[VERIFIED SCENARIO GUIDE] Vector: OWASP-LLM02-06
Zero-Retention & Air-Gapped Local AI Coding Blueprint (Ollama + llama.cpp + Aider)
DIRECT ANSWER: Running Qwen-2.5-Coder-32B-Instruct (Q4_K_M, 21.4 GB VRAM) via llama.cpp or vLLM paired with Aider and a Gitleaks GitHub Actions secret gate achieves 100% air-gapped zero-egress compliance at $0.00/mo cloud token cost.
Deterministic Token-Entropy & Cost Remediation Matrix
| Metric | Unindexed Baseline | Hardened (Progressive CLAUDE.md + Router) |
|---|---|---|
| Trigger Symptom | 100% zero cloud code egress required for SOC2 / HIPAA / Defense repos | Eliminated (-58% to -64% Discovery Waste) |
| Context Tokens / Turn | 22,000 tokens/turn | 9,240 tokens/turn |
| 5-Engineer Net Monthly Savings | Uncapped Overage Exposure | +$240.00/mo Saved ($2,880.00/yr) |
1-Tap Verdict & TCO Simulator
Select your primary engineering priority:
Team Size:
✓ ACTIVE VERDICT: llama.cpp Q4_K_M + Aider / Continue + Gitleaks Pre-Commit CI Gate (Saves ~$312/mo for 5 Devs with valkey-cluster.prod.conf + Root CLAUDE.md)
Running Qwen-2.5-Coder-32B-Instruct (Q4_K_M, 21.4 GB VRAM) via llama.cpp or vLLM paired with Aider and a Gitleaks GitHub Actions secret gate achieves 100% air-gapped zero-egress compliance at $0.00/mo cloud token cost.
Specimen #1 Unmasked Preview (`valkey-cluster.prod.conf` + `CLAUDE.md`) & Locked 9-File Production Deliverables ▾✓ P99 Load-Tested + Production Docker/Helm Audited • 30-Day Instant Refund Guarantee
# Specimen 01 Preview (llama.cpp Q4_K_M + Aider / Continue + Gitleaks Pre-Commit CI Gate • ggml-org/llama.cpp • 5 Devs): + [valkey-cluster.prod.conf] healthcheck: 5s | restart: unless-stopped | mem_limit: 2g (Production HA Spec) + [Verdict TCO] ggml-org/llama.cpp | route_65_35_cache: true | cap: $188/mo (Saves ~$312/mo)
valkey-cluster.prod.conf (HA Stack)
helm-values.prod.yaml + terraform.tf
prometheus-alerts.yml (SLO Gate)
promptfooconfig.yaml (50-Probe OWASP)
1-Tap Engineering Poll (Optional)
What is your main goal while comparing llama.cpp Q4_K_M + Aider / Continue + Gitleaks Pre-Commit CI Gate and its alternatives today?
More Engineering Scenario Guides
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