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cleifer

Re:apsw: Another Python SQLite Wrapper on Sunday October 11, 2026 @09:27PM (#50050190)
If you are used to stdlib but want sane transactional semantics or the ability to easily statically link your own SQLite implementation (eg to have encryption), I’ve written some bindings as well:

https://github.com/coleifer/cysqlite

This supersedes my earlier pysqlite3 project. Perf is better than stdlib, but not as good as apsw. Roger is doing amazing work and I urge anyone wanting to fully utilize SQLite to try apsw. It does everything, exposes all API surfaces, and has a fantastic track record.

Re:Aspirational Clownmaxxing and Joey's cadillac todo list on Friday August 28, 2026 @10:14PM (#49486286)
Author here. Surprised to see this posted on HN. we had a Markov chain irc bot who was quite a jokester

https://charlesleifer.com/blog/building-markov-chain-irc-bot...

Re:Mythical Man Month on Saturday May 09, 2026 @09:20AM (#48074765)
Loved Brooks’ and feel like I must’ve internalized his model because that’s all I care about anymore in dev. Coherence among the components (people or software) to produce something good. I think of if 100 pianos are tuned to the same tuning fork then they all play well together.

AI accelerated iteration and undisciplined use seem to me the main risk lately. Drift from any prompting, accumulation of features, plausible looking patches that are actually slop. Wrote about this recently [0], it creates a dynamic where you aren’t just making the software less coherent, you’re paying more and more to make it so. Curious to hear others experience of this.

[0] https://charlesleifer.com/blog/tokens-and-dreams/

Re:Claude Code Daily Benchmarks for Degradation Tracking on Friday January 30, 2026 @09:39AM (#46824941)
How much influence have you all found prompting to have on output quality? Generally I've been approaching by just describing my problem and assuming that I'll get the machine's optimal output, but perhaps being explicit in the prompt can impact the output quality?