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MindOps Wiki

Welcome to the MindOps wiki — a collection of research‑driven observability and autonomous‑operations projects.

Why MindOps exists (the problem)

Modern enterprises face telemetry overload, slow RCA, rising observability costs, and compliance risk from sensitive data in logs/traces. MindOps solves this by treating observability as an adaptive system that optimizes cost, closes instrumentation gaps, and accelerates root cause analysis.

What’s unique

Capability	Benefit
Closed‑loop observability	Telemetry decisions adapt in real time
Trace‑native intelligence	RCA grounded in real traces, not just docs
Cost‑aware policies	Budget‑guided sampling to control spend
Privacy guardrails	PII redaction before export
Modular constellation	Projects interoperate without lock‑in

How MindOps works

flowchart LR
  subgraph Ingest["Workloads + Telemetry"]
    Apps[Services/Apps]
    Apps --> OTEL[OpenTelemetry]
  end

  subgraph Collect["Adaptive Collection"]
    CAAT[CAAT]
    ZTT[Zero‑Touch Telemetry]
    EBPF[eBPF Bot]
  end

  subgraph Analyze["Intelligence Layer"]
    TRAG[T‑RAG RCA]
    SLO[SLO Copilot]
    TOPO[Topology RCA]
  end

  subgraph Guard["Governance"]
    PII[PII Guardrail]
    POLICY[Guardrails]
  end

  Apps --> ZTT --> CAAT --> OTEL
  EBPF --> CAAT
  OTEL --> PII --> TRAG
  OTEL --> SLO --> POLICY
  OTEL --> TOPO --> TRAG

  classDef ingest fill:#E3F2FD,stroke:#1E88E5,color:#0D47A1;
  classDef collect fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20;
  classDef analyze fill:#FFF3E0,stroke:#EF6C00,color:#E65100;
  classDef guard fill:#FCE4EC,stroke:#C2185B,color:#880E4F;
  class Apps,OTEL ingest;
  class CAAT,ZTT,EBPF collect;
  class TRAG,SLO,TOPO analyze;
  class PII,POLICY guard;

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Detailed system flow

flowchart TB
  subgraph Runtime["Runtime + Signals"]
    Workloads[Microservices/Apps]
    Kernel[eBPF Probes]
    SDKs[OTEL SDKs]
  end

  subgraph Collect["Collection + Control"]
    ZTT[Zero‑Touch Telemetry]
    OTEL[OTEL Collectors]
    Budget[Telemetry Budget Engine]
    RL[RL Policy Optimizer]
  end

  subgraph Intelligence["Reasoning + RCA"]
    TRAG[T‑RAG RCA]
    Topo[Topology Graph RCA]
    SLO[SLO Copilot]
  end

  subgraph Governance["Governance + Safety"]
    PII[PII Guardrail]
    Gate[CI / Guardrail Gates]
  end

  Workloads --> SDKs --> ZTT --> OTEL
  Kernel --> OTEL
  OTEL --> Budget --> RL --> OTEL
  OTEL --> PII --> TRAG
  OTEL --> Topo --> TRAG
  OTEL --> SLO --> Gate
  SLO --> RL

  classDef runtime fill:#E3F2FD,stroke:#1565C0,color:#0D47A1;
  classDef collect fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20;
  classDef intel fill:#FFF3E0,stroke:#EF6C00,color:#E65100;
  classDef gov fill:#FCE4EC,stroke:#C2185B,color:#880E4F;
  class Workloads,Kernel,SDKs runtime;
  class ZTT,OTEL,Budget,RL collect;
  class TRAG,Topo,SLO intel;
  class PII,Gate gov;

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Ecosystem fit

Layer	MindOps role	Example tools
Instrumentation	Auto‑wires OTEL collectors	OpenTelemetry, eBPF
Observability	Feeds telemetry to backends	Jaeger, Prometheus, Grafana
AI/RCA	Synthesizes RCA insights	LLMs, vector stores
Governance	Enforces SLOs + privacy	CI/CD gates, SIEM

Enterprise adoption

Team	How they use MindOps
SRE/Platform	Zero‑Touch collector automation
Reliability	SLO Copilot + guardrail gates
Incident response	T‑RAG + Topology RCA
Finance/Ops	CAAT cost control
Security/Compliance	PII Guardrail pre‑ingest

Enterprise readiness pack

• MindOps Control Plane API — policy updates, SLO export/validation, and RCA queries.
• Enterprise Day‑Zero Demo Pack — dashboards, SLOs, synthetic incident, RCA output.
• Data‑Flow Security Model — PII scrubbing points and data egress map.
• Enterprise Adoption Guide — phased rollout + operating model.

🧭 MindOps Constellation

flowchart TB
  Core((MindOps))

  P1[CAAT]
  P2[T‑RAG]
  P3[eBPF Bot]
  P4[SLO Copilot]
  P5[Zero‑Touch Telemetry]
  P6[PII Guardrail]
  P7[Topology Graph RCA]

  Core --- P1
  Core --- P2
  Core --- P3
  Core --- P4
  Core --- P5
  Core --- P6
  Core --- P7

  P1 -- cost‑aware policies --> P5
  P2 -- trace context --> P7
  P3 -- coverage signals --> P4
  P4 -- SLO feedback --> P1
  P5 -- telemetry stream --> P2
  P6 -- data hygiene --> P2
  P7 -- RCA insights --> P4

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📁 Projects Overview

Project	Title	Status
1	Cost‑Aware Adaptive Telemetry (CAAT)	Implemented
2	Trace‑Native RAG for Root Cause (T‑RAG)	Implemented
3	eBPF Coverage Bot	Implemented
4	SLO Copilot + Trace‑Based Testing	Implemented
5	Zero‑Touch Telemetry for Kubernetes	Implemented
6	PII Guardrail Pre‑Ingest	Implemented
7	Topology Graph RCA Engine	Implemented

Click on any project name to view detailed documentation.

🧰 Tooling

• MindOps Orchestrator CLI — unified CAAT + SLO Copilot + Zero‑Touch + T‑RAG flow.
• MindOps Control Plane API — single gateway service for policies + RCA.

🔗 Project Deep Dives (LinkedIn)

• Project 1: CAAT — Adaptive telemetry that learns to spend your observability budget where it matters most.
  https://www.linkedin.com/pulse/mindops-project-1-caat-cost-aware-adaptive-telemetry-edition-husain-ofgke
• Project 2: T‑RAG — Trace‑native RAG that turns live telemetry into fast, explainable root cause analysis.
  https://www.linkedin.com/pulse/mindops-project-2-trag-tracenative-rag-root-cause-edition-husain-vcklf
• Project 3: eBPF Bot — Closing the loop from coverage gaps to probe decisions with full telemetry.
  https://www.linkedin.com/pulse/mindops-project-3-ebpf-coverage-bot-completing-loop-huzefa-husain-rtdaf