01 · THROW ANYTHING

any pile

emails · pdfs · markdown · json exports · transcripts · photo captions · your ChatGPT history · .mbox · voicemails · .docx

02 · STRUCTURE-AWARE CHUNKING

the pile
becomes rows

2,000-token budget · 200-token overlap · per-chunk breadcrumb · structure-aware merge

03 · ANALYSIS CONTRACT

    

    

      
a contract
is a question
you hand
the pile.

      
define once. resolve forever.

    

  


  
  

    

    
04 · ATOMIC CALL

    

      
CHUNK

      
      

        

        

        

        

      

      

        
"hire eng #3"

        
@priya

        
EOM Jul

      

    

    

      
one chunk · one call · one row.

      
each row is an atomic LLM call. the whole run is embarrassingly parallel.

    

  


  
  

    

    
05 · EMBARRASSINGLY PARALLEL

    

      

    

    

      
1 endpoint → wait
40 endpoints → one hop

      
scale = endpoint count · OpenAI-compatible · any local or cloud model

    

  


  
  

    

    
06 · RESOLVE

    

      

    

    

      
any pile. any question. a table.

      
the rare signal, resolved into rows you can sort, filter, export

    

  


  
  

    

    
07 · META-CONTRACT ON THE ROLLUP

    

      

      

        
INSIGHT · 01

        
7 incidents · 1 root cause · 0 owners.

        
cross-doc pattern surfaced from the rollup, not the rows

      

    

    

      
then a second contract
runs on the rollup.

      
what is this pile actually saying?

    

  


  
  

    

    
08 · THE POINT

    

      

    

    

      
some kid, on an iPhone 42,
points this instrument at
their grandparent's entire life
and renders a film out of the result.

      
voicemails · draft tweets · photo captions · calendar gaps · the rare signal of a person

    

  


  
  

    

    
09 · CLONE THE INSTRUMENT

    

      
      
throw anything · get a table

      

        local-first
        BYO endpoint
        OpenAI-compatible
        MIT
      

      
raresignal.ai/resolutionizer →

    

  








  
  
  
  

    

  

  
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