97% on SWE-bench Verified with subscription-token agents
97% on SWE-bench Verified with full artifact transparency, not just a score claim.
A production-ready MCP server that builds a world model for codebases, preventing hallucinations, repeated mistakes, and regressions in Claude Code.
+10.2 SWE-bench points with contradiction resolution across Claude Code and Cursor.
Developers using Claude Code, Cursor, or other AI coding agents
Cursor · Continue · Sourcegraph Cody
97% on SWE-bench Verified with full artifact transparency, not just a score claim.
Transparent proxy cuts Codex context tokens by 87% via working memory.
Agents fail completely at rebuilding binaries from scratch without source code.
LLM judge on outgoing requests achieves 0% cheat rate while preserving 58% fair-solve ceiling.
Conformal prediction trained on 3K tasks hits 81% cost accuracy.
Twitter thread with a chart; not a product or tool.