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@iLert

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byQuexo/README.md

AI/LLM Engineer @ ilert

Production LLM agents for alerting and incident response at ilert, Köln.
Multi-agent / A2A · MCP · realtime voice · Rust LLM gateway · AWS Bedrock · evals and guardrails

Live demo docrag-bench  npm agent-approval-gate  crates.io agent-approval-gate


Projects

Project What it does Result
docrag-bench
Python		 PDF question answering with verified citations, plus a benchmark of what actually helps. 0 → 0.83 recall@10 on scanned PDFs
recall@10 on scanned PDFs
agent-approval-gate
TypeScript · Rust		 Human-in-the-loop approval for LLM agent tool calls. On npm and crates.io. 51 tests, 42 TS + 9 Rust
tests, 42 TS + 9 Rust
Alert-Grouping-Evaluation
Python		 BSc dissertation: grouping Prometheus alerts with multilingual embeddings. 0.91–0.95 F1 on EN / FR / ES
F1 on EN / FR / ES
incident-triage-demo
TypeScript		 On-call SRE agent on Gemini that asks before it acts. 3 risk tiers, reads run, writes wait
risk tiers, reads run, writes wait

Upstream: Rig

Rig is the Rust LLM framework behind ilert AI's agentic LLM proxy. Three merged fixes · all PRs

PR Change Merged
#1725 fix(mistral): expose cached and audio token fields in Usage 4 May 2026
#1683 fix(bedrock): preserve adaptive-thinking signatures in streaming reasoning 28 Apr 2026
#1675 fix(bedrock): handle adaptive-thinking interactions for prompt caching and reasoning conversion 28 Apr 2026

Stack

Rust, TypeScript, Python, AWS Bedrock, Qdrant, Hugging Face, MCP


contribution snake

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  1. docrag-bench docrag-bench Public

    Question answering over real PDFs with hybrid retrieval, reranking and verified citations, plus a benchmark that measures which choices actually help (0.544 correct on MMLongBench-Doc, with confide…

    Python

  2. agent-approval-gate agent-approval-gate Public

    Human-in-the-loop approval gate for LLM agent tool calls

    TypeScript 1 1

  3. iLert/mcp-ilert iLert/mcp-ilert Public

    MCP server for ilert

    17 1

  4. 0xPlaygrounds/rig 0xPlaygrounds/rig Public

    ⚙️🦀 Build modular and scalable LLM Applications in Rust

    Rust 9.1k 1k