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mubit-ai
mubit-cl-bench
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Commits on Aug 23, 2026
results: gemini-3.1-pro suite cost corrected to $18.16 (implicit-cache accounting)
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data: gemini-3.1-pro cost tables (validated method)
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results: Gemini 3.1 Pro complete suite — +0.230 at #3, all six positive; Mubit sweeps the podium; 504 saga as measurement note
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Commits on Aug 22, 2026
data: gemini-3-flash-preview cost tables (real per-task telemetry, $11.34)
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results: sixth suite — gemini-3-flash-preview +0.1847 at #7 (best codebase result, honest poker negative); board now 6 Mubit entries
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data: per-task cost tables for all five measured suites (validated method, raw telemetry)
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results: suite costs for gemini-3.5 (.60), gpt-5.4-mini (.94), flash-lite (.08) — method validated against published numbers
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results: Gemini 3.1 Pro partial suite — same-model ICL comparison, 4/6 tasks measured, 2 blocked by provider 504s
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results: five-suite leaderboard — Mubit holds #1 and #2; mini + flash-lite land in the top 10
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Commits on Aug 20, 2026
results: BSM re-measured with fitted-lattice registry (no prompt prior)
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Commits on Aug 19, 2026
results: full CL-Bench submissions — both suites, measured token efficiency, refreshed charts
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Commits on Aug 18, 2026
docs: rank Mubit #1 on the leaderboard table (reward +0.299 leads the board)
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docs: leaderboard numbers now computed by CL-Bench's own pipeline
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docs: add leaderboard comparison table — Mubit positioned vs official CL-Bench board
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docs: streamline codebase section to results only
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Commits on Aug 17, 2026
results(codebase): v4 POSITIVE +0.055 — mem0 atomicity + ACE curation replicated
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results(codebase): v3.2 verdict −0.018; recovery doubled, regressions persist; v1/v2 correction
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chore: regenerated chart4 png
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fix: restore chart_2-5 renderers lost in the chart_10 removal slice; drop accidentally-committed demo/viz files
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docs: remove MemoryBench section — out of scope for this repo
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feat(charts): render all six tasks — chart1 rebuilt (6×5), charts 8-10 added
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docs: replace private-repo references with hosted Mubit setup
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docs(artifacts): MemoryBench DB + significance-analysis script for traceability
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feat(six-tasks): sales SOTA +0.401 (gpt-5), cohort first-ever positive stateful run, significance analysis
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Commits on Aug 11, 2026
feat(poker): +10.8% gain with session-stateful + Mubit opponent observations
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fix(poker): positive gain achieved! +3.9% with minimal opponent observations
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fix(poker): strategy-aware lesson distillation + V6 results
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docs: reframe Database around drift adaptation — Mubit dominates Mem0
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docs: remove all model comparison language from README, charts, and data
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fix: correct BSM best run IoU to 71.1% (was incorrectly reported as 68.7%)
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docs: rewrite README with full results — Mubit leads on BSM (+53.7% gain, 65% IoU)
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feat(charts): token savings by runs (x-axis = number of agent runs)
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feat(charts): generalized token savings line chart (universal agent pattern)
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feat(charts): token savings analysis across 2 benchmarks (BSM, Database, Tencent CL-bench)
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Add research-grade chart data and publication-quality chart images
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