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Composing and Decomposing AI Functions (Tutorial with Python Examples)

https://lightcapai.medium.com/composing-and-decomposing-ai-functions-39711a898f94
2•HenryAI•1h ago

Comments

HenryAI•1h ago
AI chat models can call small “tool” functions. This post shows how to compose those tools (chaining G→M, e.g., generate → tone-adjust) and how to decompose a user request into subtasks (e.g., flights + hotels), with short Python snippets. It also touches on iterative refinement as a kind of fixed-point convergence—why repeated generate→edit cycles tend to stabilize.

Ask HN: How do you feel about the increasing amount of AI comments on HN?

1•Gooblebrai•1m ago•0 comments

My chilling week on Roblox: sexually assaulted and shat on as a child avatar

https://www.theguardian.com/games/2025/nov/05/roblox-game-robux-children-child-kids-safety-parent...
1•c420•3m ago•0 comments

Show HN: sudocode – manage specs, tasks, and context-as-code for coding agents

https://github.com/sudocode-ai/sudocode
2•alexsngai•5m ago•0 comments

Bear attack survival tips released in Japan as encounters surge

https://www.theguardian.com/world/2025/oct/27/bear-attack-survival-tips-released-in-japan-as-enco...
1•tosh•5m ago•0 comments

Create secure data rooms in minutes with your existing repo

https://doclair.io/
1•adig_279•7m ago•0 comments

Show HN: Zee – AI that interviews everyone so you only meet the best

https://www.zeeda.com/
1•davecarruthers•8m ago•0 comments

OpenAI ends legal and medical advice on ChatGPT

https://www.ctvnews.ca/sci-tech/article/openai-updates-policies-so-chatgpt-wont-provide-medical-o...
1•randycupertino•9m ago•1 comments

Windows 11 Store gets Ninite-style multi-app installer feature

https://www.bleepingcomputer.com/news/microsoft/windows-11-store-gets-ninite-style-multi-app-inst...
1•speckx•10m ago•0 comments

Experimenting with Vibration Sensors – Characterize RPM of Spinning Devices

https://community.element14.com/challenges-projects/design-challenges/experimenting-with-vibratio...
1•o4c•14m ago•0 comments

I Built a Local Dev Tool for ChatGPT Apps SDK

https://itsnikhil.github.io/blog/posts/oai-app-composer/
1•itsnikhil•15m ago•1 comments

Benchmarking the Cost of Java's EnumSet – A Second Look

https://www.kinnen.de/blog/enumset-benchmark/
2•birdculture•17m ago•0 comments

Show HN: Code tours and feedback with your Agent in VSCode – local and cloudless

https://www.intraview.ai/hn-demo
4•cyrusradfar•18m ago•0 comments

Upbeat Technology's RISC-V MCU Takes Flight with Near-Threshold Computing

https://www.allaboutcircuits.com/news/upbeat-technologys-risc-v-mcu-takes-flight-with-near-thresh...
1•warrenm•18m ago•0 comments

Hacker News Hiring Threads vs. S&P 500

https://hnhiringstats.streamlit.app/
3•asdev•19m ago•1 comments

Ex-FTC chair Lina Khan joins Mamdani's transition team

https://www.businessinsider.com/lina-khan-joins-zohran-mamdanis-transition-team-2025-11
10•gregsadetsky•19m ago•2 comments

Axis of Rotation Metrology

https://www.newwayairbearings.com/news/press-room/release/axis-rotation-metrology/
2•o4c•20m ago•0 comments

Run LLMs Locally

https://www.ikangai.com/the-complete-guide-to-running-llms-locally-hardware-software-and-performa...
1•unrequited•22m ago•0 comments

The History of the Mid-Atlantic Accent and the Golden Age of Hollywood

https://literaryashland.org/?p=10803
1•indigodaddy•23m ago•0 comments

I rode in Xpeng's $20,000 Tesla FSD competitor

https://electrek.co/2025/11/05/xpeng-ngp-tesla-fsd-competitor-test-drive-electric-car/
1•tromp•23m ago•1 comments

Trade Tensions Sent Automakers Scrambling for Chips

https://www.nytimes.com/2025/11/05/business/us-china-chips-automakers.html
1•fleahunter•27m ago•0 comments

Exploring how storytelling strategies shape memories

https://medicalxpress.com/news/2025-10-exploring-storytelling-strategies-memories.html
1•PaulHoule•27m ago•0 comments

Want to be a better learner? Start by noticing how you think

https://bigthink.com/thinking/learn-with-metacognition/
1•warrenm•28m ago•0 comments

Google and Epic reach proposed settlement to open Android app store access

https://www.pocketgamer.biz/google-and-epic-reach-proposed-settlement-to-open-android-app-store-a...
1•fidotron•28m ago•2 comments

DOJ gives green light to Google's $32B Wiz deal

https://www.neowin.net/news/doj-gives-green-light-to-googles-32-billion-wiz-deal/
1•bundie•29m ago•0 comments

Shiroa: MdBook for Typst

https://github.com/Myriad-Dreamin/shiroa
1•adamnemecek•29m ago•0 comments

Bankrank.io is accepting signups for their Q1 2026 Alpha

1•calderarrow•29m ago•0 comments

Show HN: I scraped 3B Goodreads reviews to train a better recommendation model

https://book.sv
3•costco•30m ago•1 comments

Show HN: I built a content tool for LinkedIn Personal Branding

https://www.linkedfast.com/
1•AdamAkhlaq•30m ago•0 comments

Napier Deltic

https://npht.org/about-napier/products/marine-engines/deltic/
1•thunderbong•31m ago•0 comments

A Brutal Look at Balanced Parentheses, Computing Machines, and Pushdown Automata

https://raganwald.com/2019/02/14/i-love-programming-and-programmers.html
2•warrenm•31m ago•0 comments