Join us

ContentUpdates and recent posts about DeepSeekMath-V2..
Link
@faun shared a link, 5 months ago
FAUN.dev()

The Journey of Bypassing Ubuntu’s Unprivileged Namespace Restriction

Ubuntu's sandbox for unprivileged namespaces flops like a soggy cardboard box; one keen Twitter user blew wide open a glaring weakness.Billed as invincible, these post-exploitation defenses crumbled when a process shimmies into an unconfined AppArmor profile. Suddenly, infamous attack paths throw up.. read more  

The Journey of Bypassing Ubuntu’s Unprivileged Namespace Restriction
Link
@faun shared a link, 5 months ago
FAUN.dev()

Oracle Linux 10 Officially Released: Next-Gen Security, Developer Tooling and a Strategic Edge Over Red Hat Enterprise Linux 10

Oracle Linux 10struts in withquantum-resistant cryptographyandzero-downtime patching. It swoops pastRHEL 10in a security showdown, showing off sleek flexibility... read more  

Oracle Linux 10 Officially Released: Next-Gen Security, Developer Tooling and a Strategic Edge Over Red Hat Enterprise Linux 10
Link
@faun shared a link, 5 months ago
FAUN.dev()

Kafka in 2025: A Clean Docker Compose Setup Without ZooKeeper

KafkakickedZookeeperto the curb as of version 4.0. And by 2023, Docker images were no longer invited to the party. Want to set it up locally?Bitnami'sversion steps in, offering custom settings to play with... read more  

Link
@faun shared a link, 5 months ago
FAUN.dev()

Broadcom is Bullying Enterprises with VMware Audits

Broadcom's latest move? Burying those trusty perpetual licenses. Now it's subscription time, folks, with price tags attached like parachutes packed by someone mildly annoyed. And if that wasn't enough, they're on a mission to sniff out unlicensed users like a bloodhound on a hunt, wielding audits an.. read more  

Broadcom is Bullying Enterprises with VMware Audits
Link
@faun shared a link, 5 months ago
FAUN.dev()

Bots are overwhelming websites with their hunger for AI data

Rampaging AI bots are wreaking havoc on39 out of 43cultural institutions, bulldozing their way through digital collections and often causing epic crashes.Robots.txtis waving the white flag. AWS and Cloudflare put up a decent fight, but the bot swarms still drain money like a leaky faucet... read more  

Bots are overwhelming websites with their hunger for AI data
Link
@faun shared a link, 5 months ago
FAUN.dev()

Declarative Homelab Management 

Switching toNixspins server config management into the 21st century. Imagine your setups as Lego sets: fullyreproducibleandportable. Swapping inValkeyfor Redis? License headaches no more. Tag teamHashicorp VaultwithTraefikto streamline SSL management—they transform chaos into order, tightening up bo.. read more  

Declarative Homelab Management 
Link
@faun shared a link, 5 months ago
FAUN.dev()

5 Cloud Storage Best Practices for AI Workloads

AI teamssegment data lifecyclesto reduce costs by moving inactive datasets to cheaper storage tiers. Theycheckpoint training progressregularly andback up checkpointsto cloud storage to prevent loss from failures. Models getprotected via object locks, automated backups, andgeo-redundant storagefor di.. read more  

5 Cloud Storage Best Practices for AI Workloads
Link
@faun shared a link, 5 months ago
FAUN.dev()

Highlights from Git 2.50

Git 2.49rolls out a fresh bag of tricks. Now, lightweight tags swagger with commit signatures, adding a splash of authenticity... read more  

Highlights from Git 2.50
Link
@faun shared a link, 5 months ago
FAUN.dev()

Sniffnet v1.4 introduces PCAP files import and it’s 2X faster than Wireshark!

Sniffnet v1.4zips through1.6 GBPCAP files in just 25 seconds on an 8-year-old MacBook Air. That's2.2x faster than Wireshark. How? It skips the encrypted payloads and goes straight for the packet headers, like a bloodhound on a scent... read more  

Sniffnet v1.4 introduces PCAP files import and it’s 2X faster than Wireshark!
Link
@faun shared a link, 5 months ago
FAUN.dev()

Kubernetes NodeRestriction Flaw Lets Nodes Bypass Resource Authorization

Kuberneteshas tripped over a major flaw (CVE-2025-4563). Rogue nodes can skip past auth checks, opening a door for privilege escalation. But don’t sweat it too much; this only bites if you've enabledDynamicResourceAllocationand run static pods.AKSusers, you're safe. But only if your setup isn't a me.. read more  

DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.