Oct 5 to Oct 11, 2026

Fine-tunes Clef decision models on a 12 GB GPU for real-time entity resolution with TRL comparisons.

Reproducible fine-tune study with paired evaluation and tutorials, using a playable Tetris-like game as the task.

Benchmarks Jev, Clef-flash and Laya against an LLM and six rerankers on BEIR with paired confidence intervals.

Common-ground comparison of Jev, Clef, Kev and others against embeddings, rerankers, NLI and prompted LLMs.

Clef-Flash reviews each reasoning step of a llama-server model and triggers rollback or reflection.

A collection of Japanese demos built on Cloudflare Workers AI's Clef and Clef-flash decision models.

Gilad Fride adapted the Muse Gadget firmware to the ESP32 Cheap Yellow Display board, a very low-cost touchscreen option for Muse hardware.

Moritz Prenner is designing his own ESP32 circuit board for a Muse gadget instead of using an off-the-shelf dev kit.

Browser game created entirely by a dot, shared as a sample of what the agent can build from a prompt.

Self-hosted voice inbox that sends Pebble Index 01 ring notes to Notion and turns tasks into work for a dot.

Colony of always-on agents running a one-person content business, offered as an open-source variant of Dots.

Portable incwo MCP workflows for ChatGPT dots, wiring a French business suite into the agent.

Claude Code skill in which Opus conducts and judges while GPT-6.1 Sol executes through the Codex CLI, with supervision every 30 minutes.

Attempt to port the LDLib2 library to the GTNH Minecraft modpack using GPT-6.1 Sol at xhigh effort.

Show-and-tell post for a fork with CPU decode optimisations.

Describes async input uploads and other ROCm and llama-server fixes written with Claude that sped up Flash-Next decode on a Lenovo P620 with four 7900 XTX. Offers to publish configs for other Radeon owners.

Went from sceptic to convert after trying Strata on a low-end 5060 Ti with 32GB RAM and showed what the speed feels like in real demos.

The Strata author announced experimental Linux support for AMD Strix Halo with the best numbers on long-context decode and prompt processing using Unsloth Q4 and GSQ-RCO weights.

Compared Flash-Next, DeepSeek V4 Flash, GLM-5.3-Flash and other Qwen models using a private benchmark built from real coding, agentic and game tasks.

A fork of the NInfer engine reaches 400 tg/s under ideal conditions with NVFP4 MoE experts on a 96GB card and the n-gram table on disk.

Made a custom MLX quant sized for a 96GB machine after finding existing models lacked the right balance of speed and headroom.

A developer who now codes mostly locally gave both models the same complex feature in the LlamaStash Rust project and compared the results.

Playground with typed decisions and a SystemOne-compatible API running Clef natively on a Mac via MLX.

Compiled FP8 server with micro-batching and Ollama pass-through for running Clef-Flash on modest hardware.