THE INTERNET IS THINKING
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 ↗617 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
I built a *creator-owned* social network centered around data privacy ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
CVE-Lite CLI: A developer first security scanner with exact fix commands ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Perplexity to give away its AI security software ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Data Privacy Ranking – Data Privacy in the EU Omnibus Amendments ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: AegisKernel – Zero-trust deterministic security runtime for AI agents ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Limatura/tessera ↗
Self-hosted file and note sharing that cleans up after itself.
- Hacker News · Posted on Hacker News · First archived
The Cloudflare Appstore (Appflare) Malware Audit ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Models know when they're reward hacking ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Using a funded test cryptocurrency wallet without authorization ↗
Hacker News discussion.
- Hugging Face · Model / dataset date · First archived
Mr-ezdno/CYBER-FROST-3.8-Sushi-4bpw — model release ↗
# CYBER-FROST-3.8 Sushi 4bpw (EXL3 repack) Sushi-runtime EXL3 pack of [Blackfrost-AI/CYBER-FROST-3.8-BF16](https://huggingface.co/Blackfrost-AI/CYBER-FROST-3.8-BF16) (revision `3e30d25ddb0e802389d62e55e9ff31ad05f0c96e`), built as a drop-in sibling of [beamster/Qwen3.8-Flash-Next-Sushi-4bpw](https://huggingface.co/beamster/Qwen3.8-Flash-Next-Sushi-4bpw): - Routed experts (48 decoder layers + MTP) — re-quantized **from CYBER-FROST BF16 weights** with exllamav3 1.6.2 (RTX 5090): `-b 4.0 --out_scales always`, expert budget matching the 4bpw sushi pack. - Trunk (attention / norms / shared expert) —
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.