#DeepSWE

Tutorials, deep dives and product notes — built for developers.

GPT-6 Luna vs GPT-5.6 Luna: Cheaper, Safer, and a Point Lower

OpenAI's cheapest tier cut its price 61%, cut its hallucination rate from 93% to 77%, and lost a point on the independent index. Same-harness data on both generations, where Luna regressed, where it improved, and the ten-week price collapse.

· 171 views · Abdeladim Fadheli

DeepSeek V4.1 Flash vs Claude Opus 5: The $0.15 Disruptor Meets Anthropic's $5 Flagship

DeepSeek V4.1 Flash wins 5 of the 15 benchmarks it shares with Claude Opus 5 — by an average of 1.94 points, while undercutting it by up to 41.7× on output price. Opus 5's 10 wins average 10.19 points. Full vendor data, community test reports, pricing math, charts and a routing verdict.

· 3K views

GPT-6 Astra vs Claude Fable 5.1: The Frontier Duel

OpenAI's GPT-6 Astra vs Anthropic's Claude Fable 5.1: every benchmark, the independent indices, real-world head-to-heads, pricing deep dive, and who actually wins your workload.

· 4.9K views · Abdeladim Fadheli

GPT-6 Astra Review: Benchmarks, Builds and the "AGI Era" Launch

GPT-6 Astra review: every benchmark, what people built, pricing, and the Critical cybersecurity rollout — with sources.

· 5.6K views · Abdeladim Fadheli

Gemini 3.8 Flash Review: Frontier Agentic Coding at $0.75 Economics

Gemini 3.8 Flash review: DeepSWE v1.1 (73.7%), Terminal-Bench 2.1 (89.4%), full benchmark comparison vs Claude Opus 5 & GPT-5.6 Sol, real Antigravity builds with live links, and 3.8 Flash Cyber breakdown.

· 2.6K views · Abdeladim Fadheli

GLM-5.3 vs Claude Opus 5: Open-Weight Disruptor vs Proprietary Titan

Comprehensive comparison of GLM 5.3 vs Claude Opus 5 with interactive radar capability chart, direct score bars, token pricing, and benchmark analysis. Updated August 19, 2026.

· 2.6K views · Abdeladim Fadheli

GLM-5.3 vs GPT-5.6 Sol: The Open-Weight Challenger Meets OpenAI's Flagship

GLM-5.3 vs GPT-5.6 Sol benchmark and pricing breakdown. How Z.ai's upcoming open-weight model beats OpenAI's flagship on CyberGym (84.5%) and saves 85%+ on compute, while Sol leads on exploitation chains.

· 1.8K views · Abdeladim Fadheli

GLM-5.3 vs GLM-5.2: How Scaled Post-Training Unlocked a Generational Leap

Complete benchmark breakdown of GLM-5.3 vs GLM-5.2. How Z.ai extracted massive gains in DeepSWE (+45%), Terminal-Bench 3.0 (+515%), and global #1 on CyberGym purely through scaled post-training.

· 2.2K views · Abdeladim Fadheli

Claude Opus 5 vs Kimi K3: The $25 Workhorse vs the Open-Weight Disruptor

Claude Opus 5 vs Kimi K3: Opus 5 leads the independent BenchLM aggregate 85.88 to 79.98 and posts a 43.3–43.5% Frontier-Bench score that K3 has never even been tested on.

· 6.5K views · Abdeladim Fadheli

DeepSWE v1.1 Leaderboard 2026: AI Models Ranked by Long-Horizon Engineering

DeepSWE v1.1 updated Sep 25: the Datacurve leaderboard remains led by Muse Spark 1.3 (75.4%). Adds separately labeled September runs: SWE-2 73.0%, Grok 4.7 73.0%, GPT-6 Sol 68.8%, and GPT-6 Luna 66.6%; harnesses and missing task costs are disclosed.

· 11.2K views · Abdeladim Fadheli

GLM-5.2 vs GLM-5.1: The Sibling Upgrade — 5× Context, Dual Thinking, +28 DeepSWE

GLM-5.2 vs GLM-5.1: the full sibling comparison. DeepSWE +28.2 (18.0→46.2), HMMT +9.9, GPQA +5.0, Pro +3.7. 200K→1M context (5×). Single→dual thinking modes. Anthropic API native. Same MIT license, same $4.40/1M. All data from Z.ai official blog.

· 4.2K views · Abdeladim Fadheli

GLM-5.2 vs GPT-5.5: The MIT Open-Weight Model That Beats OpenAI's Flagship on Pro

GLM-5.2 (62.1% Pro, MIT open-weight, $4.40/1M) beats GPT-5.5 (58.6%, $30/1M) on SWE-bench Pro by 3.5 points at 1/7 the cost. Also leads HLE w/tools (+2.5), FrontierSWE (+1.8), MCP Atlas (+1.7). GPT-5.5 counters with DeepSWE (+23.8), TB 2.1 (+3.0). Full comparison with 12 shared benchmarks from Z.AI/VentureBeat data.

· 6.6K views · Abdeladim Fadheli