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ai-engineer

Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.

56

1.17x
Quality

41%

Does it follow best practices?

Impact

73%

1.17x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

Optimize this skill with Tessl

npx tessl skill review --optimize ./docs/v19.7/configuration/agent/skills_external/antigravity-awesome-skills-main/skills/ai-engineer/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

78%

25%

Regulatory Document Intelligence System

Production RAG retrieval pipeline

Criteria
Without context
With context

Approved vector DB

100%

100%

Approved embedding model

0%

100%

Hybrid search

100%

100%

Reranking step

0%

100%

Chunking strategy

100%

87%

Vector index strategy

25%

100%

Safety guardrails

100%

100%

Observability setup

0%

0%

Embedding caching

37%

25%

Structured outputs

100%

100%

Error handling

0%

16%

68%

-2%

Customer Support AI API Service

LLM API serving with safety and observability

Criteria
Without context
With context

FastAPI framework

100%

100%

Async processing

100%

100%

Semantic caching

10%

0%

Rate limiting / cost controls

90%

100%

Observability integration

40%

0%

PII detection

90%

100%

Prompt injection guard

100%

100%

Structured I/O

100%

100%

Circuit breaker / fallback

37%

50%

Adversarial tests

100%

100%

Streaming support

0%

0%

75%

11%

Automated Competitive Intelligence Agent

Multi-agent orchestration and memory

Criteria
Without context
With context

Approved agent framework

0%

0%

Agent state management

37%

75%

Memory system

70%

100%

Tool integration

90%

100%

Structured tool outputs

62%

87%

Cost controls

90%

100%

Error handling / graceful degradation

90%

100%

Safety guardrails

90%

100%

Observability

10%

0%

Production architecture

100%

100%

Multi-agent specialization

100%

100%

Repository
duclm1x1/Dive-Ai
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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