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Research2026-06-08 · source-backed
The top trending HuggingFace paper (274 upvotes) introduces dots.tts, a 2B continuous autoregressive text-to-speech model hitting best average Seed-TTS-Eval (WER 0.94%/1.30% zh/en) with strong cloning and emotional range. CFG-aware MeanFlow distillation gives 85ms first-packet latency streaming, 54ms dual-streaming. Training and inference code plus all checkpoints released under Apache 2.0. Directly deployable. If you've been paying per-character for a voice API, this is worth a weekend.
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The August 14 report covers January through August 2026: model repos grew from 2.43M to 2.96M, datasets from 711K to 1M, and 85.6% of models have under 200 lifetime downloads (Hugging Face). Chinese labs shipped monthly parameter ceilings of 754B to 2.78T against sub-130B for...
Barry Zhang and Mahesh Murag, the engineers who built Claude Skills at Anthropic, published a talk and engineering post that's gotten 14K+ likes and is reshaping how I think about agent development. The core argument: most agent approaches fail because they lack domain experti...
The TypeScript project compiles a repository into an explorable, searchable graph you can ask questions against, with the explicit framing "graphs that teach beat graphs that impress." It targets Claude Code, Codex, Cursor, and Copilot. Directly relevant if your agent currentl...
Triple-stream retrieval (BM25 keyword, vector embeddings, knowledge-graph traversal) fused via Reciprocal Rank Fusion on the iii engine, with SQLite for state and an in-memory vector index, no external database. The economic claim: ~170K tokens/year (~$10) versus ~650K tokens...
makecindy/cindy (created July 22, 147 forks, v0.1.22 on July 30) is an Apache-2.0 desktop/mobile client treating Claude Code and Codex as interchangeable harnesses: models and harnesses mix freely and can switch mid-task while workspace, memory, skills, and tools stay continuo...
PR #26062, "server: support MCP stdio," by ngxson, merged into ggml-org/llama.cpp on July 25 (r/LocalLLaMA). It landed alongside #26061 (vendored subprocess.h, merged July 24) and pwilkin's #26075 integration-and-tests PR. Until now, llama-server's web UI could only talk to MC...
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