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Solving Agent Context Loss: A Beads and Claude Code Workflow for Large Features

https://jx0.ca/solving-agent-context-loss/
1•jarredkenny•2h ago

Comments

jarredkenny•2h ago
I wrote this because I kept hitting the same wall with AI coding assistants. Small tasks work fine, medium ones when planned properly. But when I tried building something real, like a real new service in a real production system it was always difficult to keep an agent like Claude Code on track throughout an entire feature implementation.

After recently finding Beads here on HN, my entire development workflow changed (again). I realized that context is state, I am a developer who knows how to handle state.

Naturally I pieced together a couple of existing Claude Code skills, and wrote a couple of my own, and ended up with a workflow that actually delivers on automating the entire idea to shipping pipeline.

- Brainstorming produces a design doc - Design becomes an implementation plan - Plan converts to a Beads epic with inferred dependencies - Epic executes autonomously with two-stage review per task

I'm sharing it on HN because I suspect others are hitting similar problems and working around them in ad-hoc ways.

Nothing groundbreaking, but it actually works.

https://jx0.ca/solving-agent-context-loss/

Open-source CLI tool for generating licenses for your repositories

https://github.com/anth0nycodes/license-generator
1•anth0nycodes•31s ago•1 comments

High-end AirPods Pro 3 adding cameras for Apple Intelligence features and more

https://9to5mac.com/2026/01/02/another-airpods-pro-3-model-is-coming-with-one-rumored-upgrade/
1•wj•58s ago•0 comments

Becoming a Centenarian

https://www.newyorker.com/magazine/2025/12/22/becoming-a-centenarian
2•mrjaeger•6m ago•0 comments

The Genius Whose Simple Invention Saved Us from Shame at the Gas Station

https://www.wsj.com/business/autos/ford-gas-arrow-inventor-jim-moylan-6b2ef066
1•CaliforniaKarl•7m ago•0 comments

Adventure 751 (1980)

https://bluerenga.blog/2026/01/01/adventure-751-1980/
1•quuxplusone•10m ago•0 comments

Show HN: Open-source CSPM, DSPM, CIEM, and vulnerability management

https://github.com/clay-good/mantissa-stance
1•hireclay•11m ago•0 comments

Terry Tao: "LLMs are simpler than you think"

https://www.youtube.com/watch?v=ukpCHo5v-Gc
3•Ianjit•12m ago•1 comments

Show HN: Office2PDF - Official SDKs for Node.js (Python/Go/Java Coming)

https://github.com/politehq/office2pdf-sdks
1•alexpham14•19m ago•0 comments

Why your brain needs everyday rituals

https://bigthink.com/smart-skills/why-your-brain-needs-everyday-rituals/
1•thunderbong•19m ago•0 comments

Logistic Regression, the Sigmoid, and Log Loss

https://mateolafalce.github.io/2026/Logistic%20Regression%2C%20the%20Sigmoid%2C%20and%20Log%20Los...
1•lafalce•21m ago•0 comments

ChromeOS Flex resurrects a >12 year old laptop

https://konaraddi.com/writing/2026/2026-01-01-chromeos-flex/
1•konaraddi•28m ago•0 comments

Marathon OS: A gesture-based mobile shell and Linux system inspired by BB10

https://marathonos.xyz/
1•PaulHoule•40m ago•0 comments

Show HN: TCP chat server written in C# and .NET 9, used in the terminal

https://github.com/Sieep-Coding/simple-chat-csharp
2•sieep•42m ago•0 comments

The Kimwolf Botnet Is Stalking Your Local Network

https://krebsonsecurity.com/2026/01/the-kimwolf-botnet-is-stalking-your-local-network/
5•SamValYlieRcHE2•43m ago•0 comments

Panda Diplomacy

https://en.wikipedia.org/wiki/Panda_diplomacy
3•sieep•46m ago•0 comments

Schwarzman, OpenAI's Brockman Boost $102M Trump War Chest

https://finance.yahoo.com/news/schwarzman-openai-brockman-boost-102-151056084.html
8•dougb5•46m ago•0 comments

RubyEvents.org 2025 Wrapped – a look back at the Ruby community's year

https://www.rubyevents.org/wrapped
1•marcoroth•46m ago•0 comments

"I taught an octopus piano" [video]

https://www.youtube.com/shorts/rXM6_AiisB4
1•trelane•48m ago•1 comments

Tech Startups Are Handing Out Free Nicotine Pouches to Boost Productivity

https://www.wsj.com/tech/tech-startups-are-handing-out-free-nicotine-pouches-to-boost-productivit...
3•mattas•54m ago•2 comments

Ask HN: Transition Out of SWE and Regret It

2•t4367•56m ago•1 comments

2026 Delights and Not-So-Delightfuls

https://jakesimonds.leaflet.pub/3mbi4mcd3uk2v
1•jakesimonds•1h ago•0 comments

Einstein Probe detects an X-ray flare from nearby star

https://phys.org/news/2025-12-einstein-probe-ray-flare-nearby.html
4•wglb•1h ago•1 comments

Could OpenAI make a move on Pinterest?

https://seekingalpha.com/news/4536354-could-openai-make-a-move-on-pinterest
1•randycupertino•1h ago•1 comments

Dotnet Source Build Fails in 2026 Due To Date Overflow

https://github.com/dotnet/dotnet/issues/4037
3•csmantle•1h ago•0 comments

Year end sees record borrowing from Fed's standing repo operation

https://www.reuters.com/business/finance/banks-tap-record-liquidity-new-york-feds-standing-repo-f...
4•JumpCrisscross•1h ago•0 comments

A Basic Just-In-Time Compiler (2015)

https://nullprogram.com/blog/2015/03/19/
16•ibobev•1h ago•0 comments

Proving Liveness with TLA

https://roscidus.com/blog/blog/2026/01/01/tla-liveness/
9•ibobev•1h ago•0 comments

Apple Vision Pro production reportedly axed, marketing cut by more than 95%

https://www.pcguide.com/news/apple-vision-pro-production-reportedly-axed-despite-newer-m5-model-m...
13•ivewonyoung•1h ago•5 comments

Representing Hierarchies

https://gpfault.net/posts/first-child-next-sibling.html
2•ibobev•1h ago•0 comments

Fanimal Antitrust Lawsuit Against Ticketmaster Claims Startup Was Forced Out

https://www.ticketnews.com/2026/01/fanimal-files-antitrust-lawsuit-against-ticketmaster-claims-st...
3•hnburnsy•1h ago•0 comments