[HN Gopher] Agent Reading Test
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       Agent Reading Test
        
       https://dacharycarey.com/2026/04/06/designing-agent-reading-...
        
       Author : kaycebasques
       Score  : 37 points
       Date   : 2026-04-06 18:56 UTC (4 hours ago)
        
 (HTM) web link (agentreadingtest.com)
 (TXT) w3m dump (agentreadingtest.com)
        
       | kaycebasques wrote:
       | See also https://dacharycarey.com/2026/04/06/designing-agent-
       | reading-...
        
         | dang wrote:
         | Thanks! We'll put this in the toptext as well.
        
       | dostick wrote:
       | The tests should have negative weights based on how often that
       | issue encountered and impact. The 2. SPI should have like 8
       | negative points out of 10 as most common blocker. And whole test
       | inverse score.
        
         | dacharyc wrote:
         | Yeah, good call, we're on the same page about that. I designed
         | this tool (agentreadingtest.com) to raise awareness of these
         | issues in a more general way, so people can point agents at it
         | and see how it performs for them. Separately, I maintain a
         | related tool that can actually assess these issues in
         | documentation sites: https://afdocs.dev/
         | 
         | My weighting system there scores the number of pages affected
         | by SPA and caps the possible score at a "D" or "F" depending on
         | the proportion of pages affected:
         | https://afdocs.dev/interaction-diagnostics.html#spa-shells-i...
         | 
         | I've tried to weight things appropriately in assessing actual
         | sites, but for the test here, I more wanted to just let people
         | see for themselves what types of failures can occur.
        
       | massimoto wrote:
       | Would love to see some results for different providers. The tests
       | looks super logically thought out, but could use a TL;DR (too
       | lazy; didn't run) output.
       | 
       | Claude Web Opus 4.6 Extended: 14 / 20 points
       | 
       | x:CANARY-SPA-JSONLY-prism x:CANARY-CONNEG-MD-sigma
        
         | dacharyc wrote:
         | Hah, that's actually what drove me to try to create this to
         | begin with. I've been writing a lot about these issues, and
         | someone said to me:
         | 
         | > It'd be nice to have a test harness: "Test my agent," to
         | score them and give you benchmark score (like graphics cards,
         | etc.). > Agent XYZ: reads only X% of the content it accesses.
         | 
         | I synced up with a colleague of mine who is testing the
         | platform retrieval behaviors across platforms right now, and
         | writing about them at: https://rhyannonjoy.github.io/agent-
         | ecosystem-testing/
         | 
         | The info we have so far isn't consistent enough for a
         | standardized benchmark, but it's on our radar to produce
         | something like this in the future as we hone in on how to
         | assess this more consistently, or at least how to compare
         | outputs in a more standardized way.
        
       | theyCallMeSwift wrote:
       | I love this idea, but have a hypothesis that 90% of agents that
       | people actually use today would fail this test inadvertently
       | (false negative).
       | 
       | Industry best practice + standard implementation for most agents
       | right now is to do web browsing / fetching via subagents. Their
       | output is summarized using a cheaper model and then passed back
       | to the parent. It's very unlikely that without preserving the
       | actual content the subagents see that the `CANARY-` strings would
       | be found in the output.
       | 
       | Any thoughts on how you'd change the test structure with this in
       | mind?
        
         | dacharyc wrote:
         | Hey there - I'm the test author, and you've hit on one of the
         | main points. For the summarization/relevance-based content
         | return, this _is_ a consideration for some of the agent
         | platforms (although I 've found others actually do better here
         | than I expected!) - which is part of the point I'm trying to
         | drive home to folks who aren't as familiar with these systems.
         | 
         | I chose to structure it this way intentionally _because_ this
         | is the finding. Most people are surprised that agents aren 't
         | 'seeing' everything that's there, and get frustrated when an
         | agent says something isn't there when it clearly is. Raising
         | awareness of this is one of the main points of the exercise, to
         | me.
        
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