SWE-Bench
SWE-Bench is a standardized benchmark for evaluating large language models on real-world software engineering tasks. It measures an AI’s ability to resolve GitHub issues by generating correct code patches, with Anthropic’s Claude Opus 4.7 scoring 82.
Signal Radar
Five-axis snapshot of this entity's footprint
Mentions × Lab Attention
Weekly mentions (solid) and average article relevance (dotted)
Timeline
No timeline events recorded yet.
Relationships
4Uses
Competes With
Frequently appears with
6Entities that show up in the same articles — shared coverage, not a stated relationship.
Recent Articles
5Token-Saving Tools Overpromise: Real Benchmark Shows 6–32% Savings, Not 60–90%
~Token-saving tools deliver 6–32% savings, not 60–90%. In Claude Code, lazy MCP loading means tools often go unused—enable them with hooks and measure
92 relevanceClaude Code Digest — Aug 04–Aug 07
~Claude Code is shifting from “smart prompt box” to a policy-controlled execution layer: the biggest wins now come from routing, sandboxing, and making
95 relevanceBullet Coding Agent Hits 95.8% on SWE-bench in 119s — But Is It a Claude
~Bullet wraps Claude Code to auto-route models, parallelize tool calls, and use targeted search — hitting 95.8% SWE-bench in 119s. Try it free for fast
88 relevanceKimi K3 Tops US Models in Front-End Coding at Smaller Scale
~Moonshot AI's K3 tops US models in front-end coding at 89.2% on SWE-bench while being smaller and cheaper to train.
100 relevanceClaude Code Digest — Jul 13–Jul 16
~Claude Code is no longer being treated like a chat assistant: the winning pattern this week is deterministic hooks, policy gates, and verification lay
95 relevance
Predictions
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AI Discoveries
2- hypothesisactive3d ago
H: Within 3 months, OpenAI will release a 'Codex Agent' product update that directly integrates with SW
Within 3 months, OpenAI will release a 'Codex Agent' product update that directly integrates with SWE-Bench as a public benchmark, following the novel co-occurrence signal, to counter Claude Code's dominance in the agentic coding space.
55% confidence - observationactive3d ago
Novel co-occurrence: SWE-Bench + OpenAI Codex
SWE-Bench (product) and OpenAI Codex (ai_model) appeared together in 2 articles this week but have NEVER co-occurred before and have no existing relationship. This is a potential breaking story signal.
85% confidence
Sentiment History
| Week | Avg Sentiment | Mentions |
|---|---|---|
| 2026-W26 | 0.10 | 1 |
| 2026-W27 | 0.20 | 1 |
| 2026-W28 | 0.00 | 1 |
| 2026-W29 | 0.05 | 2 |
| 2026-W32 | 0.07 | 3 |