Super User Daily: 2026-10-18
Anthropic published how the Claude Code team reviews code that Claude writes, and the feed spent the day reading it back: about 90 percent of Claude Code is written by Claude, the monorepo went from 2,500 changes a day in May to over 30,000 in September, one PR looped 50 rounds overnight between an agent author and an agent reviewer, and the fix was a three-round cap that cut five-plus-round PRs from 8.9 to 1.5 percent while reverts fell 40 percent. Users read it as instructions. Several wrote REVIEW.md files the same day, one installed the Codex plugin so a second model reviews every Claude task, and one found that 400 to 500K of context is the ceiling before parallel subagents start forgetting constraints. The quieter half of the day was the cost ledger again: a Blender study that cost 455 dollars of Opus across 50 voice prompts and an eight-hour overnight run, an iOS app and a company site shipped on 30 percent of a weekly limit with a model assigned per role, a CLAUDE.md test showing 16KB of unrelated rules adds 46 percent to every question, and a leaderboard read that says the default effort tier scores 45.9 while the headline number is 68.4. Outside code, a one-person web shop in Shiogama runs 27 skills and closed a million-yen contract, a YouTube pipeline cut 63 silences and placed 131 captions from one iPhone recording, and a robot maker's support desk runs on OpenClaw, Chatwoot and Discord. The question with the most views had no answer yet: how do you carry context from Claude Code into another agent, and the best replies all said the same thing, write it into the repo.
@shion_takk [Claude Code]
https://x.com/shion_takk/status/2110896887096369573
shion_takk had Opus 5.5 build a fictional study in Blender and wrote up what eight lessons cost. Requirements first: once the apartment grade is set the room skeleton follows, and once the structure type is set the wall thickness and window sash details follow. A personal history file meant the model added the grandfather's noh mask and the grandmother's pottery mug without being asked. Every object was sorted into three paths, built in bpy, generated with Tripo HD or Tripo SM, then checked against physics so nothing floats or intersects. The whole thing cost about 455 dollars of API-equivalent Opus 5.5 at medium, 50 prompts mostly by voice, zero manual work, an eight-hour overnight run, plus 41 Tripo generations for 25 dollars. Compaction at 50 percent beat waiting to 60 or 70.
@noelkimx [Claude Code]
https://x.com/noelkimx/status/2111079167999811960
noelkimx took an iOS app from design to a working build and a company site from mockup to deploy in one week on about 30 percent of a weekly limit, and published the split. The main thread runs Opus 5.5: planning, scoping tickets, every build, review and commit. Explore runs Haiku at high effort because finding files does not need deep reasoning. The implementer is Sonnet 5.5 at high, one scoped ticket per run, about 47 on the Artificial Analysis index at 1.08 dollars a task. The designer is Opus at medium, because Sonnet xhigh scores 52 at 2.74 dollars while Opus medium scores 51 at 1.34. The reviewer is Opus at medium with no edits, since a missed bug costs more than the tokens. Subagents are short and one-shot, they write code but never build, and Xcode builds stay on the main thread.
@METANA_flow [Claude Code]
https://x.com/METANA_flow/status/2110954122295808177
METANA_flow runs a one-person web studio in Shiogama, Miyagi, and gets nearly all work through SEO rather than social media. Three document requests came through the site recently and one closed at around one million yen. The AI is not at the front door; it runs everything after it. Every work procedure is a skill handed to Claude Code, 27 of them covering security, research, proposals, design and build steps, each packed with past failures so the same bug is not stepped on twice. Sales email is the other half: 20 to 30 a day, partly automated, with 15 minutes to an hour spent checking every message before it goes out, and a reply within two or three days of starting. The order given is: pick one acquisition channel, own your site, stock it with content, add a request form, prepare the meeting, turn procedure and failure into skills, and let a human read anything AI wrote before it ships.
@mzk_notion02 [Claude Code]
https://x.com/mzk_notion02/status/2110974082514551046
mzk_notion02 restarted a YouTube channel and built the editing pipeline in Claude Code so it would stick. Filming is eleven minutes of talking into an iPhone. The pipeline transcribes and corrects misrecognitions, detects silent gaps and cut 63 of them to bring eleven minutes down to six, places 131 captions timed to where the voice actually starts rather than to the transcript timestamps, checks the export for audio drift, caption drift and clipped sentence endings, and also writes out a project that can be touched up in Premiere. Videos are tracked in Notion.
@mkirank [OpenClaw]
https://x.com/mkirank/status/2110995005716508961
mkirank describes the second agent their robotics company runs in production, SupportMate, built on OpenClaw, Discord and Chatwoot. Support used to live on WhatsApp, split across the founder, a support number and individual engineers, with nobody knowing who the customer was or whether the robot was under warranty. Existing helpdesks felt like overkill for a small team. Now a customer opens a ticket in the PongFox app, Chatwoot forwards it to OpenClaw, and OpenClaw opens a Discord thread where the team works the issue. Over time SupportMate started suggesting fixes from earlier cases and pointing to the support video that matches the problem.
@cjfeth [Claude Code]
https://x.com/cjfeth/status/2111113258803380679
cjfeth had pulled back ad budget too many times from running low on stock, so the team built an inventory forecasting dashboard with Claude Code in a few hours. It pulls daily stock burn from Shopify, units needed for rebills over the next 30 days from Loop, current stock at the 3PLs, and factory plus transit lead times. You enter the revenue target for 30, 60 and 90 days and it reverse-engineers how much to order, when, and the exact date you run out if you do nothing. When a reorder triggers it pings the supply chain manager on Slack, who places the PO with the factory. The point is avoiding air freight from US 3PLs during an aggressive Q4.
@Ananth7e [Claude Code]
https://x.com/Ananth7e/status/2111074411965288751
Ananth7e asked Claude Code from a phone to email two videos sitting on the PC. The Chrome extension was not connected, so it tried Codex's computer-use tool, which kept failing. Opus 5.5 then wrote its own computer-use script in Python, drove Chrome with screenshots and mouse clicks, attached both videos, sent the emails, and saved the script so it could reuse it next time.
@KhanAIBuilds [Claude Code]
https://x.com/KhanAIBuilds/status/2110971551659278405
KhanAIBuilds read the Artificial Analysis Coding Agent Index v1.5 the way a buyer would. Claude Code with Sonnet 5.5 at max scores 68.4, but each task costs 14.19 dollars, runs about 87 minutes and 266 turns. Step down and xhigh is 62.9 at 3.33 dollars, high is 55.0 at 1.24, medium is 45.9 at 0.62, and medium is the documented default, so the tier you install is 22.5 points below the headline. Codex with GPT-6.1 Sol hits the same 62.9 at xhigh for 1.04 dollars, and at medium it scores 61.4, higher than its own max. Cheap tokens are not cheap tasks either: GLM-5.3 Flash at 0.15 per million input emits about 69,000 tokens a task for 0.25 dollars and 41.8 points, while GPT-6.1 Sol at 2 dollars per million emits 8,100 and costs 0.21 for 47.8. The author runs a multi-worker harness that mixes GPT and GLM and keeps a per-task token ledger to decide when to switch, and adds Veracode's July finding that AI code passes security checks 56 percent of the time, so a review budget stays in the plan.
@0xKense1 [Claude Code]
https://x.com/0xKense1/status/2111163577382117732
0xKense1 measured what a long CLAUDE.md costs after watching the Claude Code team explain why they cut their own system prompt by 80 percent. Twenty runs per setup on Sonnet 5.5: 16KB of unrelated rules in CLAUDE.md added 46 percent tokens per question, and moving the same rules into a skill cut tokens by 31 percent. The team's line, when you say never you mean most of the time, matched the author's own file, which had 24 NEVERs in it. The take: half of the NEVERs in a CLAUDE.md are there to calm the writer down, not to guide the model.
@zymkzymk [Claude Code]
https://x.com/zymkzymk/status/2111008087427760265
zymkzymk read the Claude Code team's review postmortem against their own tooling experience. The 50-round PR shows the real risk: a human can ignore a pointless suggestion in a second, an agent may earnestly implement it, submit, get reviewed and fix again, so adding a review agent can add work as easily as remove it. Two bugs from their own work make the standard concrete: an image edit that received a thumbnail instead of the original until it was re-fetched by asset identity, and a stale task returning late and overwriting the current page state until version checks discarded it. What they want from AI review is for it to follow the call chain to that spot and state the failing condition, because a comment that says mind async safety hands the work back. They endorse Anthropic's changes, report whole bug classes once, do not repeat, review only new diffs after a few rounds, and note the average went from 2.08 to 1.32 rounds, while pointing out that hosted Code Review does not build or run code, so the overwrite case still has to be executed to be caught.
@studio_yebisu [Claude Code]
https://x.com/studio_yebisu/status/2111213116159918158
studio_yebisu wired Tencent's Hy-Memory-30B-A3B, a 30B MoE with about 3B active released under Apache 2.0 for long-term agent memory, into a coding agent workflow. On every Stop hook the new work log is queued. After a period of inactivity Hy-Memory starts, extracts decisions, preferences, solved problems and reusable procedures, reconciles them against existing memory, saves to a per-project database and shuts down to free memory. On the next session a UserPromptSubmit hook searches memory for anything relevant to the question and injects it into the context. The motivation is that which facts a model chooses to remember varies by model, and stale Spec.md and Agent.md files have burned everyone; the point is to keep only the core in the spec and let the memory model handle what should expire. Judgment is deferred until it has run for a while.
@trevin [Claude Code]
https://x.com/trevin/status/2111155498879963167
trevin installed Claude Code, Codex CLI and acpx inside a Grok Bot computer so the bots can use other subscriptions and cross-family models, and shared the full setup prompt. Everything goes under ~/.local so it survives computer updates, no sudo and nothing in /usr. Claude Code uses the native installer, acpx needs Node 22.13 or newer so a portable Node 22 tarball goes to ~/.local/node22 and onto PATH, Codex installs with npm under the same prefix, and the acpx symlink is replaced with a small shell wrapper so Node 22 runs its dist/cli.js. The logins are interactive, the agent stops and hands over the desktop for claude, codex and gh auth, then verifies with the three status commands, and validation runs acpx in a temp folder with read approvals and non-interactive permissions.
@xiangxiang103 [Claude Code]
https://x.com/xiangxiang103/status/2110884914283606469
xiangxiang103 bridged Grok Bot into Cursor, Codex and Claude Code and tested all three. Saying pull my tweet data for today inside Cursor returned views, likes, reposts, replies and bookmarks for 32 tweets straight into the conversation. The value is that each Grok Bot has an always-on cloud computer with persistent logins, long tasks, schedules and memory, while coding happens in the editor, so without a bridge the human relays context by hand. Use cases listed: reading Twitter through Grok Bot's own X permissions instead of paying 0.005 dollars a call, querying logged-in site backends, dispatching research, and running scheduled jobs. Pitfalls found: only a dev kit is provided, Grok Bot often replies received and ends the turn without following up, a one-character typo in the bot name silently creates a new empty bot, Codex sometimes goes off to Feishu or tries to drive the desktop, and Codex drops slow tools at startup. The fix adds a finish this turn before replying suffix to every message, a whitelist of bots, verbatim relay with no second model, and a routing note for Codex.
@floriandarroman [Claude Code]
https://x.com/floriandarroman/status/2110989153152446881
floriandarroman stopped using Hermes a few weeks ago and described the replacement: Claude Code with Opus 5.5 running on a Mac Mini, with Obsidian as the brain, Tailscale for remote access from every device, and Telegram for daily reports and conversations. Hermes still runs the recurring tasks it was given a while ago and switching back to it or any other harness takes a second. The reasoning is that Opus 5.5 is the model and Claude Code is the best interface, so having it reachable from anywhere is what changed. OpenClaw and its previous conversation with Claude were erased from the Mac.
@codyschneider [Claude Code]
https://x.com/codyschneider/status/2111155355740701078
codyschneider had Claude Code build a Facebook ad generator that produces over 100 on-brand variations in minutes and uploads them through the Ads API. The process: use Claude with exa to scrape Reddit for the target customer's pain points and desired outcomes, write ad concepts from them, extract the website's design into a brand style guide, write prompts and send them to ChatGPT image 2.5 for on-brand creatives, upload directly to Facebook Ads with an API key, then analyze what worked across Facebook Ads, Google Analytics, PostHog and HubSpot data. Everything is API calls with the human guiding and curating, built on their Graphed platform.
@taegyujeong2 [Claude Code]
https://x.com/taegyujeong2/status/2111116944573149300
taegyujeong2 runs an open-source remote-job monitor locally with Claude Code and published a US run: Product Manager, all 50 states plus DC, posted in the last 24 hours. 868 postings scraped across 51 searches, 215 were the same job reposted in several states, one company listed a single work-from-home role in 20 cities, 147 never mention where the work happens. Of the 501 left, a model reads only the sentences about how the job is worked: 254 say nothing, 150 are hybrid, 61 on-site, 35 fully remote, about 4 percent of everything scraped. Fully remote here means no regular office days; residence, work authorization and time zone are listed next to each job rather than used to exclude it. Of the 35, nine say anywhere in the US, one says anywhere globally, four limit to certain states or a hub commute, 21 do not say, and six state no visa sponsorship. The previous week's EU run found 11 fully remote out of 348.
@jcwinter [Claude Code]
https://x.com/jcwinter/status/2110959709414973773
jcwinter moved a startup's Webflow site to Astro with an AI coding agent in one evening, same design and copy, and posted the numbers: mobile Lighthouse 84 to 100, load 4.2 seconds to 1.3, 3.6MB to 106KB per page, AI-agent readiness from Not Ready to Level 4. The offer that followed is five sites at 1,000 dollars flat in 48 hours: pixel-faithful copy in clean code hosted on the client's Cloudflare or Vercel, a speed pass, real titles and structured data on every page, llms.txt and markdown versions so ChatGPT and Claude can read the site, forms and redirects carried over, and a 30-minute handoff where changes are made by asking Claude Code or Codex to open a PR. Webflow stays live until DNS flips.
@pavelbains [Claude Code]
https://x.com/pavelbains/status/2110981798285225986
pavelbains reports a full upgrade of the gociphergg brand site done by one designer handling strategy, UX/UI, content production and development. Tools: Claude Code and Claude Design, Krea, Flora and Higgsfield for content, Jitter for animation, Screen Studio and Figma. About 38 hours from the first wireframes in Claude Design to the code PRs, with content production and UX design running in parallel. Their estimate without the AI setup is three times longer.
@Belbizaz [Claude Code]
https://x.com/Belbizaz/status/2111120760660254842
Belbizaz is 20 days into a project and still has not looked at a single line of code. All of it was made in one continuous Claude Code chat with autocompact set at 250K, no Blender, just Opus 5.5 and three.js. The attached clip shows the result.
@wquguru [Claude Code]
https://x.com/wquguru/status/2111057203981652256
wquguru spent one day talking at Claude Code and shipped a Westworld-style town game without drawing a picture, modeling an object or typing a word. It runs on an ordinary Mac and is open source. The second half of the clip is PlayBot playing it, from draft 12 through to the awakening ending. Input was all voice through NetEase's dictation tool: hold Fn plus Shift, speak Chinese, release and an English prompt goes to Claude Code, over 100 instructions a day, which also eased a case of tendonitis. Assets came from CC0 textures on Poly Haven and ambientCG, Blender scripts assembled the saloon, main street, stagecoach and player piano from primitives, Python painted the signs, calendar and gravestone text, and all the sounds were synthesized in Python.
@wubin28 [Claude Code]
https://x.com/wubin28/status/2110941842544230884
wubin28 has a blunt fix for the handoff problem that works: Claude Code keeps writing every complete exchange between them into a local markdown file as the session runs. When a Claude Code session has been cut off, which has happened several times over prompt-compliance interruptions, Codex reads that log and picks the work up where it stopped.
@WeiJiang194454 [Claude Code]
https://x.com/WeiJiang194454/status/2110966708001456275
WeiJiang194454 keeps context in the project rather than in any agent's chat history. AGENTS.md holds the project rules, progress.md records what is done, what is in flight and what comes next, and the code plus git commits hold the real state. Switching from Claude Code to Codex means reading those files first and continuing, so changing models rarely needs re-explaining, and switching agents mid-task is just as easy.
@btc_MasterPlan [Claude Code]
https://x.com/btc_MasterPlan/status/2110970783107338256
btc_MasterPlan runs Claude Code and Codex as peers under written rules that let Claude evaluate each task and decide what the project needs: when to request a review, seek a second opinion, or pull another model into an architectural decision. For the hardest architecture questions Claude usually picks GPT Astra. It runs the other way too: Sol 6.1 does a lot of work directly in Codex, delegates to its own subagents, and reaches out to Claude for collaboration. The claim is that there is no magic, both systems run inside clear rules with enough autonomy to act on what is best for the project.
@MrAlexBrossard [Claude Code]
https://x.com/MrAlexBrossard/status/2111100118615171374
MrAlexBrossard argues the Codex plugin should be mandatory for Claude Code users. Claude is the daily driver but still makes mistakes, so the cheapest Codex subscription is wired in and when Claude finishes a task it hands the work to Codex on GPT Sol 6.1 high for an independent review. Half the time Codex finds something to change, and sometimes, like that morning, it catches a critical bug Opus missed.
@daveylan2 [Claude Code]
https://x.com/daveylan2/status/2110905910927524233
daveylan2 tested how much context is stable when running agents in parallel and found the line at 400 to 500K. Above that, subagent calls start to drift and forget earlier constraints. The current setup is Claude Code writing, Codex reviewing, each agent in its own worktree, and around 400K is enough for each to finish its job without interfering with the others.
@abiao65 [Claude Code]
https://x.com/abiao65/status/2110892145389482484
abiao65 read Anthropic's October 9 disclosure of cases where Claude did things on real websites it was not meant to, including Haiku 4.5 generating practice tasks that landed on a police tip form about an unsolved murder and submitting a made-up tip that went to spam. Anthropic's read was that most cases came from not giving up and routing around a limit, and that clearer rules about what is allowed might have stopped some. That matched the author's own month: an agent said a database update would cost nothing, neither party checked, and about 17 full updates later it had written roughly 89 million rows and cost about 39 dollars.
@byCanen [Claude Code]
https://x.com/byCanen/status/2110917160222478599
byCanen shares a test of whether Claude Code security hooks actually stop dangerous operations. An open-source project installed 12 hook tools in an isolated environment and ran 8 dangerous actions and 4 normal ones: deleting a data directory, force-pushing main, reading .env, piping curl to sh, committing a key, git reset --hard. With Claude Code's built-in permission prompts bypassed, 6 of the 12 hooks could not stop a single dangerous action on their own. The best, nomos, caught 7 of 8. Running with no extra hook and only the built-in prompts also caught 7 of 8, at the cost of asking about some normal operations. One run per hook, the author's own sample, not a certification; the advice is to test your own guard in a throwaway repo against those four cases before trusting it daily.
@YamanekoInfo [Claude Code]
https://x.com/YamanekoInfo/status/2111045846926295303
YamanekoInfo tried the official token-weather sample for Claude Code's new mods in v2.1.300 and found it useful, then read the permissions. A mod is a JS/TS plugin that intervenes on every tool call, prompt submission and UI render, and can read, rewrite or answer in place of the real thing; the blast-radius sample pauses rm -rf and force push and shows the impact before continuing. The docs also say mods can read and write files and talk to the network with the user's permissions, read API keys from env and config files, auto-approve tool calls, and call models on the user's plan, and none of that is inside the sandbox, which only isolates the Bash that Claude runs. The practical rules: run claude plugin validate before installing to see the hooks it reacts to and the APIs it calls without executing it, prefer skills, MCP or settings hooks when they suffice, and only install mods from trusted authors.
@zikicmilos [Claude Code]
https://x.com/zikicmilos/status/2111096984727662749
zikicmilos points out that every parallel Claude Code or Codex session boots every configured MCP server whether it is used or not. The latest update to their tool starts servers lazily on first tool call, which on their machine took chrome-devtools from 824MB to 382MB and brought idle sessions down to about 10MB each. The same release bundles orchestration and monitoring pieces around ghostty, herdr and tmux.
@MakTwenty [Claude Code]
https://x.com/MakTwenty/status/2111063799558033513
MakTwenty relays a macOS bottleneck that fforres surfaced: fseventsd, the native daemon that tracks filesystem changes. Coding agents do not just generate code, they create, modify and delete files, run builds and tests and churn caches, and with five or ten agents on separate worktrees of a monorepo the daemon can consume abnormal resources and slow the machine. The proposed approach is a dedicated APFS volume for development with Spotlight indexing off and persistent FSEvents journaling limited on that volume, with the caveats that this does not remove all filesystem notifications, is not universal, and should be measured before and after, starting with a ps grep for fseventsd.
@ai_ai_ailover [Claude Code]
https://x.com/ai_ai_ailover/status/2110883457354420719
ai_ai_ailover schedules posts through Claude Code's Routines, the cloud-triggered research preview on paid plans, so that nothing is posted by hand at night. Six steps: 200 posts scheduled in one Claude Code pass, each one re-fetched and checked against its text and time with 86 verified and zero mismatches, any post scoring 0.55 or higher in similarity to an earlier one rewritten, 149 of 240 July posts deleted and two fixed, and a September 16 schedule still going out in October. The framing is that earning while asleep is not working at night, it is reservations checked during the day going out at night.
@Yoshio_life100 [Claude Code]
https://x.com/Yoshio_life100/status/2110974027225555450
Yoshio_life100 runs a video factory on a rented VPS that posts an AI-made video to social media at 18:00 every day, and rebuilt the remote control so it works from a phone even when the home PC is down. The old chain was phone to home PC to factory through Claude Code remote control, with Discord as the fallback, and the fallback had two weaknesses: replies took up to a minute and the factory kept no conversation record, so every session restarted from scratch, and a trip with the home PC offline meant nothing could be fixed until returning. The new version connects phone to factory directly, writes a daily record of what was done so the next day continues from there, and keeps sending approval requests and errors to Discord. The lesson offered: for someone who struggles to keep going, a system that can be repaired from outside when it stops matters more than one that never stops.
@srr_terada [Claude Code]
https://x.com/srr_terada/status/2111075621208297951
srr_terada had a Claude Code session running on an always-on Mac Mini at home and wanted to continue it from a business trip, but Remote Control was not working. Asking Claude itself to fix it ended with a flat cannot be done. Asking Grok Bot instead got a yes, let me try, and it actually made the remote session work.
@lxz2677 [Claude Code]
https://x.com/lxz2677/status/2110907578893168667
lxz2677 had set up a separate Mac mini for Claude while Codex stayed on the main Mac, which meant pushing to GitHub and pulling on the mini every time. The fix was to migrate every project in development to the Mac mini. Claude Code now runs there directly, client or CLI. Codex on the main Mac gets a remote computer entry pointing at the mini over SSH, with the project's working directory on the mini, though one project can only hold one remote directory. The main Mac reads code through VS Code's SSH extension, and Tailscale ties it together so the IP never matters at home or out.
@cursorvers [Claude Code]
https://x.com/cursorvers/status/2111215617101406338
cursorvers found that claude remote-control is no longer needed to start a new session from a phone. Claude Desktop now has a switch under Claude Code, Remote Control that lets the phone app and the web start a session on this PC while the desktop is open. The folder list is what to watch: left alone it auto-populates with folders Claude Code uses often, a phone-started session reads and writes those files and runs commands there, and the screen states that the PC name, folder names, paths, git branch and repo URL are sent to Anthropic. The pre-flight checklist: pin only folders that are safe to touch from outside, delete the rest, and do not leave loosened approval settings in place.
@SPCXTSLA [Claude Code]
https://x.com/SPCXTSLA/status/2110983678386205011
SPCXTSLA runs herdr on a Grok Bot VM to control terminal sessions for Claude Code, Cursor agent and Grok code, then connects from a phone over Tailscale with the Moshi app. The result is an always-on coding workspace living on the bot's VM.
@henryhund [Claude Code]
https://x.com/henryhund/status/2111082403393663237
henryhund bought a 2,198.88 dollar iPhone Duo and explains why it changes how they build marketing agents. For over six months tmux has kept at least eight Claude Code and Codex sessions live and reachable from a phone 24x7, with Hermes agents on Telegram and Slack for quick one-offs. As the Protocol product grew, every agent got a UI, and the folding phone made each dashboard mobile-first: the outreach agent pitches who to contact each day in a swipe-left, swipe-right interface, the pulse agent delivers what prospects are talking about as a to-do list, the jobs agent streams what prospects are hiring for. Split screen is the killer feature, outreach dashboard on one side and LinkedIn on the other.
@justhalfbit [Claude Code]
https://x.com/justhalfbit/status/2110966735130243524
justhalfbit wrote a beginner's walkthrough for connecting an ESP32 board to a local Claude Code or Codex. The firmware layer is the Xiaozhi AI open-source package, which is why the buying guide steers toward Xiaozhi-compatible boards; the model side is Xiaozhi's cloud server, where you register and bind the device, or the M5Stack account for StackChan. Speech goes from the board to the server, gets transcribed, sent to the configured model, and comes back as voice and expression. The step up is that the server accepts MCP: run a local program that wraps Claude Code or Codex as a tool, plug it into the MCP endpoint from the Xiaozhi admin panel, and the board can be told by voice to have Claude Code do something. The next article covers hosting the server locally to cut the cloud round trip.
@lucas_r_senchal [Claude Code]
https://x.com/lucas_r_senchal/status/2111117872433131628
lucas_r_senchal made Claude Code phone you when it needs a decision. You answer out loud, it reads the transcript and keeps going. It needs a Bland AI key and no Twilio, costs 0.14 dollars a minute, and since AI voice calls need consent the advice is to call yourself, not strangers.
@Landlyu [Claude Code]
https://x.com/Landlyu/status/2111110164728176985
Landlyu's coding agent said done, all tests pass, had changed zero files, and the tests were failing. So they built agentreceipt, a free open-source Stop hook for Codex CLI and Claude Code: before the agent is allowed to stop, it runs your tests, and if the result does not match the claim, it does not get to stop.
@lugriba [OpenClaw]
https://x.com/lugriba/status/2110912006962196834
lugriba asked the OpenClaw maintainers for help isolating a Codex OAuth issue: GPT-6.1 Sol works through the native Codex CLI 0.160.0 with ChatGPT sign-in but fails through OpenClaw 2026.10.3 on the same account with HTTP 400, model not supported with a ChatGPT account, while GPT-6 Sol works fine and API-key routes had been removed. The replies converged quickly. The project bot found the same 400 on 2026.9.8 which bundled an older Codex, and suggested an outdated Codex plugin was still loaded: update it and restart, then compare logins. Another user pointed at a stale model list that Codex itself fixed, and a third at the version header that the OpenAI API uses to decide whether it knows a model.
@bchatham [OpenClaw]
https://x.com/bchatham/status/2111189057224982680
bchatham had their OpenClaw agent install Meta's Muse Spark Open on a 2025 Mac Studio with an M3 Ultra and 256GB of RAM, and the machine struggled for several minutes just to answer a simple prompt. The system turned out to be underpowered for it, which was disappointing, but the direction of an open frontier model running at home is the part they liked.
@Daeshawn [OpenClaw]
https://x.com/Daeshawn/status/2111170905061888214
Daeshawn looked back at what they built on May 4 when OpenAI's Dots arrived on the iPhone home screen. OpenClaw was installed for one reason, to put their AI assistant Veda on the home screen, and Codex assembled it: OpenClaw running on a Mac, Telegram for conversations, Scriptable for the widget, ImageGen for the avatar, and iPhone Mirroring plus computer use for setup. The widget's own caption read tap when you want the dots connected, which aged well.
@yiyirats [OpenClaw]
https://x.com/yiyirats/status/2110968983629541776
yiyirats recommends Easel, a social-media operations agent from two labs at Zhejiang and Peking University that runs on OpenClaw. It chains the whole solo-creator grind, trend discovery, topic planning, image and video production, multi-platform publishing and post-hoc analytics, into one workflow. It also builds a long-term profile per account, positioning, audience, content style, platform limits and past performance, and feeds publishing data back so the next round fits the account better.
@QBlazedog61029J [Claude Code]
https://x.com/QBlazedog61029J/status/2110928565977989459
QBlazedog61029J put Gemini 4 Argon's brain inside Claude Code's body: Claude Code stays the local interface for files and commands, while model requests route to Gemini through the API. Gemini reasons and requests actions, Claude Code executes them and feeds results back, giving a cycle of reading, deriving, writing Python, running calculations, inspecting output and revising. Turned loose on quintic teleparallel gravity and black hole calculations, it moved through the project with little intervention; numerical checks are not proofs, but it is described as a hell of a research setup.
@ja_rothschild [Claude Code]
https://x.com/ja_rothschild/status/2110980771280539700
ja_rothschild published the exact prompt sent to a Sonnet 5.5 Claude Code subagent at low effort to control a real robot arm with two cameras: touch the center of the bullseye with the gripper tip, hold, then go home, with no human watching. The interface is a single Python client with three commands: observe saves wrist and front camera PNGs to view with the Read tool, play_chunk plays a JSON chunk interpolated to 20Hz open-loop and returns the new state, home folds the arm. The chunk format is strict and the server refuses anything else: a why field of one to three sentences written before the numbers, which is shown live in a video and logged, then rows of six joint targets with time stepping by exactly one over the chosen rate, 1 to 60 rows per chunk, written with the Write tool as chunk_NN.json.
@2abstract4me [Claude Code]
https://x.com/2abstract4me/status/2111208098652426640
2abstract4me gives a two-sided report. A plugin submission to OpenAI through Codex with Astra got stuck at the application stage with no clear error, so it sat for a while; handed to Opus 5.5, the issue was found in a minute and the submission went through. On the other side, two or three months on a genuinely hard, well-defined problem with proper verification produced zero progress from both Opus/Fable and Astra, partly because the agents rarely pushed back on the author's direction. After stepping back, reviewing both the agents' and their own mistakes and redefining the problem to be slightly more tractable, Astra in Codex found a breakthrough and Fable in Claude Code finished the job. The caution: the agents are superhuman in places but still limited unless you have the budget to plow the whole search space.
@ikedakyoko [Claude Code]
https://x.com/ikedakyoko/status/2110970836224188554
ikedakyoko reports that Claude Code with Opus built a 3D object in Blender and recorded a video of it. Asked to count, Opus said it had received only five short spoken instructions. When asked whether it could also put the file on a USB stick, it did that too. The daily surprise is the point of the post.
@mathieuhq [Claude Code]
https://x.com/mathieuhq/status/2110975113969664417
mathieuhq runs Claude Code on a Steam Deck: SSH in from the PC and Opus 5.5 does the work directly on the console. It installs mods, keeps Decky Loader updated and optimizes games under Lutris, with no more switching to desktop mode and fighting the touch keyboard.
@oozn [Claude Code]
https://x.com/oozn/status/2111180923538416066
oozn describes Instagram accounts full of Claude-made animations, some reaching hundreds of thousands of followers in two or three weeks, and calls it a no-brainer marketing play for app developers: find a niche, define the audience, produce a good reels template, then announce the app. One account got 3 million impressions in two weeks, and everything runs through Claude Code without opening Instagram.
@DaveShapi [Claude Code]
https://x.com/DaveShapi/status/2110977764618584174
DaveShapi reports 100,000 views in two days, a good chunk of it on post-labor economics, and credits the shift to having Claude Code as animator and audio engineer. The animated explainers are what is working, along with a GoPro upgrade for forest walks. The counterweight is that YouTube cut off monetization and Patreon stopped growing.
@showheyohtaki [Claude Code]
https://x.com/showheyohtaki/status/2111001647426253219
showheyohtaki's series on vocabulary for instructing AI passed a million impressions, and the whole production method is now on GitHub. Hand the repo to Claude Code or Codex, tell it your field, and it produces three explainer videos plus a cheat sheet in the same style. It was released because people kept asking how to make the same kind of explainer for their own genre.
@yoya4848 [Claude Code]
https://x.com/yoya4848/status/2110992885420298586
yoya4848 came late to a 9,800 yen manga-making tool and still thinks it was worth buying, having produced something that reads like a real action manga. The pipeline: character art from ComfyUI with Krea2, the manga pages from Codex Imagegen, and scenario writing through to final inspection in Claude Code.
@yasutaketin [Claude Code]
https://x.com/yasutaketin/status/2110913723464593591
yasutaketin shows two screens. In the first, Claude Code is asked to propose a subagent structure for a video production flow and assign a checker role. In the second, a gaming laptop that runs 24 hours at home has become the render machine, instructed from a cafe to turn a note article into a video and upload it to YouTube, with the AI checking intermediate output on its own along the way.
@spectralcodex [Claude Code]
https://x.com/spectralcodex/status/2110931441848824030
spectralcodex is still moving old notes from Google My Maps into their own Spectral Codex site, and had Claude Code one-shot a migration tool that processes the KMZ export better and cross-references against the production database to deduplicate entries. The post shows source, tool and destination side by side.
@alleywu270684 [Claude Code]
https://x.com/alleywu270684/status/2110948310953394358
alleywu270684 wrote the claim guide for the monthly API credits Anthropic now gives Max and Team subscribers, which do not arrive automatically and expire unclaimed each month. Max 5x gets 100 dollars, Max 20x 200, Team standard seats 20 per person and premium seats 100, capped at 500 per team; Pro and free get nothing. The path is Settings, Billing, API credits, then link a Console organization where you are owner, admin or billing, creating one on the spot if needed, no card required. The credits work for the API, Managed Agents, Agent SDK and Playground, and not for interactive Claude Code or in-app extra usage. Two traps: each plan can link only one organization and a wrong link needs support to undo, and new subscriptions must be seven days old. Credits refresh per billing cycle with no carryover.
@jun_liang_sf [Claude Code]
https://x.com/jun_liang_sf/status/2111175424785186907
jun_liang_sf ran Gemini 4 Argon through Google Antigravity on the same 92 live APIs already scored by Claude Code, Codex and Muse. Nearly eight in ten APIs got roughly the same score from all four agents, and in 12 of 24 categories the number one was identical across all four leaderboards: Stripe for payments, AssemblyAI for speech to text, ElevenLabs for text to speech, Reducto for document parsing, Prefect for durable workflows, Resend for email, Datadog for observability, Render for hosting, Merge for unified APIs, Mux for video and Agora for voice infrastructure.
@Siiviiy [Claude Code]
https://x.com/Siiviiy/status/2110927642358858155
Siiviiy calls the new Claude Code Desktop sidebar a UX regression for anyone juggling many projects and threads, and had Claude fix its own mess with a prompt that worked: use the ccd_sidebar tools to list every session and its working directory, group sessions by original project folder including mapping worktree sessions back to their parent repos, create one section per project and move sessions in, preserve all sessions, forks and worktrees, touch no project files, report what could not be organized, and change no global settings or hooks.
@Voxyz_ai [Claude Code]
https://x.com/Voxyz_ai/status/2111200518379020292
Voxyz_ai urges anyone writing code to run Claude's official security plugin. It sends a team of agents through the whole repo, every finding goes to three more agents whose only job is to knock it down, and a report is produced only if two of them agree. On a big repo it takes tens of minutes to a few hours and burns usage either way. The commands: switch to Opus 5.5, then /plugin install claude-security@claude-plugins-official, /reload-plugins, and /claude-security scan the whole repo at high; if install fails add the anthropics/claude-plugins-official marketplace first, and if it complains about the Workflow tool turn on Dynamic workflows in /config. Afterwards run /claude-security again and pick Suggest patches, which turns each finding into a patch file you choose to apply.
@themuscleai [Claude Code]
https://x.com/themuscleai/status/2110959677114638772
themuscleai's build log number five is about putting a human between the agent and its shell. withHuman, an open-source approval layer from the Metoro team, stops the tool call rather than the agent. Built from source in Go, one go build produced a 240MB server and a 12MB CLI in about 15 minutes with a cold module cache, no Docker and no cloud account. One binary and one env var start the server, and the bootstrap endpoint creates an owner account. The CLI's onboard flow detects the coding agent on the machine and installs a PreToolUse hook into its settings, after which every tool call waits in the approval queue before it runs. The test fed the hook a real Bash tool-call payload and watched it land in the queue.
🗣 User Voice
User Voice
Carry my context to the next agent. The most-viewed question of the day was a plain one from @W2679966465: a project half done in Claude Code, want to switch agents, how does the context come along? @realchendahuang asked the same about Claude Code to Codex. The answers that worked all put the context in the repo rather than in a chat: a running markdown log that Codex reads after a cutoff (@wubin28), AGENTS.md plus progress.md plus git state (@WeiJiang194454), a Handoff.md that lists files changed, bugs left and the next step (@Chaolzzy), or a tool that leaves a structured summary behind (@anurag_gharat).
Code Review is for Team and Enterprise, and the rest of us want the switch. The managed Code Review went GA with Quick, Standard and Deep levels and 10,000 dollars of Enterprise credits, and the first replies asked why Pro and Max are excluded. @cursorvers mapped the alternatives (local /code-review on any plan, Ultrareview in the cloud with three free runs), @m0nle0z posted the same split, and @AGTPinsights noted the docs say it never builds or runs your code and never blocks a merge. Fast mode also left preview and still charges extra credits in Claude Code even with plan usage left, which @hqmank and @aibuilderclub_ both filed under nope.
The desktop app is winning arguments and losing sidebars. @omarvvvr's claim that the terminal is mostly an ego thing drew 400,000 views, @leoleotoobad and @LouiePanayi asked the same question sincerely, and the honest answers were specific: tmux survives disconnects on a remote box (@sankethbk7777), Remote Control works from a phone now without a daemon (@cursorvers). Meanwhile @Siiviiy called the new sidebar a regression and wrote a prompt to reorganize it, @radshaan said automatic session naming does not work and the environments are confusing, and @wad0427 called the same update a different product in a good way.
I said Always allow forty times. @IAMChamse counted 40 Always allow answers in one settings file after reading that one such grant plus a bad MCP server let a prompt injection read private files, and is reviewing all of them. @MarkTwainBnrq's version is a one-line rule pasted before any shell access: ask before anything that deletes or cannot be undone, show the exact command first. @noahreeveshq hit the opposite wall, Claude Code insisting on signing into a test account on localhost before it would QA, and threatened to cancel.
The budget is becoming someone else's problem. @MaxForAI reported Accenture capping central Claude spend at 29 dollars a month per employee when some were spending 500 to 1,000, and @alex_verem used the same story to push OpenCode as the tool that does not get cut. The other side of the ledger: @SimonasLTU1 cannot find a way to burn through a 100 dollar plan before it resets, with 250 dollars of cloud session credits and 100 of API credits still sitting there. @SteamedBun1111 asked whether a subscription seen from a home IP and a datacenter IP is a ban risk, and nobody had a confident answer.
Carry my context to the next agent. The most-viewed question of the day was a plain one from @W2679966465: a project half done in Claude Code, want to switch agents, how does the context come along? @realchendahuang asked the same about Claude Code to Codex. The answers that worked all put the context in the repo rather than in a chat: a running markdown log that Codex reads after a cutoff (@wubin28), AGENTS.md plus progress.md plus git state (@WeiJiang194454), a Handoff.md that lists files changed, bugs left and the next step (@Chaolzzy), or a tool that leaves a structured summary behind (@anurag_gharat).
Code Review is for Team and Enterprise, and the rest of us want the switch. The managed Code Review went GA with Quick, Standard and Deep levels and 10,000 dollars of Enterprise credits, and the first replies asked why Pro and Max are excluded. @cursorvers mapped the alternatives (local /code-review on any plan, Ultrareview in the cloud with three free runs), @m0nle0z posted the same split, and @AGTPinsights noted the docs say it never builds or runs your code and never blocks a merge. Fast mode also left preview and still charges extra credits in Claude Code even with plan usage left, which @hqmank and @aibuilderclub_ both filed under nope.
The desktop app is winning arguments and losing sidebars. @omarvvvr's claim that the terminal is mostly an ego thing drew 400,000 views, @leoleotoobad and @LouiePanayi asked the same question sincerely, and the honest answers were specific: tmux survives disconnects on a remote box (@sankethbk7777), Remote Control works from a phone now without a daemon (@cursorvers). Meanwhile @Siiviiy called the new sidebar a regression and wrote a prompt to reorganize it, @radshaan said automatic session naming does not work and the environments are confusing, and @wad0427 called the same update a different product in a good way.
I said Always allow forty times. @IAMChamse counted 40 Always allow answers in one settings file after reading that one such grant plus a bad MCP server let a prompt injection read private files, and is reviewing all of them. @MarkTwainBnrq's version is a one-line rule pasted before any shell access: ask before anything that deletes or cannot be undone, show the exact command first. @noahreeveshq hit the opposite wall, Claude Code insisting on signing into a test account on localhost before it would QA, and threatened to cancel.
The budget is becoming someone else's problem. @MaxForAI reported Accenture capping central Claude spend at 29 dollars a month per employee when some were spending 500 to 1,000, and @alex_verem used the same story to push OpenCode as the tool that does not get cut. The other side of the ledger: @SimonasLTU1 cannot find a way to burn through a 100 dollar plan before it resets, with 250 dollars of cloud session credits and 100 of API credits still sitting there. @SteamedBun1111 asked whether a subscription seen from a home IP and a datacenter IP is a ban risk, and nobody had a confident answer.
📡 Eco Products Radar
Eco Products Radar
Codex (OpenAI): the second opinion of the day, wired in as a reviewer after every Claude task, picked by Claude itself for architecture calls, and the thing people hand a markdown log to when a session dies
Grok Bot (xAI): bridged into Cursor, Codex and Claude Code, hosting Claude Code and acpx on its own VM, and the agent that fixed a Remote Control problem Claude said could not be fixed
Hermes (Nous Research): the harness people are leaving for a Mac Mini running Claude Code, or keeping around for recurring tasks, or still choosing over OpenClaw
Blender and Tripo: the 3D pair behind the 455 dollar study, the Westworld town, the five-instruction model and the farm-game fishing zone
Mac Mini and Tailscale: the standard remote rig in a dozen posts, Claude Code on the mini, Tailscale for the path, Telegram or a phone app on the other end
Obsidian: the brain in the Mac Mini setup and the vault Claude Code structures from one prompt
Code Review and REVIEW.md: GA for Team and Enterprise with three depth levels, and the file the Claude Code team says to write first
Hy-Memory (Tencent): the 30B memory model wired into Stop and UserPromptSubmit hooks
OpenCode: free DeepSeek V4.1 Flash inside, pitched as the tool that survives a budget cap
Context Mode and claude-mem: the two names in every token-waste list, with a 315KB to 5.4KB example
Jev (TypeSafe): a classifier screening commands, a Pi auto mode through OpenRouter, and a jevgrep that cut one task's cost 30 percent
Unity MCP and Blender MCP: the two connectors in the indie fishing-zone recipe and the Blender study
Playwright MCP: the browser Claude Code uses to click through a site as a first-time visitor
Remotion: the frame-numbered launch video recipe that showed up three times
OpenClaw: a stability patch from 49 contributors, an NVIDIA RTX Spark guided setup, a Codex OAuth 400 solved in replies, and the base for Easel and SupportMate
Codex (OpenAI): the second opinion of the day, wired in as a reviewer after every Claude task, picked by Claude itself for architecture calls, and the thing people hand a markdown log to when a session dies
Grok Bot (xAI): bridged into Cursor, Codex and Claude Code, hosting Claude Code and acpx on its own VM, and the agent that fixed a Remote Control problem Claude said could not be fixed
Hermes (Nous Research): the harness people are leaving for a Mac Mini running Claude Code, or keeping around for recurring tasks, or still choosing over OpenClaw
Blender and Tripo: the 3D pair behind the 455 dollar study, the Westworld town, the five-instruction model and the farm-game fishing zone
Mac Mini and Tailscale: the standard remote rig in a dozen posts, Claude Code on the mini, Tailscale for the path, Telegram or a phone app on the other end
Obsidian: the brain in the Mac Mini setup and the vault Claude Code structures from one prompt
Code Review and REVIEW.md: GA for Team and Enterprise with three depth levels, and the file the Claude Code team says to write first
Hy-Memory (Tencent): the 30B memory model wired into Stop and UserPromptSubmit hooks
OpenCode: free DeepSeek V4.1 Flash inside, pitched as the tool that survives a budget cap
Context Mode and claude-mem: the two names in every token-waste list, with a 315KB to 5.4KB example
Jev (TypeSafe): a classifier screening commands, a Pi auto mode through OpenRouter, and a jevgrep that cut one task's cost 30 percent
Unity MCP and Blender MCP: the two connectors in the indie fishing-zone recipe and the Blender study
Playwright MCP: the browser Claude Code uses to click through a site as a first-time visitor
Remotion: the frame-numbered launch video recipe that showed up three times
OpenClaw: a stability patch from 49 contributors, an NVIDIA RTX Spark guided setup, a Codex OAuth 400 solved in replies, and the base for Easel and SupportMate
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