert can become a remote code path through the LLM's reasoning, leading it to recommend an action the SOC then executes. We present a constrained-act…
- arXiv · Published · First archived
Defensive Sufficiency in a Stackelberg Model of AI Security ↗
Feedback from automated testing, human red teaming, and incident response can strengthen an AI system's defenses when discovered failures lead to effective repairs. We study when this feedback process provides sufficient protection and when investing in it is economically worthwhile. We begin by showing that an attack surface composed of finite number of inputs is defended with probability 1 if every unresolved attack has a persistent chance of discovery, repairs are effective, and subsequent updates preserve earlier protection. We derive completion-time bounds and extend the analysis to growi…
- Hacker News · Posted on Hacker News · First archived
We scanned 100 Lovable apps for GDPR and security. Not one came back clean ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Deathxknight/wine-quarantine ↗
Linux bash scripts to isolate untrusted Windows game EXEs in a networkless Firejail sandbox with behavioral monitoring
- GitHub · Repository created · First archived
KAN3C0/Lab-RATS-v1.6 ↗
Lab-RATS is an open-source, lightweight Android Remote Administration framework packed with powerful monitoring and interaction capabilities.
- Hugging Face · Model / dataset date · First archived
medismera/Qwen3.8-cyber-RedTeam-Surgical-Abliterated — model update ↗
# Qwen3.8-cyber-RedTeam-Surgical-Abliterated (27B) [](https://opensource.org/licenses/Apache-2.0) [](https://huggingface.co/medismera/Qwen3.8-cyber-RedTeam-Surgical-Abliterated) [](https://huggingface.co/medismera/Qwen3.8-cyber-RedTeam-Surgical-Abliterated) [![Context: 256K](https://img.shields.io/badge/Context-256K-purpl
- GitHub · Repository created · First archived
molodoy01/XMSGi-Studio ↗
XMSGi Studio объединяет планирование встреч и публикацию в Telegram в одном удобном и безопасном рабочем пространстве.
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.