Constitutional AI that proves its reasoning.
Chimera is a constitutional AI enforcement architecture. Every action routes through an embedding-based safety classifier, escalates to multi-model debate when uncertain, and produces cryptographically signed provenance chains with zero-knowledge proofs. The system self-improves: debate outcomes train the alignment encoder through an RLAIF loop.
Built by Sahil Kadadekar · Solo architect · Sep 2025 – Present
What This Is
The architecture
A constitutional AI enforcement system spanning Python and Rust. The fast-path router classifies 99% of queries in <10ms via embedding cosine similarity. Uncertain queries escalate to a multi-model debate engine with heat-based escalation and three consensus algorithms. The Rust runtime (7 crates) provides Ed25519 provenance chains, BFT consensus, and zero-knowledge proofs for cross-trust-boundary communication. JARVIS is the agent layer — multi-provider chat, voice (Whisper/Piper), semantic memory, tool execution with human-in-the-loop approval, and proactive intelligence.
The research
555,000+ measurements across 36 technical reports. Not wall-clock approximations — CUDA event timing with defined hardware profiles and statistical methodology. Covers model loading, ONNX conversion, TensorRT compilation, KV cache optimization, multi-agent coordination, and safety analysis across Ollama, vLLM, and TGI.
The Ecosystem
Banterpacks
Core monorepo — 6 subsystems: JARVIS (AI gateway), TDD002 (constitutional router), Chimera (debate engine), TDD005 (Rust runtime with ZK proofs + BFT), RLAIF (self-improving alignment), and Authoring (LLM providers).
Banterhearts
ML research platform — inference API, benchmarking infrastructure, AutoOpt agent, safety evaluation framework. Source of 555K+ measurements across 36 technical reports.
Chimeraforge
LLM deployment optimizer on PyPI. 4-gate capacity planner (VRAM, Quality, Latency, Cost) across 15 GPU profiles.
Chimera Multi-Agent
Muse Protocol — 6-agent content pipeline with ClickHouse analytics. Also the observability control plane (OTel, Datadog, DLQ).
Chimeradroid
Android companion for JARVIS — voice, chat, session handoff, tool approval, mesh networking, offline-first.
Echo
Messaging channel adapters — Slack and Discord bridges to JARVIS. Session tracking, device key auth.
JARVIS Console
Web console for JARVIS — chat with streaming, control room dashboard, cognitive agent ELO, tool catalog, workflow management.
This Site
Public presence. Episodes generated from git commits, research archive, platform documentation.
About This Site
Episodes are auto-generated from git commits across all eight repositories. A multi-agent pipeline (Chimera Multi-Agent) ingests commits and benchmark data, generates roundtable-style commentary with four AI personas, and publishes to this Next.js site via GitHub + Vercel.
The research archive surfaces 36 technical reports with phase grouping, searchable titles, and ISR with 15-minute revalidation. Every report links to real measurements and defined methodology.