#coding benchmark

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

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.

· 52 views

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.

· 237 views · CodingFleet

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.

· 1K views

Claude Opus 4.8 vs Kimi K2.6: The $25 Coding King vs The $4 Open-Weight Agent

Claude Opus 4.8 (69.2% Pro, $25/1M) dominates every benchmark vs Kimi K2.6 (58.6%, $4/1M) by 3-11 pts. But Kimi fights back on BrowseComp (-3.9), Agent Swarm (300 sub-agents), DeepSearchQA (92.5%), and is 6.25× cheaper. Full comparison with real benchmark data, 10-point verdict.

· 1.2K views · CodingFleet

Gemini 3.1 Pro vs GPT-5.5: Google's Enterprise Workhorse vs OpenAI's Agentic Flagship

GPT-5.5 dominates agentic coding (+14.2 Terminal-Bench, +4.4 SWE-bench Pro). Gemini 3.1 Pro wins on price (2.5× cheaper), reasoning (GPQA 94.3%), and multimodal breadth. Real benchmarks, pricing analysis, and a 9-point decision matrix for choosing the right enterprise model.

· 2.5K views · CodingFleet

Claude Fable 5 vs Claude Opus 4.8: Mythos Meets the Former King

Anthropic's new Mythos-class Fable 5 (80.3% SWE-bench Pro, $50/1M) vs the outgoing flagship Opus 4.8 (69.2%, $25/1M). Fable 5 dominates every benchmark — but costs 2× more, hallucinates more, and sometimes falls back to Opus 4.8 anyway. Full 30-benchmark comparison.

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Claude Fable 5 — The Complete Review: Mythos for the Masses

The complete Claude Fable 5 review. Mythos-class for everyone. 80.3% Pro, 88.0% Terminal-Bench, 93.9% Verified. Stripe's 50M-line migration in a day. Karpathy: "major-version-bump-deserving." Simon Willison: "a beast." Safety classifiers, $10/$50 pricing, and why this is the biggest step toward AGI yet.

· 5.3K views · CodingFleet

Claude Fable 5 vs GPT-5.5: The Mythos Model Meets OpenAI's Flagship

Claude Fable 5 ($50/1M) vs GPT-5.5 ($30/1M). Fable 5 leads all 8 coding benchmarks (+11.8 avg). GPT-5.5 counters with lower price and Batch/Flex at $15. 5× better Pro value from Fable 5. The definitive head-to-head comparison.

· 3.8K views · CodingFleet

Claude Fable 5 vs GPT-5.5 Pro: The $50 Mythos Model vs the $180 Parallel Compute

Claude Fable 5 ($50/1M) vs GPT-5.5 Pro ($180/1M). Fable 5 leads all 8 coding benchmarks by +11.8 pts avg. GPT-5.5 Pro fights back on BrowseComp (90.1%) and FrontierMath (39.6%) via parallel compute — but has no published Pro coding scores. Updated with separate GPT-5.5 Pro benchmarks.

· 3.6K views · CodingFleet

Terminal-Bench 2.1 Leaderboard 2026: AI Models Ranked by CLI Coding

Interactive Terminal-Bench 2.1 leaderboard: 32 AI models ranked by CLI agentic coding. Claude Fable 5 leads at 88.0%. 🆕 Tencent Hy3 debuts at 71.7% (2.1). CLI tasks — package management, git, builds, server config. Updated July 7, 2026.

· 8.5K views · CodingFleet

SWE-bench Pro Leaderboard 2026: Every AI Model Ranked by Real Coding Ability

The definitive SWE-bench Pro leaderboard. 32 AI models ranked by real GitHub issue resolution. Claude Fable 5 leads at 80.3%. 🆕 Tencent Hy3 added at 57.9%. Includes model size, license, pricing, and source links. Updated July 7, 2026.

· 14.4K views · CodingFleet

Claude Opus 4.8 vs DeepSeek V4 Pro: The Coding King vs The Value King

Claude Opus 4.8 (69.2% SWE-bench Pro, $25/1M) vs DeepSeek V4 Pro (55.4%, $0.87/1M). The coding king leads by 13.8 points — but DeepSeek wins LiveCodeBench (93.5%) and Terminal-Bench. Is the 28.7× premium worth it?

· 5.5K views · CodingFleet