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  1. TileRT Takes the Top Spot on AgentX with AMD Instinct MI355X GPUs (tilert.ai)
    —discuss
  2. Show HN: SelMem – selective reconstructive memory for LLMs (github.com/jbsalles)
    —discuss
  3. Show HN: A benchmark comparison of C++ vs. Node.js performance (vikky2810.github.io)
    —discuss
  4. Tracking Singularity – A Curated Log of Important Events in AI Since Mid 2026 (trackingsingularity.com)
    —discuss
  5. SunCalc – sunrise, sunset, shadow length, solar eclipse (suncalc.org)
    —discuss
  6. Picking a domain name is hard (aetherspe.cc)
    1comments
  7. Show HN: Sitcom Flavour – Season your Claude Code chats with sitcom replies (ada.tools)
    —discuss
  8. Stanford used AI to replace Hispanic student with Black woman in photo (msn.com)
    1comments
  9. Goodbye Google (ocallahan.org)
    1comments
  10. Krakatoa, an interactive 2.5D painting of the 1883 eruption (echohive.ai)
    —discuss
  11. Jev Based Code Review (github.com/egma-ai)
    2comments
  12. Plex: Remote Streaming via Third-Party Apps to Require a License (netguide.io)
    —discuss
  13. Proofmode (proofmode.org)
    —discuss
  14. Vulnerability Cve-2026-82958 (circl.lu)
    —discuss
  15. What your phone is made of (anas-sabbar.ca)
    —discuss
  16. Fzakaria/omnibin: Every binary nixpkgs ever shipped, on your PATH (github.com/fzakaria)
    —discuss
  17. Finding Bugs (matklad.github.io)
    —discuss
  18. What's New in Oracle Solaris 11.4 SRU 95 (oracle.com)
    —discuss
  19. Pompeii test case demonstrates Gaussian Splatting's potential (gim-international.com)
    —discuss
  20. Every Package Is Installed (fzakaria.com)
    —discuss
  21. Perch: Semantic Code Linting with Jev (github.com/lakeday-org)
    —discuss
  22. Is indirect prompt injection still a big threat as models get more advanced? (realarcherl.github.io)
    3comments
  23. AI/ML Engineer (docs.google.com)
    —discuss
  24. We Built Safety into Muse (meta.ai)
    —discuss
  25. Micron Technology sucessfully demonstrates first 512GB DDR5 RDIMM module (micron.com)
    —discuss
  26. September's ozone hole biggest in 20 years, warning signs appeared months ago (rnz.co.nz)
    —discuss
  27. Collaborative Editing in Wordgard (marijnhaverbeke.nl)
    1comments
  28. Plan Mode Is Dead (aymannadeem.com)
    —discuss
  29. Power your agents: Gemini 3.8 Live with Live Avatar is now generally available (cloud.google.com)
    —discuss
  30. What I Found Out About Organ Donation Shocked Me (nytimes.com)
    3comments

Finding bugs you didn't think to test for

8 pointsby 3h agofirezone.dev
2 comments
2h agoHN ↗

Does coverage guidance actually help much here, or does most of the value come from having a good generator and reference model?

2h agoHN ↗

Coverage is just the feedback loop. If you don't have a good generator, feedback that certain areas are uncovered doesn't really help. But without coverage, the generator doesn't really explore deeper states.

Under the hood, the fuzzer actually works with _features_, not source code coverage and there are ways in explicitly giving the fuzzer additional feedback. Some early data suggests that this is very effevtive.