Shadman Ahmed
Software Architect
Software architect and AI tools enthusiast. I test, benchmark, and review AI models and developer tools so you don't have to.
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All Articles (187 total)
ASR Benchmark Gaming: How to Spot Overfitting in 2026
Hugging Face's new methodology shows how speech recognition models game leaderboards. The gap between benchmark WER and real-world accuracy is bigger than you think.
Production RAG on Open Models: The Numbers That Matter
A benchmark-driven look at production RAG with open models, hybrid retrieval, reranking, and RAGAS scoring. What actually moves the needle when you drop the API budget.
DeepSeek V4 Pro Local Setup: The 7-Step GPU Guide
A practical walkthrough for getting DeepSeek V4 Pro running on your own hardware, from picking the right GPU tier to squeezing real tokens-per-second out of quantized weights.
Qwen 3.8-Max Review: Worth It for Coding in 2026?
An honest 2026 review of Qwen 3.8-Max for coding: benchmarks, pricing, agentic performance, and how it really stacks up against Claude Opus 4.6 and GPT-5.6.
Gemini 3.5 Pro vs Claude Fable 5: Best Agent Model in 2026
Two frontier models, one agentic crown. We break down Gemini 3.5 Pro vs Claude Fable 5 on tool use, SWE-bench, pricing, and long-horizon reliability.
Meta Muse Spark Review: Should Agent Builders Care in 2026?
An honest review of Meta Muse Spark: what works, what doesn't, and whether this Llama 4-native agent SDK deserves a spot in your production stack.
Claude Haiku 4.5 vs Haiku 4: 7 Real Differences
Anthropic's Haiku 4.5 is faster, smarter, and cheaper per token than Haiku 4. But is the jump big enough to justify migrating your production stack? A no-fluff breakdown.
Organize Claude Code for Product Work: 7-Step Setup
A practical setup guide for running Claude Code on real product teams: repo layout, CLAUDE.md, custom slash commands, and PR-ready workflows.
Claude Fable 5 vs Meta Muse Spark: The Reasoning Verdict
A data-driven look at Meta Muse Spark vs Claude Fable 5 for reasoning tasks in 2026. Benchmarks, pricing, and which one actually wins on hard problems.
GPT-5.5 Instant vs 5.3 Instant: 7 Real Differences
OpenAI's GPT-5.5 Instant quietly replaced 5.3 Instant. Here's what actually changed under the hood, from latency and reasoning to pricing, and whether upgrading is worth it.
AI Benchmark Saturation: Why the Scoreboards Broke in 2026
MMLU is capped at 93%. HumanEval is basically solved. A look at the data behind AI benchmark saturation and what evaluators are doing next.
Homebench: The Local LLM Benchmark Tool Worth Your Time
Homebench measures speed, memory, and quality for local LLMs on your own hardware. Here's what the numbers actually reveal about running models at home.