Topic
ANALYSIS
All blog posts, tools, and guides about Analysis from Developers Digest.
5 resources - 5 posts
Blog Posts
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The Fix for Broken Benchmarks Is Architecture, Not Smarter Models
Since we published your-benchmark-is-lying-to-you, roughly 25 new results have landed on the eval-integrity question. The surprise: every fix that works is structural - ledgers, counterfactuals, decompositions, personas, readout discipline - and none of them asks the model to be smarter.
11 min read
Your Benchmark Is Lying to You
A wave of audits in the last two days measured the noise floor of agent benchmarks: misaligned ground truth, lenient model judges, and aggregate scalars that hide real failures. Here is what the numbers actually mean, what to trust, and how to buy agents without being played.
10 min read
Agent Memory Is Moving Into the Model
A late-July research wave - native in-backbone memory, pretrained parametric memory at scale, memory reconstruction, and transactional memory writes - challenges the external-store paradigm every agent memory product is built on. Here is what changes by late 2027 and what developers should do now.
8 min read
What Happens When Tokens Are Too Cheap to Meter: Five Scenarios for Developers and Knowledge Work
Model prices fell 80% in a single announcement this week. Run the trendline forward and the interesting question is not the price - it is what developers, teams, and the broader economy do when intelligence stops being the scarce input.
12 min read
What If AI Was Free Tomorrow, at Exactly Today's Capabilities?
A thought experiment with the sci-fi removed: freeze the models at today's capability, drop the price to zero overnight, and work out what actually changes for a working developer. Less than you fear, more than you think, and not where you expect.
11 min read
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