96 out of 100: reading a benchmark honestly
Preserve the archived 96-versus-95 result while designing paired trials, scorer audits, and a defensible next comparison.
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A land token needs a real-world right
Map token events to legal rights and responsible parties, then test reconciliation with fictional parcels.
Read the storyA proof check must be able to fail
Challenge evaluators with plausible errors and distinguish numerical checks, invariants, and formal proofs.
Read the storyA research roadmap with stop conditions
Evaluate tokenizer changes and prompt optimization through ablations, fixed budgets, and independent release gates.
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An AI research budget you can audit
Separate setup, training, inference, retrieval, and review costs before accepting an efficiency claim.
Read the storyDiffusion speed needs an end-to-end measure
Evaluate LLaDA token editing and serving policies by time to an accepted result, including validation and repair.
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From transcripts to research evidence
Turn a transcript archive into a dated source search, claim ledger, and set of testable research questions.
Read the storyHouse ASI: a prototype with testable questions
Compare fixed roles and adaptive optimization without turning the archived prototype into an unsupported capability claim.
Read the storyMemory that can explain its sources
Use recent memory research to evaluate changing facts, reusable procedures, consolidation cost, and correction propagation.
Read the storySelf-improvement needs a held-out test
Compare GEPA and adaptive optimization under fixed constraints, then promote changes through an independent evaluation.
Read the storyWhat fifteen proof problems can tell us
Preserve the mixed QED-Nano pilot results while separating rubric scores, complete proofs, and formal checking.
Read the storyWhat the ASI review changed
Use current memory research to distinguish mechanisms and turn the archive's corrections into falsifiable repair tests.
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