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Week Notes 26#05 (2 mins read).
What happened in the week of 2026-01-26?
Using Ledger, plain text accounting and a touch of AI to fill in my UK tax return (6 mins read).
How I'm using the Ledger plain text format for managing my finances for my UK tax return.
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Rich Burroughs (@somewhattolerable.com)
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The state of homelab tech (2026) with Techno Tim (Changelog & Friends #125)

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Techno Tim joins Adam to dive deep into the state of homelab'ing in 2026. Hardware is scarce and expensive due to the AI gold rush, but software has never been better. From unleashing Claude on your UDM Pro to building custom Proxmox CLIs, they explores how AI is transforming what's possible in the homelab. Tim declare...
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Brittany Ellich (@brittanyellich.com)

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If these CAPTCHAs get any harder I'm not sure I'm going to be able to pass them đ
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Ian Coldwater đ§đ« (@lookitup.baby)

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I keep being like âoh fuck I need to do thisâ and then not being up for doing it and Iâm so mad
Between and I took 6121 steps.
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GitHub - gjtorikian/paty: The most human-like AI agent you'll ever use. It insists on manners, gets distracted mid-task, sometimes gives up entirely, occasionally claims it did something when it didn't, ignores its own output, and starts every session already feeling a bit off.

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The most human-like AI agent you'll ever use. It insists on manners, gets distracted mid-task, sometimes gives up entirely, occasionally claims it did something when it didn't, ignores it...
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HerRoyalThighness (@ourflagmeansbeth.bsky.social)
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HerRoyalThighness (@ourflagmeansbeth.bsky.social)
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stardust and anxiety (@visualglitch91.com)
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tierney cyren (@bnb.im)

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Rust people are so unserious lmfao
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Natural born SaaS killers (Changelog & Friends #126)

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We discuss the buzz around Clawdbot / MoltBot / OpenClaw, how app subscriptions are turning into weekend hacking projects, why SaaS stocks are crashing on Wall Street, and what it all means.
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OpenAI and Codex with Thibault Sottiaux and Ed Bayes - Software Engineering Daily
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AI coding agents are rapidly reshaping how software is built, reviewed, and maintained. As large language model capabilities continue to increase, the bottleneck in software development is shifting away from code generation toward planning, review, deployment, and coordination. This shift is driving a new class of agentic systems that operate inside constrained environments, reason over

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How to Choose Colors for Your CLI Applications · Lunaâs Blog
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Renovate (@renovatebot.com)

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Reminder that #Renovate 43 came out yesterday! We landed a few breaking changes, so check out the release notes: https://github.com/renovatebot/renovate/releases/tag/43.0.0
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Securing npm is table stakes with Nicholas C. Zakas (Changelog Interviews #674)

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As the creator and long-time maintainer of ESLint, Nicholas Zakas is well-positioned to criticize GitHub's recent response to npm's insecurity. He found the response insufficient, and has other ideas on how GitHub could secure npm better. On this episode, Nicholas details these ideas, paints a bleak picture of npm alte...
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ăă«ă« bones (@doctorbones.bsky.social)

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The state of american politics is that one major party wants to kill you while the other simply wants you to die
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Clawdbot (Moltbot), Agents and the Age of Personal Software - Syntax #974

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Between and I took 9347 steps.
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Cup o' Go | Happy 3rd birthday, Brewster!

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ProposalsAccepted: direct reference to embedded fields in struct literalsNew: Generic Methods for Go

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Raising An Agent: Episode 9

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Quinn and Thorsten are back! It's been a while since they published a Raising An Agent episode and in this this episode, they discuss how everything seems to have changed again with Gemini 3 and Opus 4.5 and what comes after â the assistant is dead, long live the factory.
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Raising An Agent: Episode 8

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In this episode of Raising an Agent, Beyang and Camden dive into how the Amp team evaluates models for agentic coding. They break down why tool calling is the key differentiator, what went wrong with Gemini Pro, and why open models like K2 and Qwen are promising but not ready as main drivers. They share first impressions of GPT-5, explore the idea of alloying models, and explain why qualitative âvibe checksâ often matter more than benchmarks. If you want to understand how Amp thinks about model selection, subagents, and the future of coding with agents, this episode has you covered.
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Raising An Agent: Episode 7

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In this episode, Beyang and Thorsten discuss strategies for effective agentic coding, including the 101 of how it's different from coding with chat LLMs, the key constraint of the context window, how and where subagents can help, and the new oracle subagent which combines multiple LLMs. 00:53 Intros 03:35 How coding with agents is very different from coding with prior AI tools that use chat LLMs 10:46 Example of an agentic coding run to fix a simple issue 14:28 Example of debugging an issue with an MCP server 22:05 Example of unifying two build scripts that share logic 25:24 How context window size has emerged as a key constraint on agentic automation 31:16 Why it's best to focus on one thing at a time per agentic thread 33:24 Subagents and how they help extend the effective context window 34:04 The Amp codebase search subagent 38:48 General-purpose subagents 44:20 When to use subagents 47:04 The oracle subagent and o3 51:47 Multi-model agents and using the best model for each job
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HerRoyalThighness (@ourflagmeansbeth.bsky.social)
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HerRoyalThighness (@ourflagmeansbeth.bsky.social)
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Between and I took 4536 steps.
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Post by somewhat tired mouse in its bed, @algernon@come-from.mad-scientist.club

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@JadedBlueEyes@tech.lgbt I recently learned that GitHub allows one to view the activity on a repo, and you can limit it to [show force pushes only](https://gâŠ

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Raising An Agent: Episode 6

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In this episode, Quinn and Thorsten discuss Claude 4, sub-agents, background agents, and they share "hot tips" for agentic coding.
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Luke Steuber (@lukesteuber.com)
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Imani Gandy (@angryblacklady.blacksky.app)

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I'm legit unfollowing people who never use alt text. You're literally typing on a text based app. So why are you making Canva images with little pithy quips and no alt text. I honestly don't understand it.
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Raising An Agent: Episode 5

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In this episode, Beyang interviews Thorsten and Quinn to unpack what has happened in the world of Amp in the last five weeks: how predictions played out, how working with agents shaped how they write code, how agents are and will influence model development, and, of course, all the things that have been shipped in Amp.
Between and I took 4639 steps.
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Hazel Weakly (@hazelweakly@hachyderm.io)
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The two hardest problems in Computer Science are 1. Human communication 2. Getting people in tech to believe that human communication is important
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a post on mastodon.kinlane.com
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My personal newsletter for last week. A day late, but yesterday was a struggle after the weekend in the United States. âŠ(https://mastodon.kinlane.com/@kin/115967203544698336)
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Jade (@JadedBlueEyes@tech.lgbt)
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Cloudflare just published a vibe coded blog post claiming they implemented Matrix on cloudflare workers. They didn't, their post and README is AI generated and the code doesn't do any of the core parts of matrix that make it secure and interoperable. Instead it's littered with 'TODO: Check authorisation' and similar https://blog.cloudflare.com/serverless-matrix-homeserver-workers/
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Jan Lehnardt :couchdb: (@janl@narrativ.es)
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Look, all of these can be true: - the fosdem organisers cannot be trusted to enforce a CoC violation - they have no covid safety concept that would allow at-risk folks to attend safely - open hard- and software is the only way forward in this increasingly enshittified and enclosed software world - the list of people Iâd love to meet who are attending is a mile long - building communities is more important than ever while the forces in power enshrine divide and conquer into the fabric of our societies - meeting in-person is effective to forge new bonds and deepen existing relationships - we must continue to demand better from organisers - see you on Brussels
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jb, sharkey edition (@jb)

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Did someone post something? It's on mastodon.social. It's literally on booping.synth.download. It's maybe in wetdry.world. It's literally on gts.apicrim.es. You can probably find it on app.wafrn.net. Dude it's on shrimp.starlightnet.work. It's a infosec.exchange original. Check out mas.to for it. You'll find it on hachyderm.io. It's definitely on oomfie.city. Look for it on tech.lgbt. It's over on yeen.town. You can see it on waf.moe. It's been shared on akko.wtf. Go peek at fuzzies.wtf. It's trending on transfem.social. You can catch it on eepy.moe. Browse over to lethallava.land. It's on $INSTANCE$host$. You can read it on $INSTANCE$host$. You can go to $INSTANCE$host$ and like it. Log onto $INSTANCE$host$ right now. Go to $INSTANCE$host$. Dive into $INSTANCE$host$. You can $INSTANCE$host$ it. It's on $INSTANCE$host$. $INSTANCE$host$ has it for you. $INSTANCE$host$ has it for you.
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jb, sharkey edition (@jb)

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Did someone post something? It's on mastodon.social. It's literally on booping.synth.download. It's maybe in wetdry.world. It's literally on gts.apicrim.es. You can probably find it on app.wafrn.net. Dude it's on shrimp.starlightnet.work. It's a infosec.exchange original. Check out mas.to for it. You'll find it on hachyderm.io. It's definitely on oomfie.city. Look for it on tech.lgbt. It's over on yeen.town. You can see it on waf.moe. It's been shared on akko.wtf. Go peek at fuzzies.wtf. It's trending on transfem.social. You can catch it on eepy.moe. Browse over to lethallava.land. It's on $INSTANCE$host$. You can read it on $INSTANCE$host$. You can go to $INSTANCE$host$ and like it. Log onto $INSTANCE$host$ right now. Go to $INSTANCE$host$. Dive into $INSTANCE$host$. You can $INSTANCE$host$ it. It's on $INSTANCE$host$. $INSTANCE$host$ has it for you. $INSTANCE$host$ has it for you.
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Raising An Agent: Episode 4

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Thorsten and Quinn talk about the future of programming and whether code will still be as valuable in the future, how maybe the GitHub contribution graph is already worthless, how LLMs can free us from the tyranny of input boxes, and how conversations with an agent might be a better record of how a code change came to be than git commit tools. They also share where it works and simply doesn't work.
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Raising An Agent: Episode 3

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Quinn and Thorsten start by sharing how reviews are still very much needed when using AI to code and how it changes the overall flow you're in when coding with an agent. They also talk about a very important question they face: how important is code search, in its current form, in the age of AI agents?
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Raising An Agent: Episode 2

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Thorsten and Quinn talk about how different agentic programming is from normal programming and how the mindset has to adapt to it. One thing they discuss is that having a higher-level architectural understanding is still very important, so that the agent can fill in the blanks. They also talk about how, surprisingly, the models are really, really good when they have inputs that a human would normally get. Most importantly, they share the realization that subscription-based pricing might make bad agentic products.
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Raising An Agent: Episode 1

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In the first episode of Raising an Agent, Quinn and Thorsten kick things off by sharing a lot of wow-moments they experienced after getting the agent at the heart of Amp into a working state. They talk about how little is actually needed to create an agent and how magical the results are when you give a model the right tools, unlimited tokens, and feedback. That might be the biggest surprise: how many previous assumptions feel outdated when you see an agent explore a codebase on its own.
Between and I took 7931 steps.
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Ep. 5 | The ethics of AI for software engineers by Overcommitted | Software Engineering and Tech Careers Insights

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The crew gets philosophical about the ethics of building Artificial Intelligence systems. Are software engineers going to be replaced? Is it ethical to build AI systems?Linksâ SuperintelligenceBlog: Less WrongZizian cultThinking in SystemsDwarkesh Patel podChatGPT Medical Diagnosis StudyMCP Server Claude Desktop TutorialMCP Podcastâ Overcommitted on Blueskyâ Hostsâ Overcommitted.devâ Brittany Ellich: â https://brittanyellich.comâ Eggyhead: â https://github.com/eggyheadâ Jonathan Tamsut: â https://jtamsut.substack.comâ

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Ep. 4 | How we use AI as software engineers by Overcommitted | Software Engineering and Tech Careers Insights

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The crew chat about our experience using AI right now as software engineers (which is subject to change even by the time this episode airs). Including an overview of our current thoughts on the AI landscape, what tools we use for which tasks, and our thoughts on what we are excited about for the future!LinksThe S in MCP Stands for SecurityBook: The Scaling EraOvercommitted on BlueskyHostsOvercommitted.devBethany Janos: https://github.com/bethanyj28Brittany Ellich: https://brittanyellich.comEggyhead: https://github.com/eggyheadJonathan Tamsut: https://jtamsut.substack.com

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Break | Small Security Energy

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Welcome back to Break, a Fallthrough aftershow! In this episode, Kris, Matt, and Steve talk about Fallthrough episode #32, problems with software security, why privacy is important, and so much mor...
