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r/netsec · u/Fickle-Box1433 · 3w ago

I evaluated 5 LLM agents on patching real-world CVEs. Here is what I found.

I built an independent benchmark with 20 real CVEs across 15 CWE categories, 5 models (3 OpenAI, 2 Poolside Laguna), three prompt conditions: full advisory, behavioral description only, and location only (file and functi…

Hacker News · u/lnenad · 1w ago

Ask HN: Did Anthropic Just Win?

Not trying to cause drama, I feel the title is a bit too much but it's 100% how I feel. I'm genuinely curious what others think. I know there are a lot of people with more knowledge and info than me so I thought here is …

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Hacker News · u/imviky · 3d ago

Ask HN: How do you find out if the LLM API is giving degraded responses?

If you are building on top of multiple LLM APIs or even a single one amongst OpenAI, Claude, Gemini, etc. what do you do when the API starts degrading (slow TTFT, elevated error rates, timeouts). Or even worse, when ther…

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Hacker News · u/vbutsomesayw · 3w ago

Bill Gates AI on AI (one month later)

# The Agentic Tidal Wave*To:* Executive Staff and Direct Reports *From:* Bill Gates *Date:* April 26, 2026Our vision for the last 20 years can be summarized in a succinct way. We saw that exponential improvements in clou…

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Hacker News · u/zambelli · May 19, 2026

Show HN: Forge – Guardrails take an 8B model from 53% to 99% on agentic tasks

Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments.I built Forge, an open-source reliability layer for self-hosted LLM tool-calling.What it does:- Adds domain-and-tool-agnostic guardrails (retry nudges, step e…

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