RAG infrastructure built for production. Reproducible metrics, operational stability, adversarial robustness.
My Channel: Noesis Noema App Guide
Technical walkthroughs of infrastructure setup and integration patterns.
Metrics
Retrieval Quality
mAP@10 +8–15% vs BM25-only
Latency (p95)
−32% with hybrid caching
Cost/1K queries
$0.0X – $0.1X (model/runtime dependent)
Baseline measurements. Reproducible benchmarks in repo.
RAG.Fish Hacker Group
OpenFire Exploit Suite — Debut
Offensive research tooling released for hardening infrastructure before adversarial deployment.
Features & Projects
Long-lived infrastructure. Designed for scale, variance, and adversarial inputs.
Focus: retrieval stability, multi-tenant isolation, per-user grounding, production observability.
IdeoClash
Philosophical battle game on Base. NFT minted thinkers fight with skills derived from their ideas — Nietzsche’s will to power, Buddha’s detachment, Occam’s razor. On-chain battle records, async PvP via shareable URLs, LLM-generated narrative.
Play nowPersonalized Retrieval
User/org context boundaries reduce cross-tenant leakage.
Coming soonPlayground
Constrained environment with sample data.
Coming soonSecurity Research
Offensive tooling for controlled testing. Security as design premise, not afterthought.
Openfire Exploit Suite
Offensive suite targeting Openfire CVEs. Includes Burp plugin, Metasploit modules, Python PoC, and Bash recon tools.
Changelog
- 2025-09-05
Add Proof metrics section & feature expansion
View release notes → - 2025-09-04
Introduce teaser filter tabs & hashtag search chips
View release notes → - 2025-09-03
Hero copy refresh + Discord CTA
View release notes →