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kok-o/README.md

Featured Projects

ContextOS logo ContextOS

Deterministic context compiler and policy engine for AI coding assistants (Gemini, Claude Code, Cursor, Copilot, Aider, Zed).

Tech Stack

AI & Systems
Python PyTorch Docker Linux


Frontend & Web
TypeScript JavaScript React Next.js Tailwind CSS


Backend, Data & Tooling
Node.js PostgreSQL Prisma Supabase GitHub Actions Git

Open-Source Contributions

Soup logo MakazhanAlpamys/Soup

Open-source library for training, fine-tuning, and distillation of LLMs on PyTorch (26 author Pull Requests):

  • GPU/Host Async Optimization (PR #1026): Implemented DistillNonfiniteTracker to catch non-finite teacher logits on GPU tensors without device-to-host synchronization (.item()), preventing throughput stalls during distillation.
  • Unified Callback Architecture (PR #1023): Unified callback parameter extraction (soup_callback_kwargs) across all 16 trainers (sft, grpo, dpo, ppo, distill, etc.), adding schema gating and AST validation tests.
  • RLHF Reward Hacking Stress Tests (PR #918): Added structure-preserving adversarial attack families (wrapped_junk, answer_spray) to evaluate verifier robustness against reward gaming in reasoning models.
  • Cross-Platform Security & CI Gates (PR #1024, PR #921): Hardened Windows symlink and TOCTOU defense in draft registries and unified CLI exit code taxonomy (0/2/3) across evaluation gate commands.

Contribution Activity

github-snake

(⌐■_■)

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  1. contextos-agents contextos-agents Public

    Deterministic context and policy compiler for supported AI coding agents.

    JavaScript 9 1

  2. MakazhanAlpamys/Soup MakazhanAlpamys/Soup Public

    Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

    Python 7.4k 1.2k