https://github.devotd.net/en/Thoughtful coverage of newly discovered projects and meaningful releases.https://github.devotd.net/en/posts/ollama-ollama/https://github.devotd.net/en/posts/ollama-ollama/Sat, 17 Oct 2026 15:38:30 GMTollama/ollama is a runtime server that runs open models locally or in the cloud and connects them to a range of tools.https://github.devotd.net/en/posts/surya-koritala-glyd/https://github.devotd.net/en/posts/surya-koritala-glyd/Sat, 17 Oct 2026 15:32:23 GMTA look at the lossless GPU memory compression approach in surya-koritala/glyd and the measured results published in its README.https://github.devotd.net/en/posts/vercel-labs-fx/https://github.devotd.net/en/posts/vercel-labs-fx/Sat, 17 Oct 2026 15:31:46 GMTCovers the latest release of the Zig-written coding agent vercel-labs/fx and the limits stated in its README: the documented feature set and its experimental stage.https://github.devotd.net/en/posts/ashishsinha1602-schemagate-v1-6-0/https://github.devotd.net/en/posts/ashishsinha1602-schemagate-v1-6-0/Sat, 17 Oct 2026 15:31:45 GMTashishsinha1602/schemagate v1.6.0 is a release that tells the model about schemas hidden by permissions and requires the answer INSUFFICIENT for queries that lack grounding.https://github.devotd.net/en/posts/100yenadmin-hermes-teammates/https://github.devotd.net/en/posts/100yenadmin-hermes-teammates/Sat, 17 Oct 2026 15:31:41 GMTA look at the features and configuration boundaries of 100yenadmin/hermes-teammates, a plugin that calls subagents by name in Hermes Agent and carries execution forward.https://github.devotd.net/en/posts/r44vc0rp-isocast-v0-0-6/https://github.devotd.net/en/posts/r44vc0rp-isocast-v0-0-6/Sat, 17 Oct 2026 14:33:01 GMTr44vc0rp/isocast v0.0.6 is an OBS alternative for Apple silicon Macs that adds a projector, a vertical canvas, timeline editing, and audio and recording features.https://github.devotd.net/en/posts/fesens-opentpu/https://github.devotd.net/en/posts/fesens-opentpu/Sat, 17 Oct 2026 14:31:52 GMTfesens/opentpu is an open-source AI accelerator designed by an AI agent, gathering everything from hardware to compiler into one repository and presenting run results on a Kintex-7 card.https://github.devotd.net/en/posts/cranebeaker-coop-anything/https://github.devotd.net/en/posts/cranebeaker-coop-anything/Sat, 17 Oct 2026 14:31:51 GMTcranebeaker/coop-anything is a repository that provides agents with procedures and tools for making single-player games playable with friends.https://github.devotd.net/en/posts/srkrz23-vramkit/https://github.devotd.net/en/posts/srkrz23-vramkit/Sat, 17 Oct 2026 14:31:50 GMTsrkrz23/vramkit is a Python repository implementing a lossless weight codec and KV cache compression that applies different quantization axes to keys and values.https://github.devotd.net/en/posts/mksglu-context-mode/https://github.devotd.net/en/posts/mksglu-context-mode/Sat, 17 Oct 2026 14:31:46 GMTmksglu/context-mode is a TypeScript tool that manages coding agent context through tool output sandboxing and session memory.https://github.devotd.net/en/posts/cmu-l3-reuf2f/https://github.devotd.net/en/posts/cmu-l3-reuf2f/Sat, 17 Oct 2026 13:33:25 GMTReuF2F from cmu-l3/reuf2f is a Lean benchmark that evaluates coding agents on 244 open problems from undergraduate research.https://github.devotd.net/en/posts/l-forster-open-jet/https://github.devotd.net/en/posts/l-forster-open-jet/Sat, 17 Oct 2026 13:32:17 GMTl-forster/open-jet provides an offline coding agent for local models and a CUDA inference engine for Qwen3.8-27B; the latest release is v0.5.0.https://github.devotd.net/en/posts/jevagentharness-jevagentharness/https://github.devotd.net/en/posts/jevagentharness-jevagentharness/Sat, 17 Oct 2026 13:31:48 GMTjevagentharness/jevagentharness is a proxy that classifies each step of a coding agent and assigns a model; it covers the README's Terminal-Bench 2.0 measurements and their limits.https://github.devotd.net/en/posts/invarislabs-invaris-agentsec/https://github.devotd.net/en/posts/invarislabs-invaris-agentsec/Sat, 17 Oct 2026 13:31:47 GMTinvarislabs/invaris-agentsec v0.9.0 is a Python framework that stress-tests security policies in AI agent workflows through adversarial scenarios.https://github.devotd.net/en/posts/tt-a1i-archify/https://github.devotd.net/en/posts/tt-a1i-archify/Sat, 17 Oct 2026 13:31:45 GMTtt-a1i/archify is an agent skill that turns ideas and codebases into interactive HTML diagrams.https://github.devotd.net/en/posts/perplexityai-space/https://github.devotd.net/en/posts/perplexityai-space/Sat, 17 Oct 2026 12:32:55 GMTperplexityai/space is a Rust-based sandbox platform that isolates and runs agent and user code.https://github.devotd.net/en/posts/qiz029-dscode/https://github.devotd.net/en/posts/qiz029-dscode/Sat, 17 Oct 2026 12:31:51 GMTqiz029/dscode is a DeepSeek-based terminal coding agent harness in which multiple sessions check one another and divide up side questions or tasks.https://github.devotd.net/en/posts/indras-mirror-xolotl/https://github.devotd.net/en/posts/indras-mirror-xolotl/Sat, 17 Oct 2026 12:31:50 GMTXolotl, a C++ engine that extends Strata, serves several large models through an OpenAI/Anthropic-compatible server, and its README reports a decode speed of 26.8 tok/s for DeepSeek-V4.1-Flash 552B on an RTX 4090.https://github.devotd.net/en/posts/gastownhall-beads/https://github.devotd.net/en/posts/gastownhall-beads/Sat, 17 Oct 2026 12:31:45 GMTAn introduction to how gastownhall/beads manages long-running coding-agent work as a dependency graph, and the limits of what can be verified.https://github.devotd.net/en/posts/storytold-vectorcraft/https://github.devotd.net/en/posts/storytold-vectorcraft/Sat, 17 Oct 2026 11:56:33 GMTstorytold/vectorcraft is a vector illustration tool written in pure Rust; the latest release is v0.12.0.https://github.devotd.net/en/posts/pipelab-org-pipelock/https://github.devotd.net/en/posts/pipelab-org-pipelock/Sat, 17 Oct 2026 11:56:31 GMTpipelab-org/pipelock is a Go firewall that inspects agent traffic and produces signed execution receipts.https://github.devotd.net/en/posts/liqiiiii-jeva/https://github.devotd.net/en/posts/liqiiiii-jeva/Sat, 17 Oct 2026 11:56:25 GMTliqiiiii/jeva is a Python repository explaining a System 1 decision model that represents states and candidates independently.https://github.devotd.net/en/posts/cartert27-scion/https://github.devotd.net/en/posts/cartert27-scion/Sat, 17 Oct 2026 11:56:18 GMTA look at the structure and self-reported benchmark results of scion, a Rust implementation built from Anthropic's source control redesign article.https://github.devotd.net/en/posts/nandhakishorm-laya/https://github.devotd.net/en/posts/nandhakishorm-laya/Sat, 17 Oct 2026 11:55:44 GMTA look at v0.4.9 of nandhakishorm/laya, the scope of its engine that performs selection, scoring, and yes/no decisions, and the limitations it publicly states.https://github.devotd.net/en/posts/niko1221-strata-v0-1-45/https://github.devotd.net/en/posts/niko1221-strata-v0-1-45/Sat, 17 Oct 2026 09:04:01 GMTniko1221/strata v0.1.45 adds image input support for Qwen3.6-35B-A3B and handles up to 8 concurrent requests, with performance gains that vary depending on available VRAM.https://github.devotd.net/en/posts/rtk-ai-rtk/https://github.devotd.net/en/posts/rtk-ai-rtk/Sat, 17 Oct 2026 08:57:55 GMTrtk-ai/rtk is a Rust CLI proxy that compresses, routes, and filters development command output to reduce LLM token consumption.https://github.devotd.net/en/posts/storytold-cadcraft/https://github.devotd.net/en/posts/storytold-cadcraft/Sat, 17 Oct 2026 08:57:33 GMTstorytold/cadcraft reimplements an AutoCAD-style 2D CAD app in pure Rust, with drawing format support and agent integration.https://github.devotd.net/en/posts/alexsjones-llmfit/https://github.devotd.net/en/posts/alexsjones-llmfit/Sat, 17 Oct 2026 08:57:09 GMTalexsjones/llmfit v1.1.17 is a Rust command-line tool that recommends language models suited to your hardware and shares measured benchmarks.https://github.devotd.net/en/posts/nvidia-nemoclaw/https://github.devotd.net/en/posts/nvidia-nemoclaw/Sat, 17 Oct 2026 08:56:49 GMTnvidia/nemoclaw is a reference stack that runs coding agents such as Hermes, LangChain Deep Agents, and OpenClaw inside the NVIDIA OpenShell sandbox with managed inference.https://github.devotd.net/en/posts/ggml-org-llama-cpp-b11700/https://github.devotd.net/en/posts/ggml-org-llama-cpp-b11700/Sat, 17 Oct 2026 08:56:43 GMTllama.cpp b11700 added decision conversion and support paths for Granite Switch family models.https://github.devotd.net/en/posts/deusdata-codebase-memory-mcp/https://github.devotd.net/en/posts/deusdata-codebase-memory-mcp/Fri, 16 Oct 2026 09:18:44 GMTdeusdata/codebase-memory-mcp is a local MCP server that provides a code knowledge graph and CBM Lens.https://github.devotd.net/en/posts/unclecode-crawl4ai/https://github.devotd.net/en/posts/unclecode-crawl4ai/Fri, 16 Oct 2026 09:16:23 GMTunclecode/crawl4ai v0.9.5 is an open-source crawler/scraper that converts websites into Markdown for LLMs.https://github.devotd.net/en/posts/sno-ai-sno-station/https://github.devotd.net/en/posts/sno-ai-sno-station/Fri, 16 Oct 2026 09:15:38 GMTsno-ai/sno-station is a locally running harness that lets multiple coding agents share an encrypted memory and hand work back and forth.https://github.devotd.net/en/posts/ggml-org-llama-cpp-b11683/https://github.devotd.net/en/posts/ggml-org-llama-cpp-b11683/Fri, 16 Oct 2026 09:15:35 GMTllama.cpp nightly b11683 is a build that fixes the Vulkan backend's host memory import failure logging and AMD's buffer sharing path.https://github.devotd.net/en/posts/antirez-ds4/https://github.devotd.net/en/posts/antirez-ds4/Fri, 16 Oct 2026 09:15:20 GMTantirez/ds4 is a C-based local inference engine that runs a set of models on Metal, CUDA, and ROCm.https://github.devotd.net/en/posts/thedotmack-claude-mem/https://github.devotd.net/en/posts/thedotmack-claude-mem/Fri, 16 Oct 2026 09:15:13 GMTthedotmack/claude-mem is a persistent memory system that compresses records of agent sessions and provides context to later sessions.https://github.devotd.net/en/posts/google-gemini-gemini-cli/https://github.devotd.net/en/posts/google-gemini-gemini-cli/Thu, 15 Oct 2026 16:50:18 GMTgoogle-gemini/gemini-cli is an open-source agent that lets you use Gemini in the terminal and connect it to multiple tools.https://github.devotd.net/en/posts/graphify-labs-graphify/https://github.devotd.net/en/posts/graphify-labs-graphify/Thu, 15 Oct 2026 16:50:08 GMTgraphify-labs/graphify is a Python tool that turns code and related materials into a queryable knowledge graph.https://github.devotd.net/en/posts/nousresearch-hermes-official-plugins/https://github.devotd.net/en/posts/nousresearch-hermes-official-plugins/Thu, 15 Oct 2026 16:50:01 GMTThe official Hermes Agent plugin repository maintained by Nous Research, which separates per-product integrations out of the core.https://github.devotd.net/en/posts/arahim3-digup-v0-7-0-beta-1/https://github.devotd.net/en/posts/arahim3-digup-v0-7-0-beta-1/Thu, 15 Oct 2026 16:49:48 GMTDigUp, which searches your computer based on the contents of photos, PDFs, documents, recordings, videos, and code, expanded to Windows and Linux for the first time in v0.7.0-beta.1.https://github.devotd.net/en/posts/yetone-magpie-v0-1-1257/https://github.devotd.net/en/posts/yetone-magpie-v0-1-1257/Thu, 15 Oct 2026 16:49:19 GMTyetone/magpie v0.1.1257 is a feature release that overhauls the plugin functionality and adds Lody agent support.https://github.devotd.net/en/posts/magnitudedev-magnitude/https://github.devotd.net/en/posts/magnitudedev-magnitude/Thu, 15 Oct 2026 16:49:13 GMTmagnitudedev/magnitude is a Rust-based open-source engine that tunes kernels to the hardware and uses them for model inference.https://github.devotd.net/en/posts/getzep-graphiti/https://github.devotd.net/en/posts/getzep-graphiti/Thu, 15 Oct 2026 16:49:01 GMTCovers getzep/graphiti, which manages agent memory as a graph by tracking how facts change and where they come from.https://github.devotd.net/en/posts/scaleapi-agentenv-framework-v0-9-1331/https://github.devotd.net/en/posts/scaleapi-agentenv-framework-v0-9-1331/Thu, 15 Oct 2026 16:48:49 GMTscaleapi/agentenv-framework v0.9.1331 ships an example MCP server bundle that runs through a gateway, plus per-run configuration overrides.https://github.devotd.net/en/posts/jiwoochris-artex-global-v0-3-15-global-1/https://github.devotd.net/en/posts/jiwoochris-artex-global-v0-3-15-global-1/Thu, 15 Oct 2026 16:48:43 GMTjiwoochris/artex-global v0.3.15-global.1 extends i18n so that built-in agent names and descriptions and prompt variable labels are displayed per language.https://github.devotd.net/en/posts/ghorbelhamdi-buddy-android-v2-1-9/https://github.devotd.net/en/posts/ghorbelhamdi-buddy-android-v2-1-9/Thu, 15 Oct 2026 16:48:25 GMTBuddy v2.1.9 restores the phone assistant instruction that was no longer being passed to models after OpenCode 2.https://github.devotd.net/en/posts/cskwork-scopeweaver-v0-5-0/https://github.devotd.net/en/posts/cskwork-scopeweaver-v0-5-0/Thu, 15 Oct 2026 16:48:23 GMTcskwork/scopeweaver v0.5.0 is a release that adds request priority and network blocking policies for local Ollama inference to ARTEX's English and Korean localization repositories.https://github.devotd.net/en/posts/nousresearch-hermes-agent-v0-22-2/https://github.devotd.net/en/posts/nousresearch-hermes-agent-v0-22-2/Thu, 15 Oct 2026 16:48:19 GMTnousresearch/hermes-agent v0.22.2 is a release that replaces the faulty v0.22.1 build and fixes the gateway startup issue as well as retry behavior for local model conversations on laptops.https://github.devotd.net/en/posts/infiniflow-ragflow/https://github.devotd.net/en/posts/infiniflow-ragflow/Thu, 15 Oct 2026 16:47:50 GMTinfiniflow/ragflow is an open-source engine that combines RAG and agent capabilities to provide a context layer for LLMs.https://github.devotd.net/en/posts/opensec-git-pi-bolt/https://github.devotd.net/en/posts/opensec-git-pi-bolt/Thu, 15 Oct 2026 16:47:45 GMTopensec-git/pi-bolt is an independent fork that ships the coding agent Pi as a native executable and presents its own performance comparisons.