#SWE-bench

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

Claude Opus 5 vs Claude Fable 5: The $25 Workhorse That Dethroned the $50 Flagship

Claude Opus 5 vs Claude Fable 5: Opus 5 beats Fable 5 on 7 of 12 benchmarks including Frontier-Bench (+9.6) and OSWorld 2.0 — at half the price ($25 vs $50/1M output). Fable 5 edges SWE-bench Pro by just 0.8 pts. Full comparison with radar charts, pricing, data retention, and verdict.

· 1.3K views · Abdeladim Fadheli

Claude Opus 5 vs GPT-5.6 Sol: Anthropic's $25 Workhorse Meets OpenAI's $30 Flagship

Claude Opus 5 vs GPT-5.6 Sol: Opus 5 leads 9 of 12 benchmarks including SWE-bench Pro (+14.6 pts) and ARC-AGI-3 (3.9× better). Sol counters with Terminal-Bench 2.1 (91.9% Ultra) and DeepSWE. Opus 5 costs 17% less on output ($25 vs $30/1M). Full comparison with radar charts, pricing, and verdict.

· 1.5K views · Abdeladim Fadheli

MiniMax M2.7 vs DeepSeek V4 Flash: Budget Open-Weight Coding Showdown

Head-to-head comparison of MiniMax M2.7 vs DeepSeek V4 Flash — two open-weight budget coding models. Flash wins on raw code (91.6% LiveCodeBench, 79% SWE-bench Verified), M2.7 wins on agentic value (56.22% SWE-bench Pro, 78.1 points per dollar). Full benchmarks, pricing, and speed analysis.

· 495 views

GPT-5.6 Terra vs Gemini 3.5 Flash: Which Mid-Tier Model Wins in 2026?

Head-to-head comparison of GPT-5.6 Terra vs Gemini 3.5 Flash across coding, agentic, reasoning, and multimodal benchmarks. Terra leads on terminal coding (87.4% vs 76.2%), Gemini dominates tool use (83.6% MCP Atlas) and costs 40% less. Full pricing, speed, and benchmark analysis.

· 399 views

GPT-5.6 Sol vs Claude Fable 5: The Split Frontier

GPT-5.6 Sol vs Claude Fable 5: Sol leads on agentic coding and price; Fable leads SWE-bench Pro and aggregate intelligence. Rich charts, radar, cost math, and sourced guidance.

· 2.4K views · Abdeladim Fadheli

GPT-5.6 Sol vs Claude Opus 4.8: The Frontier Coding Showdown

GPT-5.6 Sol vs Claude Opus 4.8: detailed comparison across pricing, caching, 1M context, coding and professional benchmarks, long context, MCP Atlas, graphs, radar, and routing guidance.

· 4.8K views · Abdeladim Fadheli

GPT-5.6 Terra vs Claude Sonnet 5: Same Price, Different Strengths

GPT-5.6 Terra vs Claude Sonnet 5: nearly identical standard output pricing, 1M+ context, and a close SWE-bench Pro result—yet sharply different terminal scores, tooling, availability, and intro pricing.

· 2.4K views · Abdeladim Fadheli

Hy3 vs GPT-5.5: The $0.80 Apache Agent vs The $30 Proprietary Giant

Hy3 (295B MoE, Apache 2.0, $0.80/1M) vs GPT-5.5 (proprietary, $30/1M). GPT-5.5 leads coding (+11-42 pts), but Hy3 fights back on agents: wins MCP Atlas (+3.8), edges HLE w/tools (+1.0), near-ties BrowseComp (84.2 vs 84.4). All at 1/37th the cost. 5 charts, full breakdown.

· 593 views · Abdeladim Fadheli

Hy3 vs Claude Sonnet 5: The Apache Agent vs The Proprietary Coder

Hy3 (295B MoE, Apache 2.0, $0.80/1M) vs Claude Sonnet 5 (proprietary, $10/1M). Sonnet leads every shared benchmark (+0.5 to +8.7 pts). But Hy3 ties on BrowseComp (84.2 vs 84.7), leads MCP Atlas (79.1%), costs 12.5x less. Open-weight agent vs proprietary coder — 5 charts, 10-point verdict.

· 361 views · Abdeladim Fadheli

Hy3 vs DeepSeek V4 Pro: Open-Weight Showdown — Tencent's Dark Horse Edges Out DeepSeek

Tencent's 295B MoE Hy3 just took the fight to DeepSeek's 1.6T V4 Pro — and won on 12 of 18 shared benchmarks. Pricing is close: Hy3 cheaper on fresh input/output, V4 Pro's disk caching is 16.5× cheaper on repeated contexts. Full breakdown.

· 2.4K views · Abdeladim Fadheli

Hy3 vs GLM 5.2: Half the Size, Half the Coding — But the Agent Crown

Hy3 (295B MoE, Apache 2.0, $0.80/1M) vs GLM 5.2 (753B MoE, MIT, $4.40/1M). GLM 5.2 wins every coding benchmark by 4-18 points. Hy3 counters with MCP Atlas #1 open-weight (79.1%), BrowseComp 84.2%, DeepSearchQA 91.0%, 47% fewer tokens, and 5.5× cheaper. Full comparison with 5 charts and a 10-point verdict.

· 2K views · Abdeladim Fadheli

Claude Fable 5 vs Claude Sonnet 5: Mythos Power vs Sonnet Speed

Claude Fable 5 (80.3% SWE-bench Pro, $50/1M) vs Claude Sonnet 5 (63.2%, $15/1M). Fable 5 leads all 8 shared benchmarks by +8.2 pts avg — but Sonnet 5 delivers 79% of the capability at 30% of the price. Full comparison with 4 custom charts, pricing deep-dive, tokenizer analysis, and a 10-point verdict matrix.

· 2.9K views · Abdeladim Fadheli