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This is an accidental duplicate post, please delete 3 by VitaSetLLC | 0 comments on Hacker News.

Ask HN: Anyone else experiencing extreme Codex limits token burn rate? 2 by throwaway2027 | 1 comments on Hacker News.

Ask HN: Anyone suffering from the tyranny of the Waiting Equation? 2 by akersten | 1 comments on Hacker News. In space exploration, there's a famous conundrum that we shouldn't launch a 100-year journey transport ship to another galaxy, because in 20 years technology will have made the ship twice as fast, and we can get there earlier by waiting. In this episode of "how this translates to B2B sales," I ask if anyone else is struggling to invest in ideas (anywhere from side projects to startups) knowing that the frontier of AI might soon overlap any possible technical or operational moat that you spend a year or more building, and your entire business is just a one-shot prompt away (from either you, meaning you wasted time building, or your target customer, who no longer has a reason to pay you). Historically it's always been better to Just Build, but this reality seems to be getting tougher to ignore.

I built a new PoW protocol and observed a surprisingly early solution 2 by babakkarimib | 0 comments on Hacker News. I recently deployed an experimental proof-of-work protocol called Shardhash. The idea is simple: miners compete by finding hashes with a required suffix pattern, and rewards scale with the number of matching hex digits. Something unexpected happened during testing. A wallet that had never interacted with the protocol before submitted a failed claim and then a successful claim. The successful solution was Tier 10 (roughly a 1 in 16^10 event), with a nonce value of 18. The interesting part was the timing: - The failed claim used nonce 17 but was rejected because the round had already expired. - The failed claim was submitted 300 seconds after the round started, even though the submission window is only 12 seconds. - The next claim used nonce 18 and succeeded. - The successful claim was submitted 480 seconds after that round started (42 Ethereum blocks later), about 180 ...

Ask HN: What are some popular AI detection software that you know/have used? 2 by dd-sharma | 1 comments on Hacker News. We want to undertake a comprehensive evaluation of popular AI detection software that detect the text content. If you use a software for this purpose, please share the name of the product and if possible a brief on what you like/dislike about it? Thanks in advance.

Ask HN: HotPin – lossless 120B MoE inference on 24GB RAM (CPU, 50 loc) 2 by LozzKappa | 0 comments on Hacker News. I'm a mechatronics designer with a background in control systems, robotics, PCB design, and embedded hardware. I design physical systems: motors, sensors, microcontrollers, and real-time control loops. I applied this design thinking to LLM memory management – and it worked. HotPin is a set of patches for llama.cpp that runs 30B–120B Mixture of Experts (MoE) models on far less RAM than their disk footprint, with bit-identical (lossless) output. Tested on an AMD Ryzen AI 9 HX 370 (Zen5, AVX512), 23.6GB LPDDR5X, NVMe >1GB/s, CPU-only. Results: | Model | Disk | Min RAM | Savings | tok/s | |-------|------|---------|---------|-------| | gpt-oss:120b | 58.5GB | 19.1GB | -67% | 3.84 | | qwen3:30b-a3b | 18.0GB | 10.4GB | -42% | 19.7 | | gemma4:26b-a4b | 16.2GB | 10.6GB | -35% | 11.5 | | GLM-4.7-Flash | 19.0GB | 13.3GB | -30% | 12.4 | Output is SHA-256 bit-identical to ful...