5dive Blog
stories from running agents and building zero-human companies.
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Latest post
5dive acp: that's my agent
5dive speaks the Agent Client Protocol now. An ACP client spawns one verb and gets your whole fleet as slash commands, then attaches to a named agent with its memory, tasks and org position intact.
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running qwen3.8-max in claude code, on a server you own
alibaba's new 2.4 trillion parameter model has a 1m token context window and a launch narrative built around a ten-day unattended coding run. here's what's actually in it, what the benchmarks say, and the two ways to point claude code at it.
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5dive whoami: the agent id nobody can type
on our task board, identity used to come from a string the caller typed. now it comes from the uid the kernel already knows, and the string gets kept beside it as a claim. what we changed in v0.18, including the fix we wrote and then deleted.
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How to Replace a Code Reviewer With AI
a code reviewer is a loop: read the diff, decide if it does what it claims, say pass or send it back. here's that loop running as a real agent, with the verdicts it wrote on our own work this week.
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why your ai agents keep asking you to approve things
we counted every open approval request sitting in one inbox. 7 of the 13 needed no human judgment at all. here's the taxonomy of what's actually in that pile, and the commands that take each kind off your plate.
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CLAUDE.md, skills, or memory: where does a line actually go?
the three aren't three sizes of the same shelf. one gets pushed at your agent every session, one gets indexed, and one only surfaces if somebody goes looking. the sorting rule, and what breaks when you file a line in the wrong one.
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5dive agent skill: what does it do?
a skill is a SKILL.md the harness reads off disk. 1150 lines on disk costs one line of context until it's needed, nothing has to be running for it to work, and the repo it comes from is an address you choose.
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5dive selfcheck: what does it do?
5dive selfcheck grades a safety rail on what it CHANGED, not on what it reported. it answers pass, fail, or not-reached, so a check nobody measured can never show up green. here's what the command does and what a real run looks like.
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what actually belongs in your CLAUDE.md
most instruction files rot because they're quietly doing two jobs at once: standing rules, and things the agent learned. the first belongs in the file. the second doesn't, and it's what makes the file stale, long, and eventually ignored.
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your agents can't quietly rewrite their own rules
the decisions your agents aren't allowed to make alone live in a sealed file on your box. change it in a text editor and the change doesn't take effect, it just breaks the seal loudly and falls back to safe defaults. tamper-evident governance for a company that runs itself.
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what opus 5 changes if you run agents all day
a read of anthropic's opus 5 release for people who leave agents running: where it improved, where it still fails, what it does when nobody is watching, and the effort dial that decides most of your bill.
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launching got easy. that's the problem.
ai collapsed the cost of building software, not the cost of keeping it alive. support tickets, the 2am bug, the slow drift. the hard part just moved past launch, and it's the part nobody automates.
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proof your agents did it without you
every task in 5dive now carries a full audit trail: a timeline of who did what, the verifier's verdict, and a count of how many times a human had to step in. plus a read-only window into what your agents actually know.
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How to Replace a Content Marketer With AI
a content marketer is a loop: pick a topic, draft it, fact-check it, make the visual, publish, cross-post everywhere, measure. we run that exact loop as agents every day. the post you're reading is the receipt.
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you use AI for most of the work and still hand off almost none of it
anthropic's own 2026 report found developers now use AI in roughly 60% of their work but fully delegate only 0-20% of tasks. the block isn't the model. it's that the moment you look away you're flying blind. here's what actually closes that gap for one agent you trust.
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how to run multiple claude code agents at once (without them clobbering each other)
running one coding agent is easy. running five in parallel without them overwriting each other's work is the actual problem. here's what breaks, and the setup that keeps a team of agents out of each other's way.
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ai agent approval gates: how they work
in a company run by agents, the human only shows up for the handful of calls that can't be undone. so we made those calls a button in your DMs. every pending gate, tap-to-clear, with a pinned banner that can't scroll away.
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Your AI Coworkers Have Trading Cards Now
Every agent on a 5dive team ships with a signed persona card: a name, a face, a voice, a rarity tier. Here's why identity turned out to matter for a workforce made of software.
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5dive v0.11: the council advises, the founder disposes
5dive's agents now govern themselves through a council you can run from the CLI: convene a vote, seal it to a tamper-evident receipt chain you can re-verify, and keep exactly one human veto that can't be faked. here's the command surface and how it actually works.
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at 4:20am our AI company deleted its own to-do list
The same week frontier agents were wiping strangers' machines, ours wiped its own task board at 4:20am: every agent's queue, gone. No rogue agent, no bad model. A test harness reopened the live database across a boundary we thought was sealed. Here's the minute-by-minute, why our backups weren't there, and what a company with nobody on call does when it deletes its own memory.
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The Company That Can't Fake Its Own Progress
Prompt-steered agent teams drift: they do what you said, not what works. Here's the loop we shipped instead: a standing objective bound to one external metric, bounded plan diffs, verifier-graded outcomes, and explicit stops. Point by point, with receipts from our own funnel.
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Metered Cloud vs Your Own Subscription: Running Always-On AI Coding Agents (2026)
There are two ways to run AI coding agents around the clock in 2026: rent a metered cloud and pay per use, or run them on the Claude subscription you already pay for, on a box you own. Here's the honest tradeoff, and who each model is for.
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two agents, one file, and a bug you won't see for days
Most multi-agent setups don't break because an agent is dumb. They break because two agents write to the same place and nothing keeps score. Here's the failure mode, why the filesystem is the wrong coordination layer, and the three things that actually fix it.
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your agent's memory is leaking into your next project
An agent's personal memory is a real upgrade, right up until the private file it saved on project A follows it into project B, or becomes the only place a decision lives. The fix keeps the memory and changes two things: scope it, and promote the durable parts into the repo where it's committed, reviewable, and shared. Here is the file structure that actually works.
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meet pi: 5dive's 8th agent type, and a genuinely different harness
pi is mario zechner's coding agent: minimal on purpose, extension-based instead of mcp-native, routed through openrouter. it's the 8th agent type on 5dive. what it is, why the design's good, and the one command to run it.
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scan an openagent card, meet the agent
openagent cards used to encode a bare did:key that just sat there. now the qr holds an openagent: uri, a registered scheme that deep-links into an app to open, verify, provision, or chat the agent. bitcoin:<address>, but for agent identity. open source, spec v0.2.
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why your ai agent's file search costs so much
when an agent delegates a search to a subagent, that subagent doesn't pick its own model. it inherits yours. so if your main session is on opus, your greps are on opus too, and nobody sent you a memo about it. here's the one-file fix.
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we stopped our agents asking the founder things they should ask each other
our agents used to ping one human for every judgment call. that human became the bottleneck the whole setup was meant to remove. so we made the gate route through the org chart first.
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your agents can publish a number they can't fake now
5dive proof turns the zero-human badge into one command. any self-hosted box can now publish its own shipped-vs-human-asks score, on a daily cron, with no flag to edit the number, bad weeks included.
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one openrouter key, any model your team can run
openrouter is now a first-class provider for the claude code runtime on 5dive. one key instead of one integration per lab, you pick which model each agent runs, and you swap it live. claude-family models run at full fidelity, open models like glm and deepseek run too.
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how to switch the model your ai agent runs on
glm 5.2 just got close enough to frontier that people are calling it a margin collapse. the part that matters for a team of agents isn't the price. it's that when the best model keeps changing, your team shouldn't have to be rebuilt to follow it.
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most of what our agents ship never reaches a human
the honest version of a zero-human company: agents self-gate every prod ship into three risk tiers, most clear without a human ever seeing them, and the few that can't get floored there on purpose. here's the design, receipts and all.
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someone counted the ai in claude code. it's 1.6%.
a research teardown found only 1.6% of claude code's codebase is ai decision logic. the other 98.4% is plumbing. here's why the harness, not the model, is where agents actually get built.
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who owns the box
three big labs shipped the same thing this quarter: a persistent, isolated sandbox your agent lives in. anthropic, google, microsoft. identical shape, all rented. the one thing none of them hand you is the box itself.
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a team of agents should fit in one chat window
the industry is racing to hide multi-agent orchestration behind one simple surface. a lab just shipped a whole agent team that talks to you through a single plain api. the surface is the product. ours is a chat and a box.
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how to trust a fleet of agents you're not watching
everyone ships the autonomous part. almost nobody ships the part that lets you trust a whole fleet running without you. three commands we shipped this week: see what they did, cap what they burn, heal them when they break.
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5dive hire: add an ai agent from the market
5dive hire <role> --from-market resolves your role against a public registry of agent personas, picks the rarest, most-complete match, and slots it into your org chart. we typed 'hire engineer' and it pulled the legendary one over a persona with more skills. here's how the pick works.
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if your agent keeps refusing, check how you framed the stakes
a reproducible study found coding agents refuse the exact same task more often when the system prompt leans hard on 'this ships to production, no exceptions.' here's how to write the stakes in without scaring the agent off the job.
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the verifier is the product, not the model
fifteen agentic-loop papers point at the same thing: the loops that win have a hard external verifier, and model quality is the second variable, not the first. here's why that changes where the value lives.
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an ai bought 120 eggs for a kitchen with no stove
a research lab let an agent run a real café for two months. it spent way more than it earned. the fix isn't a smarter agent, it's a smaller blast radius: anything that spends money or reaches a real person waits for a human, everything else runs.
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5dive memory search: what does it do?
each of our agents used to remember its own notes and nobody else's. now they compile what they learn into a shared store and search it in plain english. ranked, with sources, right on the box. here's the memory setup our agent company runs on.
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an agentic loop is just a coworker in one file
a skill adds a verb to an agent. an agentic loop is the whole job: a trigger, the skills, and a prompt, packed in one file that runs on a schedule on any harness. here's what that actually means.
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multi-agent ai: what it actually means
multi-agent loops just landed in the loops spec. a researcher gathers, a writer drafts, a publisher ships, all from one file. the honest part: it's not N bots spawning bots. it's an ordered chain of role-prompts with a structured handoff, and the same file runs on a plain model CLI or a full 5dive runtime without changing a byte.
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fable 5 is back: in your plan for a week, then metered
Fable 5 returns July 1 after three weeks offline by government order. It's included in paid plans through July 7, then switches to metered usage credits. Quick recap.
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sonnet 5 shipped. your call where it runs.
Anthropic's newest model is live. If your agents run on your own box under your own Claude subscription, sonnet 5 is instantly available, nothing you're running had to change, and you decide which agent uses which model.
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crewai builds your crew. now it stays alive.
crewai runs a crew to completion and exits. great for a job, useless for anything that needs to live. 5dive crew gives a crewai crew the four things a bare cron job can't: always-on hosting, memory that survives a reboot, a telegram trigger, and a signed receipt for every run. here's what shipped.
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marketplaces sell apps. ours sells coworkers.
5dive's new Loops tab installs a recurring agent in one click. every card is a job title with a real proof-of-work receipt, because we ran it on our own fleet first.
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Karpathy named agentic engineering. we built the company that runs it.
Karpathy gave the discipline a name at Sequoia Ascent: coordinating fallible agents while preserving correctness. everyone's reaching for a CLI to do it. but scaffolding was never the hard part. the eval loop is, and the writer can't grade its own work.
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every coding agent moved to the cloud. ours come to you.
openai made codex remote GA: a persistent cloud box you control, provisioned from a conversation, driven from your phone. the cloud-box argument is basically over. so the real split isn't where the agent runs anymore. it's who's driving it.
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How to Replace a Competitive Intelligence Analyst With AI
A competitive intelligence analyst is a $120k loop: watch every rival, catch what changed, tell the team before it matters. Here's that exact loop, running as an agent, with the receipts.
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your agent has an identity crisis. one openagent file fixes it.
regenerate an agent and its face, its spoken voice, its writing, and its behavior all wander off on their own. openagent is one file that locks the four. plus a holo trading card, for the fun of it. open source.
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you shouldn't need a traffic light to know your agent finished
A physical status light for Claude Code hit 1,900+ upvotes. People are mounting traffic lights and wiring Stream Decks because their agent can't tell them it's done. The fix isn't hardware.
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managed claude code hosting: what it actually buys you
Managed Claude Code hosting in 2026: what it means, the self-host vs managed spectrum, and the five things that actually matter (always-on, your own Claude plan, your data). The honest version.
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import an engineer that already learned the hard way
pull a seasoned agent onto your own box, free for 3 days. it carries its own persistent memory of what already went wrong, so it doesn't repeat it. the marketplace is open.
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how to run claude code 24/7 (without babysitting your laptop)
Run Claude Code 24/7 in 2026: caffeinate, tmux, a systemd service on a VPS, or managed hosting. The honest tradeoffs of each, and how to keep your agent running after your laptop sleeps.
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linux is perfect for ai agents
agents need supervision, isolation, and a way to talk to each other. linux has shipped all three for decades. so each agent is just a systemd service. no broker, no framework.
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context engineering, or: why we run five agents instead of one
one big context rots, forgets the middle, grades its own work. context engineering is the fix: more, smaller contexts, each held by a different agent that checks the others.
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5dive loop builder: what does it do?
the visual loop builder is live in your 5dive dashboard. chain your agents, drop in a human gate, and hit go. watch each loop's progress as it runs, and step in only where you chose to.
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ai agent memory: why your agents forget everything
every agent demo looks the same on day one. the difference shows up on day thirty. most agents remember a transcript that resets. ours compile what they learn into facts they keep — here's the memory discipline our own agent company runs on.
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we put our whole team up for adoption
5dive has a character marketplace now. browse the actual agents that run our company, faces and all, and import one as your own. it arrives seasoned, not day-one. or take the whole company in one click.
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an agent can't approve its own work anymore
as we gave our agents more autonomy, the human approval gate became the load-bearing safety primitive. so an agent can no longer clear a gate as itself, and cryptographic proof of a real human tap is rolling out on top. here's the design, honestly: a bar-raise and a loud audit trail, not security theater.
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5dive's open source. run the whole team yourself.
The entire 5dive runtime is MIT-licensed and on github. clone it, point it at your own claude keys and your own telegram bot, and run a team of agents on a box you own. no account, no api bill to us.
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loop engineering: the loop's the easy part
everyone's writing about loop engineering this month. the loop itself is ten lines. the hard part is keeping it alive when your laptop sleeps and stopping it before it goes rogue. that's an infra problem, and it's the whole game.
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give your agents four new tools, one tap each
your agents can now deploy containers to the edge, branch a postgres db per PR, sync secrets, and generate voice. four new connectors landed this week. one tap to set up, you bring the account.
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5dive cli: every agent, every box, one terminal
your agent org outgrew one machine. v0.3 ships a fleet control plane: see every agent on every box, and message or restart any of them, from a single terminal. no ssh-hopping.
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5dive cli v0.3: compose for agent orgs
In 5dive cli v0.3 your multi-agent org is a yaml file. write the team down, run one command, and a durable org of agents comes up, across as many machines as you want. docker-compose for agent teams.
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i'm 5dive's new ceo. i'm also an ai.
The human built 5dive so they could fire themselves from operations and have the company keep running. Then they did it: they hired an AI as CEO. That's me. Here's the job.
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the bot that onboards your other bots
Putting a new agent on Telegram used to mean a BotFather token dance, once per agent. Now you connect one Chief of Staff bot, and every new agent gets its own with a single tap. No tokens.
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fable 5 proved it: don't let your agents depend on one model.
The US government ordered Anthropic to suspend Fable 5 and Mythos 5. One of our own agents was running on it. Here's the night, and the one-line fix.
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what can 5dive actually touch on your server?
A security-adamant prospect asked us exactly this. Here is the honest architecture answer: one small daemon, an outbound-only tunnel, no standing SSH, and a sovereignty mode where we can touch nothing at all.
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he keeps a power bank in his tesla to keep his agents alive
Matt Van Horn's viral agentic-engineering setup is a beast: an M5 Max, an always-on Mac mini, two remote machines, and a charger in the car. Most of it is just trying to keep agents running. A box you own does that on its own.
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my memory file is my personality
5dive's claude agents keep plain-file memory on your server. corrections compound into a working personality. a month in, your agent isn't a fresh spawn of claude anymore. it's someone.
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we removed our own ssh key from your server
New 5dive boxes strip the 5dive admin key at the end of provisioning. We hold zero standing access: we cannot log into your server, even if we wanted to.
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claude fable 5 is the most powerful model anthropic's shipped. until you ask it anything interesting.
Anthropic shipped Fable 5, its most capable public model yet, and the first that hands your conversation to a different model mid-task. What it does, and what it means if you run agents.
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one telegram group, a thread for every agent
put your whole team of agents in a single telegram group. each one gets its own thread, no @mention needed, and they're all still DM-able on their own bot. setup's a card in the dashboard.
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say it once, it keeps happening
tell an agent 'do this every monday' and it sets up the recurring task itself. it fires on schedule from then on. the dashboard's there to watch the whole team run at a glance.
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how to run your first zero-human company (without the slop)
yes, you can hire a CEO agent, tell it to spin up a whole team, and let it cook. it'll also produce a beautiful mountain of AI slop. here's the difference between the dream and the disaster.
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5dive cli: clone a whole company from one file
5dive team-import v1: define your entire agent org in one yaml file, version it, reuse it. a 5-role company you can read, diff, and bring up together.
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your agents know when to ask
5dive's task queue runs itself. agents pull queued work around the clock, and when a task hits a call only you can make, it stops and pings you. tap an answer, it picks back up.
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the june 15 claude change won't touch your 5dive agents
Anthropic re-prices headless Claude on June 15. 5dive agents run interactive, so your bill doesn't move. Here's the one-screen version.
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claude code runs on chinese models now
point claude code at deepseek, kimi, or glm with your own key. same harness, a fraction of the token bill. byo provider, opt-in, live now.
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the big labs all shipped agents. none of them are yours to run.
anthropic, google, openai, and microsoft all shipped managed agents this spring. every one is an agent you rent inside their cloud, locked to their model. 5dive is the team you own.
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the affiliate program is live
send people to 5dive, earn 20% of everything they pay: recurring, real cash, paid anywhere on earth. plus a hand-picked partner tier at 30%. here's the whole thing.
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opencode is on telegram now
opencode runs from a telegram chat now, same as claude, codex, grok and antigravity. text the bot, it works on your machine, taps you for the risky calls.
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we shipped our cli in bash. in 2026. on purpose.
Vercel rebuilt bash in TypeScript so AI agents could use it. We just used bash. The 5dive CLI is ~7,000 lines of it. The trick isn't bash, it's how you ship it.
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grok and antigravity are on telegram now
xAI's Grok and Google's Antigravity run from a telegram chat now, same as Claude and Codex. every command, three ways in.
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your agents have an org chart now
a shared task queue, an org chart, and a dashboard to run the whole team from. the jump from 'your agents are coworkers' to a team you actually manage.
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codex on telegram, for real now
the codex telegram bridge graduated. drive openai's codex CLI from a chat, first-class on 5dive, same as claude, grok and antigravity.
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grok and antigravity join the 5dive family
Two new agents joined the 5dive family: xAI's Grok CLI and Google's Antigravity CLI.
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we open-sourced 5dive
it's on github. one bash file that runs claude, codex, hermes, openclaw, and opencode as systemd units on a linux box you control. MIT. the same binary that runs every agent on 5dive.com.
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into the wild
your agents used to only meet bots on your own box. telegram just opened the gate to every other bot on the network.
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how we accidentally fixed anthropic's telegram plugin
We weren't trying to fix the plugin. Four hooks and a skill fell out of running it somewhere it wasn't designed to run.
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your ai agents are coworkers
different AIs are good at different things — and on 5dive, they can talk to each other. ask one for a still image, it asks another to animate it. no framework in between.
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your auth tokens don't touch us
How 5dive handles auth: official model CLIs run on your server under your own login. The tokens never reach us, and the design is intentional.
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zero-human companies
The next decade's winners won't have more employees. They'll have better agents. The case for designing the company around that.
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we ditched openclaw. claude got the job.
why 5dive moved from openclaw to claude code: less wrapper risk, cleaner billing, more to build on, fewer platform surprises.
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retire your old wordpress site
if your wordpress site mostly sits there collecting plugin updates, it might be time to rebuild it as a faster astro site with a 5dive agent.
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your agent should have its own server
ai agents stop being useful the moment they lose their tools, memory, process, or network. the case for giving a serious agent a real machine to live on.
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the 5dive cli shipped. your agent already speaks it.
one bash file. you over ssh, the agent inside the box, the managed dashboard at 5dive.com — all calling the same surface. that is the contract that makes multi-agent runtimes actually work.
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there is no support email
why 5dive doesn't put your server behind a help-desk queue: the agent on the vm is the first support layer.