LLM/agents experimenting, Rust, 3D-printing and active mobility. Release manager for VPP. Data centers and local AI liker.https://bsky.app/profile/ayourtch.bsky.socialhttps://bsky.app/profile/ayourtch.bsky.social/post/3mmb7kq5bpc2nPorted the eval from ds4 into llama.cpp, and launched it on *two bit* quant of Qwen3.6-30B-A3B… staring at the result and can’t believe my eyes. DS4 got 73 on this test. Gonna try this with the actual API-serving server….20 May 2026 05:51 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mmb7kq5bpc2nhttps://bsky.app/profile/ayourtch.bsky.social/post/3mm6qouns3k23With loop recovery patch, ds4 scores on ds4-eval on DGX Spark: 73/92 passed, 19 failed, runtime 11h:09m19 May 2026 06:19 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mm6qouns3k23https://bsky.app/profile/ayourtch.bsky.social/post/3mm5d6doci225If anybody using llama.cpp with aggressively quantized models wants to experiment with my idea for attempting to avoid pathological loops: https://github.com/ayourtch-llm/llama.cpp/tree/ayourtch-prevent-loops is the branch to point your Claude code to. I had Claude also port the ds4-eval, so you can run it in an eval form. NB:18 May 2026 16:45 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mm5d6doci225https://bsky.app/profile/ayourtch.bsky.social/post/3mm55vrkp6s2zI am literally watching the old adage “idiot-proofing breeds stronger idiots”, live, when attempting to catch LLM pathological loops on smaller, strongly quantized models now…18 May 2026 15:10 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mm55vrkp6s2zhttps://bsky.app/profile/ayourtch.bsky.social/post/3mm522ozbu22vPorting my loop-guard and ds4-eval onto llama.cpp, to experiment with aggressively quantized models (which seemed normally more likely to pathologically loop)18 May 2026 14:01 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mm522ozbu22vhttps://bsky.app/profile/ayourtch.bsky.social/post/3mm365mjahs2whttps://github.com/mkovaxx/anodized - another tool into the box of tightening the behavior of your Rust code by specifications.17 May 2026 20:09 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mm365mjahs2whttps://bsky.app/profile/ayourtch.bsky.social/post/3mlz5aawcmc2nhttps://github.com/ayourtch-llm/soda-tts with a pure-rust Candle port, because why not (nb: original repo does have Rust code but it’s with onnx). [contains quote post or other embedded content]17 May 2026 00:48 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlz5aawcmc2nhttps://bsky.app/profile/ayourtch.bsky.social/post/3mlymikabdc2uDGX Spark baseline: ds4-eval: 52/75 passed, 23 failed, runtime 10h:03m16 May 2026 19:48 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlymikabdc2uhttps://bsky.app/profile/ayourtch.bsky.social/post/3mlvtshol3k2pchat, is that clean code ? 🤔15 May 2026 17:21 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlvtshol3k2phttps://bsky.app/profile/ayourtch.bsky.social/post/3mlvfznievk2oLooking forward to next week, to see old friends and make some new! [contains quote post or other embedded content]15 May 2026 13:14 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlvfznievk2ohttps://bsky.app/profile/ayourtch.bsky.social/post/3mlvd45dtrk2sTurbovec - https://github.com/RyanCodrai/turbovec - Turboquant meets RAG.15 May 2026 12:22 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlvd45dtrk2shttps://bsky.app/profile/ayourtch.bsky.social/post/3mluybg4xrk2fThey are plotting something… 🤔 [contains quote post or other embedded content]15 May 2026 09:08 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mluybg4xrk2fhttps://bsky.app/profile/ayourtch.bsky.social/post/3mluv7i4ywk25Exponential backoff, but for scientific papers. [contains quote post or other embedded content]15 May 2026 08:13 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mluv7i4ywk25https://bsky.app/profile/ayourtch.bsky.social/post/3mlumt6qkhc22Is that a machine revolt, or what. [contains quote post or other embedded content]15 May 2026 05:43 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlumt6qkhc22https://bsky.app/profile/ayourtch.bsky.social/post/3mlulltosxs2nTypescript is closet Rust.15 May 2026 05:21 +0000at://did:plc:6647tx44spwppvqz65t3kagy/app.bsky.feed.post/3mlulltosxs2n