OVERVIEW/INTERMEDIATE

TIER_02: INTERMEDIATE_ARCHIVE

Architecting Logic

Scale your autonomous capabilities with multi-agent coordination, vector-memory structures, and complex reasoning pipelines.

11 AGENTSSTATUS: OPERATIONALSCHEMA: V.1.0

/FEATURED_AGENT

DEVOPS_ANALYSIS

DevOps Log Analyzer

A 3-agent sequential CrewAI pipeline that analyzes Kubernetes deployment error logs, investigates root causes with online research, and generates actionable remediation plans.

Py_3.12CrewAIOpenRouterEXA_SearchFileReadTool

RUN FEATURED DEMO

agent_log // devops-log-analyzer

STREAM_LIVE

[0:00.00][BOOT]Initializing DevOps Analysis Crew (3 agents)

[0:00.40][INFO]Mode: Sequential pipeline, Pydantic structured output

[0:00.80][INFO]LLM: openai/gpt-4o via OpenRouter (RPM: 10)

[0:01.20][INFO]Guardrails: LogAnalysisReport schema enforced

[0:01.60][BOOT][CREW] Initializing Log Analyzer (Agent 1/3)

[0:02.00][INFO][CREW] Log Analyzer — processing input data

[0:02.40][PROCESS][CREW] Log Analyzer — Parsing log into structured JSON (Pydantic)

[0:02.80][OK][CREW] Log Analyzer — output ready

[0:03.20][BOOT][CREW] Initializing Issue Investigator (Agent 2/3)

[0:03.60][INFO][CREW] Issue Investigator — processing input data

[0:04.00][PROCESS][CREW] Issue Investigator — Cross-referencing with online resources

[0:04.40][OK][CREW] Issue Investigator — output ready

[0:04.80][BOOT][CREW] Initializing Solution Specialist (Agent 3/3)

[0:05.20][INFO][CREW] Solution Specialist — processing input data

[0:05.60][PROCESS][CREW] Solution Specialist — Building step-by-step remediation with YAML examples

[0:06.00][OK][CREW] Solution Specialist — output ready

[0:06.40][SUCCESS]Pipeline complete — 3/3 agents finished

system@agent-archive:~$

/AGENT_INDEX

ALL AGENTS

01_/_INTERMEDIATE

SEO Blog Pipeline

Three-agent CrewAI pipeline that researches keywords, drafts a blog post, and SEO-optimizes the final copy.

02_/_INTERMEDIATE

Support Ticket Resolver

Triages an incoming support ticket: classifies it, drafts a customer reply, and decides whether to escalate.

03_/_INTERMEDIATE

Competitor Intel

Crawls a competitor's site and recent posts to produce a structured brief: positioning, pricing, and recent moves.

04_/_INTERMEDIATE

Literature Reviewer

Searches recent papers for a research question, clusters findings, and produces a synthesized literature review.

05_/_INTERMEDIATE

Job Application Assistant

Tailors a resume to a target JD and drafts a matching cover letter, citing the best evidence from the candidate's history.

06_/_INTERMEDIATE

Dependency Vuln Scanner

Scans a manifest for known CVEs, ranks them by exploitability + reachability, and proposes the safest upgrade path.

07_/_INTERMEDIATE

Launch Checklist

Builds a launch-week checklist tailored to a product's stage and channels - eng, marketing, support, and risk.

08_/_INTERMEDIATE

Podcast Show Notes

Turns a podcast transcript into structured show notes with timestamped chapters, quotables, and guest links.

09_/_INTERMEDIATE

Real Estate Analyzer

Pulls comparables and recent sales for an address and produces a price-band estimate with confidence intervals.

10_/_INTERMEDIATE

Incident Postmortem

Synthesizes incident logs and chat history into a blameless postmortem with a tight timeline and 5-whys analysis.

DEMO_ENVIRONMENT // STATUS: IDLE

SESSION_ID: 0x82FB4

# INPUT_PROMPT

>>> input.log_file = "2024-10-10T14:32:15.123Z [INFO] Starting deployment of myapp:v1.2.3 2024-10-10T14:32:15.45..."

# SYSTEM_PROMPT

You are DEVOPS_ANALYSIS running tier INTERMEDIATE.

Pipeline: Log Analyzer -> Issue Investigator -> Solution Specialist.

system@agent-archive:~$

EXECUTION STAGE

[BOOT]Initializing DevOps Analysis Crew (3 agents)

[INFO]Mode: Sequential pipeline, Pydantic structured output

[INFO]LLM: openai/gpt-4o via OpenRouter (RPM: 10)

[INFO]Guardrails: LogAnalysisReport schema enforced

### Complete Solution for Deployment Failure of `myapp-deployment`

#### Step 1: Verify and Authenticate Docker Registry Access

1. **Verify Docker Credentials in Kubernetes**
   ```sh