Published four connected preprints on agentic AI security evaluation methodology covering reliability gaps in automated refusal/prompt-injection detectors, and a controlled 7,020-trial study finding that agent framework choice explains ~0.06% of security outcome variance versus ~29% for attack type. All open (CC BY 4.0), code open-source. Curious what other builders in this space are seeing.
I d skip this subscription entirely if Cloud Max didn t offer Fable 5. Opus 4.7, 4.8 & 5.0 are underwhelming, and they keep regressing. Benchmarks keep improving, but real-world experience keeps declining. It s incoherent, difficult to steer, and perpetually slacks off. It s exactly that insufferable big-tech coworker: all lectures, no delivery. When given tasks, it actively looks for ways to minimize its workload. In automated loops? Send it 7 requirements, it ll claim everything is complete. Yet every task is only 20% finished, rendering all outputs useless. Curious what s unfolding at Anthropic. Opus 4.6 feels like a one-off stroke of luck. They seemingly haven t cracked the code to build a better Opus iteration.
Hello PH family,
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Whether it's employing people with disabilities or making products more accessible, I ve been noticing efforts by major companies to support inclusion.
Genuine question, not a lesson in disguise. I do not have this figured out.
Almost all the advice here is about what to add. A channel, a feature, a ritual, a metric. Nobody talks much about what they removed, and what it actually cost them.
The best lesson I ve learned through my Product Hunt journey is that . I ve had launches where everything felt perfectly aligned , , but they didn t gain traction simply because I didn t prioritize building pre-launch momentum or engaging the community beforehand. On the flip side, I ve also seen products unexpectedly take off when the community genuinely resonated with their story, even if the prep wasn t perfect. Another valuable takeaway? ; . I ve relaunched products after initial setbacks, refined based on feedback, and ended up with surprising success. The journey taught me to listen, adapt, and never take even the smallest wins for granted. What s been your key takeaway?
People love to obsess over age. Every time a teenager ships something, the headline is: Look, they re only 17! It s become a whole genre of founder story.
