QASSEM // INFRA_INTEL

MOUNT OPERATOR KEYSPROVISION KEYS
RELEASE SPEC: v3.2.0-ALPHA // GITOPS ENFORCED

Understand deployment risk
before production breaks.

Qassem parses Kubernetes manifests into concrete GitOps ASTs, simulates stateful rollouts in local environments, and diagnoses SRE causality before you commit specs to live infrastructure.

Launch Command CockpitInspect SRE Runbooks

OPERATOR CLEARANCE & WAITLIST HUB

Provide your details to provision public alpha cryptographic keys

GATEWAY ONLINE
FLIGHT DIAGNOSTICS & SCENARIO COMPILATION

Kubernetes Incident Runbooks

Detailed post-mortems of actual cluster rollout failures. Trigger a replay inside the cockpit instantly.

ACTIVE INCIDENT REPORT // 02 / CrashLoopBackOff Infinite RecycleTelemetry Verified
Scenario Summary

Identity service patch crashes on startup because of missing runtime commands and bad exit codes.

SLA Operational Impact

Kubelet repeatedly recycles pod threads, blocking pipeline progression and routing.

Remedial Action Runbook

Inject explicit command wrappers and verify entrypoint binary signatures.

Ready to evaluate? Fast-forward configuration tests.
github.com/qassem-ops/qassem-core
Public Alpha Specification Repository • Signed Commits Only
AST Rules14 Enforced
LicenseMIT Apache
Clone Repository

QASSEM // Deployment Intelligence Engine

Deployment Sandbox Cockpit

01 / DRAFT02 / AUDIT03 / SIMULATING04 / TRIAGE05 / SEALED
OFFLINE SIMULATOR
CONTEXT: N/A
NAMESPACE: N/A
ACTIVE NODES: N/A
SERVER VERSION: N/A
ACTIVE SCENARIO:
GitOps Specification Workspace
github.com/qassem-ops/prod-infra
GITOPS SYNC ACTIVE
Last Commit: commit:df7a2c1Author: kasem@prod-sre
Synced: Pending Sync
Raw Manifest YAML
Editable Source
AST-Hardened Reference DiffSecure Target
1apiVersion: networking.k8s.io/v1
2kind: Ingress
3metadata:
4 name: platform-ingress
5 namespace: production
6spec:
7 replicas: 2
8 rules:
9 - http:
10 paths:
11 - path: /api/v2
12 pathType: Prefix
13 backend:
14 service:
15 name: web-api-v2
16 port:
17 number: 8080
Risk Assessment EngineELEVATED Risk
38%
Risk Coefficient1 Active Blocker
0% NominalCompliance Limit < 25%100% Critical
Mitigation Checklists
Stateful Rollout Playback Deck
Operations Event SequenceSimulation Standby
standby
Cockpit Keys:
1-6Load Preset
•
SPACEPlay/Pause
•
PApply SRE Patch
•
ASeal Attestation
•
CClear Drift
•
ESCReset Scrubber
Unified Cluster Telemetry ScopeStandby Oscilloscope Waves
Live Workload State MapStandby State
Ingress GWingress
Client Load:0 conns
SLA Loss:0%
Vercel Ingress route balancer
GitOps Controllerdeployment
Reconciliation:NOMINAL
Replica Health:Active
Primary production container nodeset
app-replicaspod
Alloc CPU:0%
RAM Usage:0%
Sandboxed app workload container
rocky-host-01host
VM Host:rocky-host-01
Swap Usage:0%
Rocky Linux physical edge hypervisor
SRE CONSOLE - pts/0
nancy-central-edge-01
[ SYSTEM ] -- STANDBY READY FOR RECONCILIATION
$ systemctl status qassemd.service
● qassemd.service - Qassem Deployment Risk Engine Daemon
Loaded: loaded (/usr/lib/systemd/system/qassemd.service; enabled; vendor preset: disabled)
Active: active (running) since Fri 2026-05-22 17:11:39 CEST
Docs: https://qassem.dev/docs/ops
Main PID: 80192 (qassemd)
Tasks: 4 (limit: 512)
Memory: 48.2M (limit: 256M)
CGroup: /system.slice/qassemd.service
└─80192 /usr/bin/qassemd --port=8080 --bind=0.0.0.0
May 22 17:11:39 nancy-central-edge-01 systemd[1]: Started Qassem Deployment Daemon.
May 22 17:11:40 nancy-central-edge-01 qassemd[80192]: [listening] TCP Port 8080 active.
May 22 17:11:40 nancy-central-edge-01 qassemd[80192]: [gitops] Remote repository sync nominal.
_

AI Operational Analyst Reasoning

AUDIT SUMMARY VERDICTVERDICT: RISK COEFFICIENT ELEVATED. 1 unmitigated vectors exceed compliance margins.
ELEVATED
01 • EVIDENCE // CONFIGURATION DELTA
• resources.limits: uncapped memory allocation • readinessProbe: absent (routing mismatch risk)
02 • EVIDENCE // DETECTED RISK VECTORS
1) [metadata.rolloutWindow] Out-of-window weekend deployment: Proposed rollout is scheduled during a restricted weekend freeze window.
03 • IMPACT // OPERATIONAL FAULT PROJECTIONS
1) Trigger: Incident emerges outside standard SRE roster shifts.. Consequence: Rollout failure MTTR spikes due to delayed response times.
04 • RECOMMENDATION // SAFE ROLLOUT PLAYBOOK
Rolling Patch Deployment with Active Precheck Gates
➔Reschedule rollout for standard business maintenance windows (Monday - Thursday 08:00 - 15:00).
SRE Rollout Audit Ledger (Operational Memory)
0 Recorded Runs
No historic rollouts stored in local memoryDeploy manifest templates to compile operational SRE reports.
Technical Alpha Validation Cockpit

Submit SRE Infrastructure Trust Report

Rate our 5 structural SRE dimensions to help validate operational usefulness
Trust in Deployment Analysis
How much do you trust the clinical risk scores and evidence-driven analysis during production rollouts?
Diagnostic Replay Clarity
Are the step-by-step telemetry, OOM errors, and timeline playback synchronized and causality-accurate?
Recommendation Usefulness
Do the suggested remedies and playbooks help quickly mitigate structural manifest mistakes?
Time-to-Understanding Speed
Does the monospaced SRE Causality panel minimize cognitive load and accelerate incident identification?
Incident Collaboration Desire
Would your infrastructure team instinctively open Qassem together to co-sign and triage incident rollouts?
SYSTEM FEEDBACK LOG LEDGER -- ACTIVE TELEMETRY0 Attestations Verified