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RUIMING ZHAO · UZZRM I build and inspect AI systems that hold up beyond the demo: agents, retrieval, evaluation, and tool use in real developer workflows. The standard is simple: fewer impressive demos, more systems that can be tested, understood, and improved. |
WORKING FOCUS AI agents Developer tools Reliable delivery Network operations · independent development · image-model training and fine-tuning |
| PUBLIC FLAGSHIP Prysai LLM Playbook | An evidence-led, six-language learning and practice system for reliable work with LLMs, Codex, skills, tools, and agent workflows. repository · documentation · v0.1.0-alpha Public development candidate. Structure and checks are inspectable; learner validation and independent review remain in progress. |
| AGENT RUNTIME Microsoft Agent Framework Telemetry configuration, skill-script behavior, prompt-cache usage, and operational visibility. latest merged PR | RELIABILITY corecoder-ts Cancellation, timeouts, context accounting, protocol edge cases, and CLI contracts. latest merged PR |
| SAFETY & OPERATIONS Open Connector Connector lifecycle support and redaction that keeps credentials out of run logs. latest merged PR | LANGUAGE ANALYSIS GitGalaxy Parser correctness across TypeScript, C#, C++, and Go edge cases. latest merged PR |
| Proof of work |
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| COLLABORATION & TEST RELIABILITY jupyterlab/jupyter-chat · PR #521 · #486 · merged 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. |
| AGENT RUNTIME & OPERATIONS microsoft/agent-framework · PR #7695 · #7625 · #7622 · #7597 · merged 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. |
| AGENT CLI & INTEGRATION gnt-ai/gnt · PR #183 · #182 · #178 · #177 · #176 · #175 · #174 · #173 · #172 · #168 · #164 · #163 · #162 · #138 · merged 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. |
| ROUTING & OBSERVABILITY vllm-project/semantic-router · PR #2907 · #2896 · #2874 · merged 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. |
| VOICE AI & CONFIGURATION livekit/agents · PR #6866 · #6810 · merged 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. |
| CONNECTORS & PRODUCT INTEGRATION oomol-lab/open-connector · PR #342 · #332 · #300 · merged 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. |
| VOICE AI & AUDIO PIPELINES pipecat-ai/pipecat · PR #5298 · merged Made AssemblyAI speech recognition inherit the pipeline input sample rate unless callers provide an explicit override. |
| EVALUATION & OBSERVABILITY thangldw/ragops · PR #30 · merged Added an offline Phoenix recorded-score adapter with deterministic case-ID joins, synthetic fixtures, documentation, and tests. |
| AGENT TOOLING & COMPATIBILITY ag2ai/ag2 · PR #3160 · #3148 · merged 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. |
| AGENT TOOLING & COMPATIBILITY mlflow/mlflow · PR #25010 · #25000 · merged Preserved provider-specific usage metadata across Gemini, Anthropic, and OpenAI-compatible gateway adapters, with regression coverage for normalized and nested usage details. |
| AGENT TOOLING & DOCUMENTATION jupyterlab/jupyter-ai · PR #1639 · merged Added a concise interaction model explaining how chat, personas, ACP agents, model providers, and MCP tools fit together. |
| MEMORY & OPERATIONS MSKazemi/kubeintellect · PR #116 · #111 · #105 · merged Made the memory-recall similarity floor configurable, updated the kube-q Homebrew formula, and documented v4 data-handling boundaries. |
| LANGUAGE ANALYSIS & RELIABILITY squid-protocol/gitgalaxy · PR #1764 · #1761 · #1760 · #1724 · #1710 · #1657 · #1655 · #1654 · #1639 · #1201 · merged Improved detector correctness across TypeScript, C#, C++, and Go: recovered missed bodyless functions, retained unknown macro branches, eliminated phantom matches, recognized readonly/ref structs, and prevented silent archetype-metric dimension truncation. |
| AGENT TOOLING & COMPATIBILITY mastra-ai/mastra · PR #21559 · #21281 · #21147 · merged 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. |
| RELIABILITY & EXPERIENCE felladrin/MiniSearch · PR #2390 · #2387 · #2386 · #2385 · #2377 · #2375 · #2372 · #2370 · #2367 · #2339 · #2324 · merged 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. |
| AGENT ORCHESTRATION & CLI a5c-ai/babysitter · PR #1727 · merged Made process-backed run creation safely adopt the active session-start bare run while retaining explicit-run and cross-boundary create-new safeguards. |
| AGENT RUNTIME & RELIABILITY nullcache/corecoder-ts · PR #7 · #6 · #5 · #3 · #2 · #1 · merged 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. |
| AGENT TOOLING & QUALITY GATES wshobson/agents · PR #662 · merged Made plugin evaluation preserve and resolve nested skill references relative to the current skill, preventing valid helpers from being incorrectly penalized. |
| PRIVACY & EVALUATION seva9523/EvalRepro · PR #12 · merged Added --no-id_preview to suppress sample ID previews while preserving sample and field digests. |
| DOCUMENTATION & DEVELOPER EXPERIENCE abenneto/gandharva · PR #19 · merged Refined README formatting and section headers. |
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RAGOps Evaluation infrastructure Offline evaluation and explainable release gates for RAG systems and agents. upstream · my fork |
PydanticAI Typed agent runtime Typed tools, structured outputs, and validation for production-minded agents. upstream · my fork |
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FastMCP Tool connectivity Protocol infrastructure for connecting MCP servers and clients. upstream · my fork |
Promptfoo Quality and safety gates Evaluation and red-teaming for prompts, agents, and RAG pipelines. upstream · my fork |
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Browser Use Real-world execution Browser control for tool-using agents and workflow automation. upstream · my fork |
Spec Kitty Developer workflow Spec-driven development and repeatable worktree workflows for serious projects. upstream · my fork |
