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Same Prompt, Same Model, Wildly Different Results: I Put 5 AI Coding Harnesses to the Test
If the LLM model is the brain the AI harness (tools, skills) are the eyes and the handsIf you've ever assumed that giving the same prompt to the same model would produce the same code, think again. In a recent hands-on experiment, YouTuber Luigi Tech took
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Which is the BEST Coding harness for Deepseek V4 ? opencode vs pi vs jcode vs reasonix
Same model Deepseek V4 Flash 0731 tested with different AI harnesses, huge RAM usage difference and only 2 harness were able to find a valid solution for the task.
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Is your Bitcoin seed safe after Coldcard accident? What about iancoleman/bip39 ?
In late July 2026, Coldcard, the open-source hardware wallet many consider the gold standard in Bitcoin security, failed in the worst possible way.A firmware integration error from March 2021 had silently replaced the device's hardware random number gener
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AI Harness che si auto-migliorano: esistono davvero? Come funzionano?
1. Cos'è un "harness"Un harness è tutto ciò che sta attorno al modello base: system prompt, definizione dei tool, logica di controllo (loop, retry, branching), gestione del contesto, memoria persistente, sub-agenti, criteri di stop, verifica dei risultati
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Come sta impattando l'intelligenza artificiale su lavoro,risparmi?
I trent'anni di America, Francia, Giappone e Gran Bretagna sono ai massimi dalla crisi del 2008. Il Regno Unito ha superato anche i picchi del panico fiscale del 2022.Chi sperava che, a inflazione domata, i rendimenti tornassero ai minimi degli anni 2010
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DeepSeek V4 Flash 0731: Is It Cheaper to Run It at Home or Pay Per Token?
A note from the reviewer. I re-ran every calculation in this post myself. The math now checks out end to end and uses one consistent blended API rate throughout (see section 4). I couldn't independently verify external claims like the model specs, API pri
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Perchè i lab cinesi stanno regalando delle ottime AI Locali ?
Su r/LocalLLaMA un post ha acceso il dibattito. Chi scrive dichiara di lavorare sui modelli Ling di Ant Group, la società dietro Alipay, e parte da un'osservazione semplice: quando esce un modello da un laboratorio cinese, la discussione parte sempre con
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Is it a real search engine or not? and why searxng ?
TL;DR: Only a handful of search engines actually crawl and index the web themselves (Google, Bing, Baidu, Yandex, Mojeek, Brave...). Most "alternative" engines quietly resell Bing's or Google's results. The notable exceptions: DuckDuckGo adds its own sour
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Docker alternatives for AI agents: Podman, bwrap and Firejail
Docker won the container wars. But for AI coding agents - tools that write, run, and debug code autonomously - Docker is not always the right answer.Agents are different from microservices. They run short-lived commands, not long-lived servers. They need
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sandbox-bwrap-nix: A lightweight sandbox for AI agents and experiments
If you run AI coding tools on your machine, you know the fear. What if the agent decides to rm -rf something it should not? What if it messes up your home directory, your config files, or your projects?Containers can help, but Docker and Podman are heavy.
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