From Stone Tools to Smart Agents: The Mind-Bending Evolution of Technology How humanity’s…
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Gemma 4 Uncensored (autoresearch results)
Gemma 4 Uncensored — all 4 models, MoE expert abliteration, automated research loop Released uncensored versions of all four Gemma 4 models. bf16 + GGUF for each. Collection : https://huggingface.co/collections/TrevorJS/gemma-4-uncensored-69d2885d6e4fc0581f492698 Code : https://github.com/TrevorS/gemma-4-abliteration Results Model Baseline After KL Div E2B (2.3B) 98% 0.4% 0.346 E4B (4.5B) 99% 0.7% 0.068 26B MoE 98% 0.7% 0.090 31B 100% 3.2% 0.124 Refusal rates from 686 prompts across 4 datasets (JailbreakBench, tulu-harmbench, NousResearch, mlabonne). Manually audited — most flagged refusals are actually the model complying with a disclaimer attached. 26B MoE Standard abliteration only touches dense layers, which gets you from 98% → 29% on the MoE. The remaining refusals are in the expert w
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Nonprofit Research Groups Disturbed to Learn That OpenAI Has Secretly Been Funding Their Work
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The Service Layer: Where Separate Components Become a System
This is Part 4 of a series building a production-ready semantic search API with Java, Spring Boot, and pgvector. Part 1 covered the architecture. Part 2 defined the schema. Part 3 handled the embeddings — how text becomes vectors. Each piece worked in isolation. But systems don't fail in isolation — they fail at the boundaries. If you've ever built a feature that worked perfectly on its own but broke the moment you connected it to everything else — this article is about preventing that. At this point, we have a schema that can store documents and an embedding layer that can generate vectors. But nothing connects them. A document has nowhere to go. A query has no pipeline. This is where the service layer comes in. This is a production-style implementation — not a demo. The full project stru
Silverback AI Chatbot Announces Development of AI Assistant Feature to Support Automated Digital Interaction and Workflow Management - Daytona Beach News-Journal
Silverback AI Chatbot Announces Development of AI Assistant Feature to Support Automated Digital Interaction and Workflow Management Daytona Beach News-Journal
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