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Effects of Zepbound on Stool Quality

https://twitter.com/ScottHickle/status/2020150085296775300
1•aloukissas•3m ago•0 comments

Show HN: Seedance 2.0 – The Most Powerful AI Video Generator

https://seedance.ai/
1•bigbromaker•6m ago•0 comments

Ask HN: Do we need "metadata in source code" syntax that LLMs will never delete?

1•andrewstuart•12m ago•1 comments

Pentagon cutting ties w/ "woke" Harvard, ending military training & fellowships

https://www.cbsnews.com/news/pentagon-says-its-cutting-ties-with-woke-harvard-discontinuing-milit...
2•alephnerd•14m ago•1 comments

Can Quantum-Mechanical Description of Physical Reality Be Considered Complete? [pdf]

https://cds.cern.ch/record/405662/files/PhysRev.47.777.pdf
1•northlondoner•15m ago•1 comments

Kessler Syndrome Has Started [video]

https://www.tiktok.com/@cjtrowbridge/video/7602634355160206623
1•pbradv•17m ago•0 comments

Complex Heterodynes Explained

https://tomverbeure.github.io/2026/02/07/Complex-Heterodyne.html
3•hasheddan•18m ago•0 comments

EVs Are a Failed Experiment

https://spectator.org/evs-are-a-failed-experiment/
2•ArtemZ•29m ago•4 comments

MemAlign: Building Better LLM Judges from Human Feedback with Scalable Memory

https://www.databricks.com/blog/memalign-building-better-llm-judges-human-feedback-scalable-memory
1•superchink•30m ago•0 comments

CCC (Claude's C Compiler) on Compiler Explorer

https://godbolt.org/z/asjc13sa6
2•LiamPowell•32m ago•0 comments

Homeland Security Spying on Reddit Users

https://www.kenklippenstein.com/p/homeland-security-spies-on-reddit
3•duxup•35m ago•0 comments

Actors with Tokio (2021)

https://ryhl.io/blog/actors-with-tokio/
1•vinhnx•36m ago•0 comments

Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•48m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•50m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
3•savrajsingh•51m ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•53m ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•57m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•1h ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
2•g1raffe•1h ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•1h ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
3•rolph•1h ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•1h ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•1h ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•1h ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
2•cedel2k1•1h ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
40•chwtutha•1h ago•6 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
4•osnium123•1h ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•1h ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•1h ago•1 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•1h ago•0 comments
Open in hackernews

Show HN: Cerberus – Real-time network monitor with eBPF

https://github.com/zrougamed/cerberus
12•zrouga•1mo ago
Hi HN! I'm Mo, a platform engineer at Deltaflare working on critical infrastructure protection.

I built Cerberus because traditional packet capture tools (tcpdump, Wireshark) have too much overhead for production CNI environments. eBPF lets us filter and classify packets at the kernel level with near-zero performance impact.

Some interesting challenges: - eBPF verifier is strict - every memory access needs bounds checking - Limited to 32 bytes of L7 payload (tradeoff between inspection depth and overhead) - TC vs XDP decision (chose TC for compatibility)

Looking for contributors, especially on: - Redis backend for distributed deployments - Prometheus metrics export - Anomaly detection

Happy to answer questions!

Comments

Joel_LeBlanc•1mo ago
Hi Mo, it's great to see innovative solutions like Cerberus addressing the challenges of traditional monitoring tools. I'm curious about your experience with eBPF and how it has impacted your team's workflow. It sounds like you're on an exciting journey!
zrouga•1mo ago
Thanks! eBPF has been a big win for us. Once you get past the verifier constraints, it really changes how you think about observability — pushing filtering and classification into the kernel reduces noise and makes the data much more actionable.

Workflow-wise, iteration is slower at first (compile → load → fail verifier ), but once the patterns are in place it actually simplifies things a lot. The ability to run this safely in production without noticeable overhead has been the biggest impact.

exceptione•1mo ago
Thanks! Have you considered sysdig/csysdig for your needs, and if so, how do you feel about it?
zrouga•1mo ago
Yes — Sysdig/csysdig are great tools and I’ve used them before. They’re excellent for syscall-level visibility and host/container forensics.

Cerberus targets a different layer: always-on, low-overhead network classification in CNI environments. It attaches at TC, limits L7 inspection intentionally, and focuses on predictable performance rather than rich event streams.

They’re complementary rather than competing tools.

rixed•1mo ago
Aren't tcpdump and wireshark based on libpcap which itself uses ebpf to compile and run packet filters? How is cerberus different?
zrouga•1mo ago
Not exactly — that statement is only partly correct.

Yes, tcpdump and Wireshark do use libpcap for packet capture and filtering. libpcap compiles the familiar tcpdump filter syntax into classic BPF (cBPF) programs that run in the kernel to decide which packets should be passed up to userspace.

On newer Linux kernels, libpcap can translate those classic BPF filters into eBPF, but that’s mostly an internal optimization. From a user point of view, you’re still just writing simple packet filters, and packets are still being copied to userspace for analysis. libpcap itself is not really an eBPF framework.

That’s where Cerberus is different.

Cerberus uses native eBPF programs directly, not just for filtering packets, but for running logic inside the kernel. Instead of copying packets out and decoding them later, it works with structured kernel events and can correlate network activity with processes, syscalls, and security context. In many cases it can even act or block things in real time.

So while tcpdump/Wireshark are great for debugging and traffic inspection, they’re fundamentally packet sniffers. Cerberus is more of an in-kernel observability and security system, built on eBPF as a programmable platform rather than just a fast filter.

In short: tcpdump uses BPF to filter packets. Cerberus uses eBPF to run logic.

Hope that helps clear it up