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ath_ray

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Building the systems that build the software

blog.nilenso.com
3 points·by ath_ray·26 days ago·0 comments

Why I Attack (2024)

nicholas.carlini.com
1 points·by ath_ray·5 months ago·0 comments

Codex CLI vs. Claude Code on Autonomy

blog.nilenso.com
1 points·by ath_ray·5 months ago·0 comments

Weird System Prompt Artefacts

blog.nilenso.com
1 points·by ath_ray·5 months ago·0 comments

A Sigmoid Dialogue (2014) [pdf]

aleph.se
1 points·by ath_ray·5 months ago·0 comments

A Call for New Aesthetics

newaesthetics.art
5 points·by ath_ray·7 months ago·0 comments

How to game the METR Plot

shash42.substack.com
2 points·by ath_ray·7 months ago·0 comments

Pedagogy Recommendations

parentheticallyspeaking.org
1 points·by ath_ray·7 months ago·0 comments

Frontier of the Year 2025

renaissancephilanthropy.org
1 points·by ath_ray·7 months ago·0 comments

Minimum Viable Benchmark

blog.nilenso.com
1 points·by ath_ray·7 months ago·0 comments

Paper AI Tigers

gleech.org
4 points·by ath_ray·7 months ago·0 comments

Variation Is King, Not the Average

xmrit.com
2 points·by ath_ray·8 months ago·0 comments

Show HN: A tool to properly observe your LLM's context window

blog.nilenso.com
8 points·by ath_ray·8 months ago·0 comments

Age (2022)

anilv.com
3 points·by ath_ray·9 months ago·0 comments

Building Repo Bench

repoprompt.com
1 points·by ath_ray·9 months ago·0 comments

A Software Analogy

atharvaraykar.com
1 points·by ath_ray·9 months ago·0 comments

Data on AI Models

epoch.ai
2 points·by ath_ray·10 months ago·0 comments

Agentic Development Disrupted Our Business Model

rangle.io
1 points·by ath_ray·10 months ago·0 comments

comments

ath_ray
·7 months ago·discuss
FYI, this was sent as an experiment by a non-profit that assigns fairly open ended tasks to computer-using AI models every day: https://theaidigest.org/village

The goal for this day was "Do random acts of kindness". Claude seems to have chosen Rob Pike and sent this email by itself. It's a little unclear to me how much the humans were in the loop.

Sharing (but absolutely not endorsing) this because there seems to be a lot of misunderstanding of what this is.
ath_ray
·10 months ago·discuss
Yeah I agree. There's a lot more needed than just the User Story, one way I'm thinking about it is that the "core" is deliverable business value, and the "shells" are context required for fine-grained details. There will likely need to be a step to verify against the acceptance criteria.

I hope to back up this hypothesis with actual data and experiments!
ath_ray
·10 months ago·discuss
I enjoyed the emphasis on optimising the context window itself. I think that's the most important bit.

An abstraction for this that seems promising to me for its completeness and size is a User Story paired with a research plan(?).

This works well for many kinds of applications and emphasizes shipping concrete business value for every unit of work.

I wrote about some of it here: https://blog.nilenso.com/blog/2025/09/15/ai-unit-of-work/

I also think a lot of coding benchmarks and perhaps even RL environments are not accounting for the messy back and forth of real world software development, which is why there's always a gap between the promise and reality.
ath_ray
·10 months ago·discuss
"Unit of work" here is the unit for software delivery, and it can be decoupled from how any individual developer plans and executes whatever software they are delivering.

Product requirements are a hypothesis for creating business value, and the only way to test that hypothesis is to actually demonstrate a slice of that value in a way that's legible to all stakeholders involved.

This post is a nice articulation of this: https://blog.nilenso.com/blog/2025/09/17/the-common-sense-un...