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MONISMALIK1/README.md

Hi, I'm Monis Malik

AI/ML Engineer · Dubai, UAE — I build AI agents and explainable decision systems for real businesses, and I implement the research papers behind them from scratch.

Contact: malikk.monis@gmail.com


AI prototypes for real UAE companies

I research a company's real, evidenced problem — then build a working prototype slice of the solution:

Project What it does
careem-support-resolver AI agent that resolves Careem's #1 customer complaint (failed support) in seconds — grounded in policy + order facts, with safety guardrails. Backed by analysis of 400 real reviews
tabby-settlement-reconciler Diffs a merchant ledger against Tabby's BNPL settlement report — catches missing payouts and fee discrepancies, ranked by money at risk
klaim-denial-shield Explainable pre-submission claim denial-risk scorer + grounded appeal agent for UAE health insurance (DHA/DOH rejection codes)
alaan-expense-agent Explainable, FTA-defensible expense auto-decision engine
mamo-fairhold Stress-tested rolling-reserve & hold engine for a payment facilitator
keyper-tenant-risk Explainable tenant default-risk underwriting for rent-now-pay-later
lune-transaction-enricher Turns messy bank descriptors into structured merchant + category data
axxion-repair-audit Explainable pre-payout repair-estimate leakage scorer for UAE motor claims

Research papers, implemented from scratch (zero dependencies)

RAG: rag (Lewis et al., 2020) · self_rag · corrective_rag · hyde

Agents & reasoning: react_agent · reflexion · rewoo · pal · self_consistency · chain_of_verification · mixture_of_agents · dev_team (multi-agent SWE team)

Algorithms: hyperloglog (Flajolet et al., 2007) · minhash_lsh (MinHash + LSH banding)

Developer tools for LLM systems

prompt-guard — prompt-injection detection · agent-watchdog — loop detector + cost kill switch for agents · prompt-sentinel — git-native prompt regression testing · migration-guard · stripe-reconciler · api-breakcheck · env-sentinel

Low-resource NLP

Kashmiri-tts-model — text-to-speech for Kashmiri, a low-resource language


Python FastAPI LangChain Claude API SQLite

Pinned Loading

  1. Kashmiri-tts-model Kashmiri-tts-model Public

    text to speech of Kashmiri Language

    HTML

  2. payfintech payfintech Public

    a payout gateway

    Python

  3. react_agent react_agent Public

    ReAct: Synergizing Reasoning and Acting in LLMs (Yao et al., ICLR 2023) — Thought/Action/Observation loop with Wikipedia + Calculator tools

    Python

  4. self_consistency self_consistency Public

    Self-Consistency with CoT (Wang et al., ICLR 2023) — sample N reasoning chains, majority-vote the answer

    Python

  5. rag rag Public

    Retrieval-Augmented Generation from scratch (Lewis et al., 2020) — BM25 retriever, grounded answers with citations, MMR reranking. Zero deps, 58 offline tests.

    Python

  6. dev_team dev_team Public

    A from-scratch multi-agent software engineering team: Lead + Backend + Frontend role agents collaborate on a spec. Zero deps, installable, CI-tested.

    Python