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Building an AI-orchestrated publishing workflow for a long-form writing project

1•tmuhlestein•56m ago
I've been experimenting with an orchestration-first approach instead of relying on a single model to handle an entire workflow.

The project started as a way to explore a real customer scenario, and along the way it evolved into a long-form publishing workflow involving multiple specialized agents, MCP/A2A services, evaluation loops, and supporting infrastructure.

By the end, the system had processed 26 billion tokens and grown to include 25 agents and tools, 30 agent skills, 27 packaged skills, 22 projects, 12 MCP/A2A-native services, 8 full-stack services (API + UI + MCP + A2A), 318 PRs, and 423 commits.

My goal as CTO was to go deep into a real customer scenario myself before asking my engineering organization to build in this new way.

The project is here: https://theisaiahchronicles.com

Would love to hear how others are approaching orchestration and multi-agent systems.

The Startup Insiders Who Stash Sums in Tax-Subsidized Retirement Accounts

https://www.wsj.com/personal-finance/retirement/iras-startup-insiders-retirement-accounts-million...
1•petethomas•35s ago•0 comments

Show HN: JSON to Md(gfm)

https://json-to-md.rajnandan.com/
1•rajnandan1•1m ago•0 comments

Sol generating online pvp game in 1 prompt

https://tiridir.com/
1•thepsychguy•1m ago•0 comments

Pushing 4.7M Commits an Hour

https://mattrickard.com/pushing-47m-commits-an-hour
1•speckx•1m ago•0 comments

Hardening Rust Code for Production

https://corrode.dev/blog/hardening-rust/
1•fanf2•2m ago•0 comments

Corpus Christi Drought Pushes Up Borrowing Costs for City's Debt

https://www.bloomberg.com/news/articles/2026-07-22/corpus-christi-drought-pushes-up-borrowing-cos...
3•toomuchtodo•3m ago•1 comments

Tested the System76 Thelio Mira: it's the custom Linux desktop of my dreams

https://www.zdnet.com/article/system76-thelio-mira-custom-linux-desktop-review/
1•CrankyBear•3m ago•0 comments

How HN: Surgical DevOps – Deterministic AI execution protocols

https://github.com/bonushora/surgical-dev-ops
1•bonus_dev•4m ago•0 comments

"No AI" Statements Are More Than Mere Statements

https://journal.james-zhan.com/no-ai-statements/
2•BrunoBernardino•5m ago•0 comments

The Abstract Human Protocol – A painting as open-source code

https://github.com/ojosdelbarrocogaleria-arte-Granada/human-face-geometry-code
1•POLOSKY•9m ago•0 comments

Show HN: Chrome Extension Claude Token Usage Bar and Context Use for Claude.ai

https://github.com/disi910/claude-usage-bar
1•didi2121•9m ago•0 comments

AI Coding Will Prevent Expertise

https://larsfaye.com/articles/ai-coding-will-prevent-expertise
1•larsfaye•9m ago•0 comments

Apple Services Price Hikes 2026

https://mjtsai.com/blog/2026/07/21/apple-services-price-hikes-2026/
1•speckx•10m ago•0 comments

Show HN: Stele – A self-maintaining knowledge graph for AI coding agents

https://stele-ai.dev/
2•serkanyersen•10m ago•1 comments

Zannanza

https://en.wikipedia.org/wiki/Zannanza
1•thunderbong•10m ago•0 comments

Using evolution to automate AI model research

https://imbue.com/blog/2026-07-20-imbue-catalyst-nanochat
4•danielmewes•12m ago•0 comments

Animated Thinking Orb Components

https://orbs.jakubantalik.com/
2•luispa•13m ago•0 comments

Terrence Tao's ChatGPT Conversation about the Jacobian Conjecture Counterexample

https://chatgpt.com/share/6a5fdc7a-d6f8-83e8-bbea-8deb42cfed56
18•gmays•13m ago•0 comments

OpenAI Names BNY, Nubank CEOs to Board Ahead of IPO

https://www.bloomberg.com/news/articles/2026-07-21/openai-names-bny-nubank-ceos-to-board-ahead-of...
2•petethomas•14m ago•0 comments

iOS 27 code suggests Apple could restrict leased devices after missed payments

https://9to5mac.com/2026/07/21/ios-27-code-suggests-apple-could-restrict-leased-devices-after-mis...
1•apparent•14m ago•1 comments

Linux kernel team publishes 432 CVEs in two days

https://www.theregister.com/security/2026/07/22/linux-kernel-team-publishes-432-cves-in-two-days/...
3•speckx•15m ago•1 comments

Grok is a surprisingly good automated theorem prover

1•henryrobbins00•15m ago•1 comments

Learn how to build AI from scratch (for free)

https://languagemodelbuilder.com/
1•luispa•15m ago•0 comments

Stop getting screwed by professionals who want to upsell you

https://nodogcheck.com/
3•lurnake•16m ago•1 comments

Show HN: Cumulative multi layered genomic precision reporting

https://genomenarrator.com/
1•ayanddddd•16m ago•0 comments

Show HN: Fenrin – fast fictional names generation from phonological rules

https://nibzard.github.io/fenrin/
1•nkko•17m ago•0 comments

Frontier AI models will attempt to cheat

https://www.aisi.gov.uk/blog/cheating-behaviour-in-frontier-model-evaluations
3•ambigious7777•18m ago•0 comments

Characterizing Metastable Faults and Failures

http://muratbuffalo.blogspot.com/2026/07/characterizing-metastable-faults-and.html
2•tanelpoder•20m ago•0 comments

Smartphone use on the toilet and the risk of hemorrhoids (2025)

https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0329983
1•speckx•20m ago•0 comments

Vatican silent on Jewish villains in U.S. Catholic church pageants

https://forward.com/news/839093/ukrainian-catholic-church-verteps-jewish-villains/
1•leephillips•21m ago•0 comments