Mufeez

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Jul 19, 2026

Cooperative Multi-Agent RL in Overcooked

Training two agents to cook together with IPPO and MAPPO

rl
18 min

Training an LLM to use a Debugger

Post-training Qwen3-Coder to debug with breakpoints, stack inspection, and live evaluation

ml sysrl
May 31, 2026

Evals, Harness, Data

34 min

SFT Initialization

WIP

RL, Evals

WIP
Mar 11, 2026

Optimizing NVFP4 Grouped GEMM on Blackwell – Worklog

Taking an NVFP4 Grouped GEMM kernel from 238 µs to 23.8 µs with TMA, warp specialization, and cluster multicast.

systemsml sys
21 min
Apr 1, 2025

Flushable SSTables in Pebble

~60% perf improvement when ingested SSTs overlap with the memtable

systems
6 min
Oct 6, 2024

Enforcing Robust Type Safety with ESLint

Surfacing ~250 type inconsistencies in Linear's type definitions

dev ex
4 min
Aug 13, 2024

Shipping Linear Drafts

Making drafts a first-class entity throughout Linear

product engineering
8 min
Jul 15, 2024

Concurrent Manual Compactions

Segmenting key space and parallelizing execution, 30% perf improvement

systems
6 min