| --- |
| tags: |
| - ai-agents |
| - developer-tools |
| - image-models |
| - evaluation |
| - retrieval |
| --- |
| |
| <div align="center"> |
| <img src="https://raw.githubusercontent.com/uuzzrm/uuzzrm/bd5e69a/assets/profile-header.svg" alt="Ruiming Zhao — Prysai AI systems and developer tools" width="100%" /> |
| </div> |
|
|
| <p align="center"> |
| <a href="https://prysai.com"><strong>Prysai</strong></a> · |
| <a href="#selected-contributions">Selected work</a> · |
| <a href="#working-set">Working set</a> · |
| <a href="#account-star-history">Star history</a> |
| </p> |
|
|
| <table> |
| <tr> |
| <td width="62%" valign="top"> |
| <sub>RUIMING ZHAO · UZZRM</sub><br /><br /> |
| I build and inspect AI systems that hold up beyond the demo: agents, retrieval, evaluation, and tool use in real developer workflows.<br /><br /> |
| The standard is simple: fewer impressive demos, more systems that can be tested, understood, and improved. |
| </td> |
| <td width="38%" valign="top"> |
| <sub>WORKING FOCUS</sub><br /><br /> |
| <strong>AI agents</strong><br /> |
| <strong>Developer tools</strong><br /> |
| <strong>Reliable delivery</strong><br /><br /> |
| <sub>Network operations · independent development · image-model training and fine-tuning</sub> |
| </td> |
| </tr> |
| </table> |
| |
| <sub>Six years in network operations and four years as an independent developer inform the work. Since 2024, this has also included full-quantization training and fine-tuning workflows for image AI models.</sub> |
|
|
| ## Languages & platforms |
|
|
| <p> |
| <a href="https://www.python.org/"><img src="https://img.shields.io/badge/Python-1A365D?style=flat-square&logo=python&logoColor=white" alt="Python" /></a> |
| <a href="https://www.typescriptlang.org/"><img src="https://img.shields.io/badge/TypeScript-1A365D?style=flat-square&logo=typescript&logoColor=white" alt="TypeScript" /></a> |
| <a href="https://learn.microsoft.com/dotnet/csharp/"><img src="https://img.shields.io/badge/C%23-1A365D?style=flat-square&logo=dotnet&logoColor=white" alt="C Sharp" /></a> |
| <a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1A365D?style=flat-square&logo=go&logoColor=white" alt="Go" /></a> |
| <a href="https://developer.mozilla.org/docs/Web/JavaScript"><img src="https://img.shields.io/badge/JavaScript-1A365D?style=flat-square&logo=javascript&logoColor=white" alt="JavaScript" /></a> |
| <a href="https://www.rust-lang.org/"><img src="https://img.shields.io/badge/Rust-1A365D?style=flat-square&logo=rust&logoColor=white" alt="Rust" /></a> |
| <a href="https://isocpp.org/"><img src="https://img.shields.io/badge/C%2B%2B-1A365D?style=flat-square&logo=cplusplus&logoColor=white" alt="C Plus Plus" /></a> |
| <a href="https://www.open-std.org/jtc1/sc22/wg14/"><img src="https://img.shields.io/badge/C-1A365D?style=flat-square&logo=c&logoColor=white" alt="C" /></a> |
| <a href="https://www.java.com/"><img src="https://img.shields.io/badge/Java-1A365D?style=flat-square&logo=openjdk&logoColor=white" alt="Java" /></a> |
| <a href="https://www.r-project.org/"><img src="https://img.shields.io/badge/R-1A365D?style=flat-square&logo=r&logoColor=white" alt="R" /></a> |
| <a href="https://www.scala-lang.org/"><img src="https://img.shields.io/badge/Scala-1A365D?style=flat-square&logo=scala&logoColor=white" alt="Scala" /></a> |
| <a href="https://svelte.dev/"><img src="https://img.shields.io/badge/Svelte-1A365D?style=flat-square&logo=svelte&logoColor=white" alt="Svelte" /></a> |
| <a href="https://developer.mozilla.org/docs/Web/HTML"><img src="https://img.shields.io/badge/HTML-1A365D?style=flat-square&logo=html5&logoColor=white" alt="HTML" /></a> |
| <a href="https://developer.mozilla.org/docs/Web/CSS"><img src="https://img.shields.io/badge/CSS-1A365D?style=flat-square&logo=css&logoColor=white" alt="CSS" /></a> |
| <a href="https://www.gnu.org/software/bash/"><img src="https://img.shields.io/badge/Shell-1A365D?style=flat-square&logo=gnu-bash&logoColor=white" alt="Shell" /></a> |
| <a href="https://learn.microsoft.com/powershell/"><img src="https://img.shields.io/badge/PowerShell-1A365D?style=flat-square&logo=powershell&logoColor=white" alt="PowerShell" /></a> |
| <a href="https://www.docker.com/"><img src="https://img.shields.io/badge/Docker-1A365D?style=flat-square&logo=docker&logoColor=white" alt="Docker" /></a> |
| <a href="https://cmake.org/"><img src="https://img.shields.io/badge/CMake-1A365D?style=flat-square&logo=cmake&logoColor=white" alt="CMake" /></a> |
| </p> |
|
|
| <sub>Languages and platforms represented in public projects or accepted upstream work. This is evidence of practical exposure and collaboration, not a claim of equal depth in every language.</sub> |
|
|
| ## Practice areas |
|
|
| <p> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/AI%20agents-1A365D?style=flat-square" alt="AI agents" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/LLM%20evaluation-1A365D?style=flat-square" alt="LLM evaluation" /></a> |
| <a href="https://modelcontextprotocol.io/"><img src="https://img.shields.io/badge/Model%20Context%20Protocol-1A365D?style=flat-square" alt="Model Context Protocol" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/RAG%20systems-1A365D?style=flat-square" alt="RAG systems" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/Agent%20reliability-1A365D?style=flat-square" alt="Agent reliability" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/Security%20redaction-1A365D?style=flat-square" alt="Security redaction" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/Test%20engineering-1A365D?style=flat-square" alt="Test engineering" /></a> |
| <a href="#selected-contributions"><img src="https://img.shields.io/badge/Image%20model%20training-1A365D?style=flat-square" alt="Image model training" /></a> |
| </p> |
|
|
| ## Account & public record |
|
|
| <p> |
| <a href="https://github.com/uuzzrm?tab=followers"><img src="https://img.shields.io/github/followers/uuzzrm?label=followers&style=flat-square&color=1A365D" alt="GitHub followers" /></a> |
| <a href="https://github.com/uuzzrm"><img src="https://img.shields.io/badge/on%20GitHub-since%202026--03-1A365D?style=flat-square&logo=github&logoColor=white" alt="On GitHub since March 2026" /></a> |
| <a href="https://github.com/uuzzrm/uuzzrm/actions/workflows/update-account-stars.yml"><img src="https://img.shields.io/badge/account%20stars-daily%20history-1A365D?style=flat-square" alt="Account star history refreshed daily" /></a> |
| </p> |
|
|
| ## Prysai |
|
|
| <p> |
| <a href="https://prysai.com/"><img src="https://img.shields.io/badge/Prysai-website-1A365D?style=flat-square" alt="Prysai website" /></a> |
| <a href="https://docs.prysai.com/llm-playbook/"><img src="https://img.shields.io/badge/Prysai%20LLM%20Playbook-docs-1A365D?style=flat-square" alt="Prysai LLM Playbook documentation" /></a> |
| <a href="https://github.com/Prysai/Prysai-LLM-Playbook"><img src="https://img.shields.io/github/stars/Prysai/Prysai--LLM--Playbook?label=Playbook%20stars&style=flat-square&color=1A365D" alt="Prysai LLM Playbook GitHub stars" /></a> |
| <a href="https://github.com/Prysai/Prysai-LLM-Playbook/releases/tag/v0.1.0-alpha"><img src="https://img.shields.io/badge/release-v0.1.0--alpha-1A365D?style=flat-square" alt="Prysai LLM Playbook v0.1.0-alpha release" /></a> |
| <a href="https://huggingface.co/Prysai"><img src="https://img.shields.io/badge/Prysai-Hugging%20Face-1A365D?style=flat-square&logo=huggingface&logoColor=white" alt="Prysai on Hugging Face" /></a> |
| </p> |
|
|
| <sub>Follower and Playbook-star badges update from their public sources. Every badge links to its public source.</sub> |
|
|
| ## Building with Prysai |
|
|
| <table> |
| <tr> |
| <td width="28%" valign="top"><sub>PUBLIC FLAGSHIP</sub><br /><br /><a href="https://github.com/Prysai/Prysai-LLM-Playbook"><strong>Prysai LLM<br />Playbook</strong></a></td> |
| <td width="72%" valign="top">An evidence-led, six-language learning and practice system for reliable work with LLMs, Codex, skills, tools, and agent workflows.<br /><br /><a href="https://github.com/Prysai/Prysai-LLM-Playbook">repository</a> · <a href="https://docs.prysai.com/llm-playbook/">documentation</a> · <a href="https://github.com/Prysai/Prysai-LLM-Playbook/releases/tag/v0.1.0-alpha">v0.1.0-alpha</a><br /><br /><sub>Public development candidate. Structure and checks are inspectable; learner validation and independent review remain in progress.</sub></td> |
| </tr> |
| </table> |
| |
| ## Selected contributions |
|
|
| A curated, evidence-first record of changes accepted into other projects. The full directory stays available below. |
|
|
| <table> |
| <tr> |
| <td width="50%" valign="top"><sub>AGENT RUNTIME</sub><br /><br /><a href="https://github.com/microsoft/agent-framework"><strong>Microsoft Agent Framework</strong></a><br /><br />Telemetry configuration, skill-script behavior, prompt-cache usage, and operational visibility.<br /><br /><a href="https://github.com/microsoft/agent-framework/pull/7695">latest merged PR</a></td> |
| <td width="50%" valign="top"><sub>RELIABILITY</sub><br /><br /><a href="https://github.com/nullcache/corecoder-ts"><strong>corecoder-ts</strong></a><br /><br />Cancellation, timeouts, context accounting, protocol edge cases, and CLI contracts.<br /><br /><a href="https://github.com/nullcache/corecoder-ts/pull/7">latest merged PR</a></td> |
| </tr> |
| <tr> |
| <td width="50%" valign="top"><sub>SAFETY & OPERATIONS</sub><br /><br /><a href="https://github.com/oomol-lab/open-connector"><strong>Open Connector</strong></a><br /><br />Connector lifecycle support and redaction that keeps credentials out of run logs.<br /><br /><a href="https://github.com/oomol-lab/open-connector/pull/342">latest merged PR</a></td> |
| <td width="50%" valign="top"><sub>LANGUAGE ANALYSIS</sub><br /><br /><a href="https://github.com/squid-protocol/gitgalaxy"><strong>GitGalaxy</strong></a><br /><br />Parser correctness across TypeScript, C#, C++, and Go edge cases.<br /><br /><a href="https://github.com/squid-protocol/gitgalaxy/pull/1764">latest merged PR</a></td> |
| </tr> |
| </table> |
| |
| <details> |
| <summary><strong>Browse the complete merged contribution directory</strong></summary> |
|
|
| <br /> |
|
|
| <table> |
| <tr> |
| <th align="left">Proof of work</th> |
| </tr> |
| <tr> |
| <td><sub>COLLABORATION & TEST RELIABILITY</sub><br /><a href="https://github.com/jupyterlab/jupyter-chat"><strong>jupyterlab/jupyter-chat</strong></a> · <a href="https://github.com/jupyterlab/jupyter-chat/pull/521">PR #521</a> · <a href="https://github.com/jupyterlab/jupyter-chat/pull/486">#486</a> · merged<br /><br />Eliminated SQLite YStore lock contention in parallel UI tests, then made internal chat ID and timestamp mutations synchronous while retaining observer delivery without background-task leakage.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT RUNTIME & OPERATIONS</sub><br /><a href="https://github.com/microsoft/agent-framework"><strong>microsoft/agent-framework</strong></a> · <a href="https://github.com/microsoft/agent-framework/pull/7695">PR #7695</a> · <a href="https://github.com/microsoft/agent-framework/pull/7625">#7625</a> · <a href="https://github.com/microsoft/agent-framework/pull/7622">#7622</a> · <a href="https://github.com/microsoft/agent-framework/pull/7597">#7597</a> · merged<br /><br />Made rejected MCP skill archives visible at the operational warning level, preserved Mistral prompt-cache usage details, clarified supported skill-script arguments, and forwarded GitHub Copilot telemetry configuration to its CLI client.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT CLI & INTEGRATION</sub><br /><a href="https://github.com/gnt-ai/gnt"><strong>gnt-ai/gnt</strong></a> · <a href="https://github.com/gnt-ai/gnt/pull/183">PR #183</a> · <a href="https://github.com/gnt-ai/gnt/pull/182">#182</a> · <a href="https://github.com/gnt-ai/gnt/pull/178">#178</a> · <a href="https://github.com/gnt-ai/gnt/pull/177">#177</a> · <a href="https://github.com/gnt-ai/gnt/pull/176">#176</a> · <a href="https://github.com/gnt-ai/gnt/pull/175">#175</a> · <a href="https://github.com/gnt-ai/gnt/pull/174">#174</a> · <a href="https://github.com/gnt-ai/gnt/pull/173">#173</a> · <a href="https://github.com/gnt-ai/gnt/pull/172">#172</a> · <a href="https://github.com/gnt-ai/gnt/pull/168">#168</a> · <a href="https://github.com/gnt-ai/gnt/pull/164">#164</a> · <a href="https://github.com/gnt-ai/gnt/pull/163">#163</a> · <a href="https://github.com/gnt-ai/gnt/pull/162">#162</a> · <a href="https://github.com/gnt-ai/gnt/pull/138">#138</a> · merged<br /><br />Expanded CLI automation with JSON output and connector coverage; added guarded Cline and OpenAI Agents SDK integrations; and strengthened terminal formatting, repository conventions, documentation, and review output.</td> |
| </tr> |
| <tr> |
| <td><sub>ROUTING & OBSERVABILITY</sub><br /><a href="https://github.com/vllm-project/semantic-router"><strong>vllm-project/semantic-router</strong></a> · <a href="https://github.com/vllm-project/semantic-router/pull/2907">PR #2907</a> · <a href="https://github.com/vllm-project/semantic-router/pull/2896">#2896</a> · <a href="https://github.com/vllm-project/semantic-router/pull/2874">#2874</a> · merged<br /><br />Corrected Router Replay attribution, wired configured Milvus consistency through cache reads and collection setup, and removed a racy Dashboard assertion while retaining stable lifecycle guarantees.</td> |
| </tr> |
| <tr> |
| <td><sub>VOICE AI & CONFIGURATION</sub><br /><a href="https://github.com/livekit/agents"><strong>livekit/agents</strong></a> · <a href="https://github.com/livekit/agents/pull/6866">PR #6866</a> · <a href="https://github.com/livekit/agents/pull/6810">#6810</a> · merged<br /><br />Added explicit Google Speech-to-Text project selection while preserving credential-based discovery, and corrected the final sentence span so tokenization includes the input's last character.</td> |
| </tr> |
| <tr> |
| <td><sub>CONNECTORS & PRODUCT INTEGRATION</sub><br /><a href="https://github.com/oomol-lab/open-connector"><strong>oomol-lab/open-connector</strong></a> · <a href="https://github.com/oomol-lab/open-connector/pull/342">PR #342</a> · <a href="https://github.com/oomol-lab/open-connector/pull/332">#332</a> · <a href="https://github.com/oomol-lab/open-connector/pull/300">#300</a> · merged<br /><br />Expanded the Resend connector from basic sending into batch, scheduling, retrieval, cancellation, and attachment workflows; made run-log summaries resilient to malformed values; and redacted credentials in protocol-relative and non-HTTP URLs.</td> |
| </tr> |
| <tr> |
| <td><sub>VOICE AI & AUDIO PIPELINES</sub><br /><a href="https://github.com/pipecat-ai/pipecat"><strong>pipecat-ai/pipecat</strong></a> · <a href="https://github.com/pipecat-ai/pipecat/pull/5298">PR #5298</a> · merged<br /><br />Made AssemblyAI speech recognition inherit the pipeline input sample rate unless callers provide an explicit override.</td> |
| </tr> |
| <tr> |
| <td><sub>EVALUATION & OBSERVABILITY</sub><br /><a href="https://github.com/thangldw/ragops"><strong>thangldw/ragops</strong></a> · <a href="https://github.com/thangldw/ragops/pull/30">PR #30</a> · merged<br /><br />Added an offline Phoenix recorded-score adapter with deterministic case-ID joins, synthetic fixtures, documentation, and tests.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT TOOLING & COMPATIBILITY</sub><br /><a href="https://github.com/ag2ai/ag2"><strong>ag2ai/ag2</strong></a> · <a href="https://github.com/ag2ai/ag2/pull/3160">PR #3160</a> · <a href="https://github.com/ag2ai/ag2/pull/3148">#3148</a> · merged<br /><br />Added HEIC and HEIF MIME types to the Gemini image-input path, and made persistent sub-agent delegation reuse one stream instance so its turn lock actually serializes concurrent work.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT TOOLING & COMPATIBILITY</sub><br /><a href="https://github.com/mlflow/mlflow"><strong>mlflow/mlflow</strong></a> · <a href="https://github.com/mlflow/mlflow/pull/25010">PR #25010</a> · <a href="https://github.com/mlflow/mlflow/pull/25000">#25000</a> · merged<br /><br />Preserved provider-specific usage metadata across Gemini, Anthropic, and OpenAI-compatible gateway adapters, with regression coverage for normalized and nested usage details.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT TOOLING & DOCUMENTATION</sub><br /><a href="https://github.com/jupyterlab/jupyter-ai"><strong>jupyterlab/jupyter-ai</strong></a> · <a href="https://github.com/jupyterlab/jupyter-ai/pull/1639">PR #1639</a> · merged<br /><br />Added a concise interaction model explaining how chat, personas, ACP agents, model providers, and MCP tools fit together.</td> |
| </tr> |
| <tr> |
| <td><sub>MEMORY & OPERATIONS</sub><br /><a href="https://github.com/MSKazemi/kubeintellect"><strong>MSKazemi/kubeintellect</strong></a> · <a href="https://github.com/MSKazemi/kubeintellect/pull/116">PR #116</a> · <a href="https://github.com/MSKazemi/kubeintellect/pull/111">#111</a> · <a href="https://github.com/MSKazemi/kubeintellect/pull/105">#105</a> · merged<br /><br />Made the memory-recall similarity floor configurable, updated the <code>kube-q</code> Homebrew formula, and documented v4 data-handling boundaries.</td> |
| </tr> |
| <tr> |
| <td><sub>LANGUAGE ANALYSIS & RELIABILITY</sub><br /><a href="https://github.com/squid-protocol/gitgalaxy"><strong>squid-protocol/gitgalaxy</strong></a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1764">PR #1764</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1761">#1761</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1760">#1760</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1724">#1724</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1710">#1710</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1657">#1657</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1655">#1655</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1654">#1654</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1639">#1639</a> · <a href="https://github.com/squid-protocol/gitgalaxy/pull/1201">#1201</a> · merged<br /><br />Improved detector correctness across TypeScript, C#, C++, and Go: recovered missed bodyless functions, retained unknown macro branches, eliminated phantom matches, recognized <code>readonly</code>/<code>ref</code> structs, and prevented silent archetype-metric dimension truncation.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT TOOLING & COMPATIBILITY</sub><br /><a href="https://github.com/mastra-ai/mastra"><strong>mastra-ai/mastra</strong></a> · <a href="https://github.com/mastra-ai/mastra/pull/21559">PR #21559</a> · <a href="https://github.com/mastra-ai/mastra/pull/21281">#21281</a> · <a href="https://github.com/mastra-ai/mastra/pull/21147">#21147</a> · merged<br /><br />Kept array text-streams valid for batched first chunks, resolved dynamic models once per assigned-tool batch, and fixed CommonJS schema compatibility by bundling the Zod conversion dependencies.</td> |
| </tr> |
| <tr> |
| <td><sub>RELIABILITY & EXPERIENCE</sub><br /><a href="https://github.com/felladrin/MiniSearch"><strong>felladrin/MiniSearch</strong></a> · <a href="https://github.com/felladrin/MiniSearch/pull/2390">PR #2390</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2387">#2387</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2386">#2386</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2385">#2385</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2377">#2377</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2375">#2375</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2372">#2372</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2370">#2370</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2367">#2367</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2339">#2339</a> · <a href="https://github.com/felladrin/MiniSearch/pull/2324">#2324</a> · merged<br /><br />Reworked the search experience with a proper landing page, clearer result hierarchy, and reduced-motion-aware drawers; hardened it end-to-end for IME and non-Latin follow-ups, failure states, early rate limiting, SSRF-safe capped thumbnail fetches, and robust error handling.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT ORCHESTRATION & CLI</sub><br /><a href="https://github.com/a5c-ai/babysitter"><strong>a5c-ai/babysitter</strong></a> · <a href="https://github.com/a5c-ai/babysitter/pull/1727">PR #1727</a> · merged<br /><br />Made process-backed run creation safely adopt the active session-start bare run while retaining explicit-run and cross-boundary create-new safeguards.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT RUNTIME & RELIABILITY</sub><br /><a href="https://github.com/nullcache/corecoder-ts"><strong>nullcache/corecoder-ts</strong></a> · <a href="https://github.com/nullcache/corecoder-ts/pull/7">PR #7</a> · <a href="https://github.com/nullcache/corecoder-ts/pull/6">#6</a> · <a href="https://github.com/nullcache/corecoder-ts/pull/5">#5</a> · <a href="https://github.com/nullcache/corecoder-ts/pull/3">#3</a> · <a href="https://github.com/nullcache/corecoder-ts/pull/2">#2</a> · <a href="https://github.com/nullcache/corecoder-ts/pull/1">#1</a> · merged<br /><br />Hardened agent execution around cancellation, retry aborts, SSE and tool-input edge cases, request timeouts, context calibration, and CLI contracts; also documented installation, providers, tools, and runtime controls.</td> |
| </tr> |
| <tr> |
| <td><sub>AGENT TOOLING & QUALITY GATES</sub><br /><a href="https://github.com/wshobson/agents"><strong>wshobson/agents</strong></a> · <a href="https://github.com/wshobson/agents/pull/662">PR #662</a> · merged<br /><br />Made plugin evaluation preserve and resolve nested skill references relative to the current skill, preventing valid helpers from being incorrectly penalized.</td> |
| </tr> |
| <tr> |
| <td><sub>PRIVACY & EVALUATION</sub><br /><a href="https://github.com/seva9523/EvalRepro"><strong>seva9523/EvalRepro</strong></a> · <a href="https://github.com/seva9523/EvalRepro/pull/12">PR #12</a> · merged<br /><br />Added <code>--no-id_preview</code> to suppress sample ID previews while preserving sample and field digests.</td> |
| </tr> |
| <tr> |
| <td><sub>DOCUMENTATION & DEVELOPER EXPERIENCE</sub><br /><a href="https://github.com/abenneto/gandharva"><strong>abenneto/gandharva</strong></a> · <a href="https://github.com/abenneto/gandharva/pull/19">PR #19</a> · merged<br /><br />Refined README formatting and section headers.</td> |
| </tr> |
| </table> |
| |
| <sub>Every entry above links to a public pull request confirmed as merged into its upstream repository.</sub> |
|
|
| </details> |
|
|
| <!-- |
| Maintenance format for future entries: |
| 1. Confirm the upstream pull request has a non-empty merged_at value. |
| 2. Group multiple merged PRs under the same upstream project. |
| 3. Keep every merged PR linked and update the summary sentence when the totals change. |
| Only add an entry after the upstream PR is actually merged. |
| --> |
| |
| ## Working set |
| |
| A focused upstream working set. These are study and contribution paths, not claims of original ownership. |
| |
| <table> |
| <tr> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/thangldw/ragops">RAGOps</a></strong><br /> |
| <sub>Evaluation infrastructure</sub><br /><br /> |
| Offline evaluation and explainable release gates for RAG systems and agents.<br /><br /> |
| <a href="https://github.com/thangldw/ragops">upstream</a> · <a href="https://github.com/uuzzrm/ragops">my fork</a> |
| </td> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/pydantic/pydantic-ai">PydanticAI</a></strong><br /> |
| <sub>Typed agent runtime</sub><br /><br /> |
| Typed tools, structured outputs, and validation for production-minded agents.<br /><br /> |
| <a href="https://github.com/pydantic/pydantic-ai">upstream</a> · <a href="https://github.com/uuzzrm/pydantic-ai">my fork</a> |
| </td> |
| </tr> |
| <tr> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/PrefectHQ/fastmcp">FastMCP</a></strong><br /> |
| <sub>Tool connectivity</sub><br /><br /> |
| Protocol infrastructure for connecting MCP servers and clients.<br /><br /> |
| <a href="https://github.com/PrefectHQ/fastmcp">upstream</a> · <a href="https://github.com/uuzzrm/fastmcp">my fork</a> |
| </td> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/promptfoo/promptfoo">Promptfoo</a></strong><br /> |
| <sub>Quality and safety gates</sub><br /><br /> |
| Evaluation and red-teaming for prompts, agents, and RAG pipelines.<br /><br /> |
| <a href="https://github.com/promptfoo/promptfoo">upstream</a> · <a href="https://github.com/uuzzrm/promptfoo">my fork</a> |
| </td> |
| </tr> |
| <tr> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/browser-use/browser-use">Browser Use</a></strong><br /> |
| <sub>Real-world execution</sub><br /><br /> |
| Browser control for tool-using agents and workflow automation.<br /><br /> |
| <a href="https://github.com/browser-use/browser-use">upstream</a> · <a href="https://github.com/uuzzrm/browser-use">my fork</a> |
| </td> |
| <td width="50%" valign="top"> |
| <strong><a href="https://github.com/Priivacy-ai/spec-kitty">Spec Kitty</a></strong><br /> |
| <sub>Developer workflow</sub><br /><br /> |
| Spec-driven development and repeatable worktree workflows for serious projects.<br /><br /> |
| <a href="https://github.com/Priivacy-ai/spec-kitty">upstream</a> · <a href="https://github.com/uuzzrm/spec-kitty">my fork</a> |
| </td> |
| </tr> |
| </table> |
| |
| ## Account star history |
| |
| One account-level signal: the total stars received by all public repositories over time. It is a trend for the account, not the star count of any single project. |
| |
| <p align="center"> |
| <picture> |
| <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/uuzzrm/uuzzrm/main/assets/account-stars-dark.svg" /> |
| <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/uuzzrm/uuzzrm/main/assets/account-stars-light.svg" /> |
| <img src="https://raw.githubusercontent.com/uuzzrm/uuzzrm/main/assets/account-stars-light.svg" alt="uuzzrm account repository star history" width="100%" /> |
| </picture> |
| </p> |
| |
| <sub>All public repositories are included · forks contribute only their own stars · refreshed daily by <a href="https://github.com/uuzzrm/uuzzrm/actions/workflows/update-account-stars.yml">GitHub Actions</a>.</sub> |
| |
| <hr /> |
| |
| <p align="center"><sub>AI agents · retrieval · evaluation · MCP · developer tools · reliable workflows</sub></p> |
| |
