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Custom programming languages make agents good

https://blog.firetiger.com/custom-programming-languages-make-agents-really-really-smart/
11•matsur•1h ago

Comments

spenczar5•1h ago
Author here! I am pretty jazzed about these ideas and happy to dig into more detail than a blog post allows.
mmmehulll•1h ago
This is really interesting, I feel if llms can respond at existing without finetuning, it can be huge.
spenczar5•1h ago
Yes! This works really well from Sonnet 4.5 onwards, in our experience. Sonnet 4.0 was a little rocky - we had to give it tons of documentation - but by now it works without much effort.

One thing that works very well is just giving it one or two example valid programs/statements in the custom language. It usually picks up what you're getting at very quickly.

When it slips up, you get good signal you can capture for improving the language. If you're doing things in a standard agent-y loop, a good error message also helps it course-correct.

mmmehulll•58m ago
That’s really interesting. The “one or two examples + good error messages” part feels especially important. It suggests the limiting factor may be less finetuning and more whether the model is given a tight representation and a feedback loop it can recover from.

Show HN: Fixing Agent / LLM Context Decay in VS Code with Git Worktrees

https://www.appsoftware.com/blog/fixing-agent-llm-context-decay-in-vs-code-with-git-worktrees
3•gbro3n•1m ago•0 comments

Design Tip: Enforcing Constraints Leads to Simpler, More Powerful Systems

https://www.rodriguez.today/articles/emergent-event-driven-workflows
1•birdculture•2m ago•0 comments

Show HN: I lost billable hours forgetting timers. I turned my calendar into a DB

https://www.timescanner.io/
1•sergentrif•2m ago•0 comments

Anthropic's Claude AI can respond with charts, diagrams, and other visuals now

https://www.theverge.com/ai-artificial-intelligence/893625/anthropic-claude-ai-charts-diagrams
1•newusertoday•2m ago•0 comments

Show HN: Verge Browser a self-hosted isolated browser sandbox for AI agents

https://github.com/zzzgydi/verge-browser
1•zzzgydi•3m ago•0 comments

Ask HN: How are you using personal AI assistants with local coding agents?

1•everfly•3m ago•0 comments

The Thinking Field

https://www.robpanico.com/articles/display/?entry_short=the-thinking-field
1•retrocog•4m ago•1 comments

Claude Bought Me a Car

https://www.nahtnam.com/blog/claude-bought-me-a-car
2•nahtnam•6m ago•2 comments

U.S. to suspend the Jones Act in a bid to curb oil prices

https://www.bloomberg.com/news/articles/2026-03-12/trump-administration-set-to-suspend-jones-act-...
3•geox•6m ago•0 comments

Boardsmith – text prompt to KiCad schematic, BOM, and firmware (works offline)

https://github.com/ForestHubAI/boardsmith
1•ForestHubAI•8m ago•3 comments

A plan to get more electricity to West Texas may come undone

https://www.texastribune.org/2026/03/12/west-texas-electricty-plan/
1•hn_acker•8m ago•0 comments

Maligna Kodera

https://krzyhau.itch.io/maligna-kodera
1•ta988•9m ago•0 comments

Title: Show HN: Aurora – Live dashboard watching local LLMs create autonomously

https://aurora.elijah-sylar.com
1•elijahscamp•10m ago•1 comments

Why Task Proficiency Doesn't Equal AI Autonomy

https://www.signalbloom.ai/posts/why-task-proficiency-doesnt-equal-ai-autonomy/
1•anonu•13m ago•0 comments

BallotGuessr

https://www.ballotguessr.com/
2•colinprince•14m ago•0 comments

Amygdala: Prompt a topic, get a footnoted report from experts in seconds

https://amygdala.eu/research
1•JoranCornelisse•15m ago•0 comments

Microsoft EVP Rajesh Jha is retiring

https://www.businessinsider.com/microsoft-executive-rajesh-jha-retiring-read-memos-2026-3
1•DarkCrusader2•16m ago•1 comments

Military AI as 'Abnormal' Technology

https://www.lawfaremedia.org/article/military-ai-as--abnormal--technology
2•hn_acker•16m ago•0 comments

Use Neovim's server capabilities on your local machine

https://github.com/mhinz/neovim-remote
2•RobTonino•17m ago•0 comments

UK to drop historic figures from banknotes and change them to images of wildlife

https://brusselssignal.eu/2026/03/uk-to-drop-historic-figures-from-banknotes-and-change-them-to-i...
3•thunderbong•18m ago•0 comments

2026 AI Adoption and Workforce Performance Benchmarks

https://www.activtrak.com/resources/state-of-the-workplace/
1•ptrhvns•18m ago•0 comments

Runtime Safety Infrastructure for AI Agents

https://nono.sh
1•TheTaytay•18m ago•0 comments

Show HN: OneCLI – Vault for AI Agents in Rust

https://github.com/onecli/onecli
4•guyb3•20m ago•1 comments

Finland Is Ready for Russia. Is Anyone Else?

https://www.bloomberg.com/graphics/2026-opinion-finland-is-ready-russia-arctic/
3•RyanShook•20m ago•0 comments

Get ready for takeoff with Uber and Joby

https://www.uber.com/us/en/newsroom/uber-air/
1•r-bt•21m ago•0 comments

Live AI Session Summaries in a Two-Line Tmux Status Bar

https://quickchat.ai/post/tmux-session-summaries-for-parallel-ai-agents
1•piotrgrudzien•21m ago•0 comments

Reversing memory loss via gut-brain communication

https://med.stanford.edu/news/all-news/2026/03/gut-brain-cognitive-decline.html
3•mustaphah•22m ago•0 comments

Should Sam Altman fear token compression?

4•Gillesray•24m ago•0 comments

Show HN: Open-Source GTM Skills for Claude Code, Codex, and Cursor

https://github.com/athina-ai/goose-skills
2•hbamoria•24m ago•0 comments

DesiPeeps

https://desipeeps.com
1•saibuilds•25m ago•0 comments