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In a Training Loop ๐
4.1
TFLOPS
4
15
54
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juiceb0xc0de
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JuiceB0xC0de
AI & ML interests
destroying heuristic determination in 4 dimensions to flood the engines with diversity and a lot of swear words
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After the Feb/Mar '26 collapse of Claude Code I started building my own framework. The token crunch is still only mitigated, but the reasoning and quality are back โ better than before. For research and LLM training recipes, though, diverse knowledge and a second point of view are crucial. Pairing my Claude Max sub with an Ollama Pro sub has already saved me from days of botched trainings โ multiple frontier models helping Claude is next level. Acting as the middleman myself was interesting but inefficient, so I shipped skills that let Claude talk to Ollama models directly. ๐ claude-hooks v1.1.0 ships two LLM-to-LLM skills. ๐ฌ /get-advice โ single-shot second opinion. Claude runs a multi-turn conversation with a configured Ollama advisor; the advisor grounds in your project through read_file / grep / glob / list_files / recall_memory tools. Effort tiers cap fresh-session retries. ๐ค /consultants โ multi-agent council for cross-cutting questions: ๐งฉ planner โ researcher โ critic โ synthesizer Each role runs its own Ollama model. ๐พ Sessions persist to disk (summary.md + transcript.md + SQLite per-role message threads); closed sessions reopen and produce follow-ups ๐ indistinguishable from warm ones. ๐ฏ x-tier effort multiplies diversity: โข xmedium / xhigh โ researcher fans across N models in parallel โข xmax โ + multi-critic + meta-critic combine; critics anonymized as "Critic 1/2/3" to avoid model-bias ๐ก๏ธ Cloud-flap recovery, three layers: 15-attempt / ~15min retry budget; synthesizer failure-fallback model chain; degraded-answer composer surfaces researcher + critic work even when synthesis fails. ๐ 7 cloud models benchmarked & Claude-graded on locked queries: โข PROD-READY (P:A R:A C:A S:A): kimi-k2.6, gemma4:31b, glm-5.1 โข Role specialists: minimax-m2.7 (critic), qwen3.5 (planner) ๐ง Linux/macOS/Windows. No per-project setup. ๐ github.com/mann1x/claude-hooks
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juiceb0xc0de
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juiceb0xc0de/chaotic-absurdity
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juiceb0xc0de/bella-tao
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