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docs: rewrite README for investor narrative + refresh to May 2026 models (#22)
This rewrites the README around an investor-readable narrative: - New top-of-page pitch: "take a 3 B-active open-weight model, close most of the SWE-bench Verified gap to GPT-5.5, overnight, hands-off, fully audited". Replaces the GSM8K math-tutor scenario, which was easy to read as "a small model doing small problems". - New "30-second pitch" + "Why this matters" section before the technical content, so non-technical readers reach the value proposition (economics / engineering / strategy) within 30 seconds. - "Our v1.1 target" replaces the prior "See it in action" section. The example is now framed explicitly as a roadmap target, not a logged run, to remove any read-as-claimed-result risk. - Refreshed all model references to May 2026 reality: Baseline: Qwen3.6-35B-A3B (3 B active, Apache 2.0, released 2026-04-16, 73.4 % SWE-bench Verified — publicly reported) Frontier: GPT-5.5 (88.7 %, OpenAI 2026-04-23), Claude Opus 4.7 (87.6 %) Also: Gemini 3.1 Pro, Kimi K2.6 references All prior 2024-era model references (DeepSeek-Coder-V2-Lite, GPT-4o, GPT-4.1, Claude 3.5 Sonnet, Qwen2.5-Coder-32B) removed. - New "Known limitations" section: honestly states what v1.0 cannot do (LLM evaluator can be fooled, sandbox is filesystem-only not network, history is summary not replay, cost can compound, real-provider integration not in CI). - Fixed two stale numbers carried over from v0.2: "~1,200-line runtime" → "~1,900-line runtime" (actual wc -l) "39 tests" → "99 tests" (actual current count) - Both English (README.md) and Chinese (README.zh.md) updated in lock-step. No code changes. Test suite still 99 / 99 green. Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
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