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Codecora Blog

We build open-source dev tools. This blog is what actually happened along the way. Architecture calls, performance numbers, and the bugs that only show up in production.

Dark editorial thumbnail: 1M tokens won't kill memory systems, with research pills on lost-in-the-middle, context rot, and reproducible benchmarks.

Why bigger context windows won't kill memory systems

Dark thumbnail with red glitch shards converging into a wireframe cube. Headline: Sentry wants 16GB of RAM. TrapFall wants a port.

Self-Hosted Error Tracking Without the 16GB Sentry Bill

107 of 108 identical. Benchmark reproducibility thumbnail with two overlapping waveforms merging into one bright point

We published our benchmark. Then we tried to break it.

From Logo to Code: Vector Assets for Web and Mobile

Dark abstract purple vector ribbons on black with the headline: 87GB on a CPU. Quantization did that.

An 87GB model on a CPU: what the quantization math buys you

Glowing teal memory-graph nodes cluster on the right of a dark navy banner, left side kept clean for the headline: Everyone Is Building Agent Memory Now

Everyone Is Building Agent Memory Now. Here's What the Wave Actually Proves.