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tazwaryayyyy/README.md

TAZWAR AHNAF ENAN

I build agentic backends and governance infrastructure. The systems I care about are ones where the AI's decision is logged somewhere immutable and wrong behavior has a cost attached to it. I work in Rust, Python, and TypeScript, ship solo, and use free-tier infrastructure for everything. Most of this comes out of hackathon work, but the architecture is real.

Right now I'm focused on the gap between "the model returned something" and "the model did the right thing, verifiably."


Signature Projects

A Rust memory engine that scores every lesson at ingestion, tracks trust via EMA across reinforcement cycles, and tells agents whether to FOLLOW, HINT, or IGNORE each recalled memory.

Rust SQLite Python ONNX


Governance layer for AI agents: every decision is sealed on Hedera HCS, anomalous outputs trigger on-chain HTS token slashing, no manual review required.

Hedera FastAPI React LangGraph


Multi-agent orchestrator that withholds USDC micropayments until agent output clears a quality gate; settlement runs via EIP-3009 authorization on Arc with a Vyper contract enforcing the rules.

Python Vyper Circle USDC D3.js


Prior authorization agent that reads a patient's FHIR R4 record, scores clinical evidence against payer criteria (0–100), and drafts a submission-ready letter in under 30 seconds.

FastAPI FHIR R4 MCP A2A


Selected Work

Project What It Does Stack
PostMortem.ai Streams a full incident RCA in ~93 seconds via SSE FastAPI, Groq, SSE, Vanilla JS
BlastRadius Traces downstream PR impact as a D3 call graph before merge FastAPI, IBM Bob, D3.js
QuotaDrift Enforces per-request latency/cost/reliability contracts across LLM providers FastAPI, LiteLLM, Prometheus
ProxyMe AI meeting assistant that requires explicit Auth0 CIBA push approval before acting Auth0 FGA, Groq, WebSocket
ROCmPort AI CUDA-to-HIP migration loop with per-step compile/profile evidence Groq, CrewAI, FastAPI, SSE
WillSpend Computes the real cost of delayed financial decisions with Monte Carlo projection FastAPI, Groq, Chart.js
Sativus AI Plant diagnosis via Groq vision with live voice using Deepgram STT + ElevenLabs TTS FastAPI, WebSocket, PWA
Constit Generates compliant civic campaign outreach copy for political candidates Next.js, Supabase, Groq
Debt Spiral Debt risk visualization with emergency-state UX switching FastAPI, JavaScript, Chart.js, Groq

Stack

Rust Python TypeScript FastAPI Next.js React Docker Hedera SQLite


Everything deploys on free tier. The constraints are real; so is the output.

Pinned Loading

  1. AuthBridge AuthBridge Public

    FHIR-native prior authorization agent - turns a 5-day PA workflow into a 30-second automated clinical letter.

    Python 1

  2. ProxyME ProxyME Public

    AI meeting assistant that asks before it acts- built with Auth0 Token Vault

    HTML 1

  3. Aegis-Morpheme-X Aegis-Morpheme-X Public

    Verifiable governance for autonomous AI - Executable Morpheme‑X on Hedera.

    Python 1

  4. ArcReflex ArcReflex Public

    Multi-agent orchestrator that gates micro-payments on quality - agents only get paid when their work passes.

    Python 1

  5. Memorie-AI Memorie-AI Public

    Local-first semantic memory engine for AI agents - scores, trusts, and forgets so your agent stops making the same mistake twice.

    Rust 7

  6. BlastRadius BlastRadius Public

    PR impact intelligence powered by IBM Bob ,maps every downstream call chain your change can break, before it merges.

    JavaScript 1