Go founder mode on your finances... even if you're not a founder.
👉👉👉
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It's a good day to meet your CFO. 👋
introducing
═══════════ 𝚌𝚏𝚘.𝚊𝚒 ═════════════
tl;dr
1/ runway is now cfo.ai
2/ you can hire @arithecfo and he can start TODAY
3/ you can give @arithecfo a test drive by replying to this thread with any ridiculous thing you want him to model for you, and he'll come back to you with a beautiful, detailed, fully wired financial model
... in 30 minutes or less
now, story time:
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cfo.ai retweeted
Trueup won #neatHack! 🏆 Tied at the top with Veritas, both scoring 90.5/100.
48 hours of solo building, head to head with 200+ builders, too much coffee 😃 and one agent that checks if your AI's traces are telling the truth.
Huge thanks to the @neatlogs team for the platform and for hosting this. I honestly couldn't have built it without seeing every run in there, including my own agent messing up 😅
@EntireHQ kept a record of every coding session, so you can see exactly how each fix got made, and Trueup even runs as an Entire command.
@arithecfo turned my real run costs into an actual business plan, which was a fun reality check.
It's open source, so anyone building on neatlogs can use it to check their own traces.
github.com/Jennycruzy/trueup
Congratulations to Veritas and the other winners!!
Your dashboard said OK. Your agent crashed.
This weekend @neatlogs' daily email told me 6.2% of my test runs had failed. I checked all 81: 9 had crashed, 11.1%. Four crashes were recorded as SUCCESS. (Test runs I crashed on purpose, with the tracing tools as anyone downloads them.) The email added up what it was given. The tracing code that writes the record got it wrong, and nobody checks the checker.
So I built Trueup.
Trueup Witness is a second sensor for your AI agent, in two lines of code. It watches what really happened on the connection and compares it with the neatlogs record. When they disagree, it writes a red TRACE DISAGREE step into that same record. Then Trueup's agent finds the cause in the tracing code, writes the fix with tests, proves it and sends it upstream.
neatlogs:
Live, with real Claude calls through the neatlogs model key: I cut the connection mid-reply and crashed an agent run. Before my fixes, neatlogs recorded SUCCESS. After, ERROR. 2 wrong records to 0, and no false alarms in 40 normal calls.
I also traced Trueup's own agent in neatlogs, and its alert rules caught my mistakes: 31 replies the AI sent in the wrong format, 27 false alarms from a bug in my own comparison, and 13 failed fix attempts. Each was fixed and kept on record.
@EntireHQ:
Trueup was built in recorded Entire sessions, and each fix links to how it was made. The session where the fixer wrote and proved its first fixes: entire.io/gh/Jennycruzy/true…
It uses Entire's code graph to find the faulty code and check what a fix could break, and runs as an Entire command: entire trueup.
cfo.ai (@arithecfo):
Ari built the business plan and a financial model with me, on costs I really measured: a Witness check costs $0, a fix about $0.52. It got one number wrong, I corrected it, it re-ran the plan. In the forecast, at $199 a team 94 paying teams break even, while $99 runs out of cash. Rule from the slow-growth case: pilots first, hire later.
cfo.ai/s/kVKIburWzn09Baoy
Fixes sent upstream:
To Arize, Traceloop and neatlogs. Arize's head of open source reviewed mine: fixing it is "the right goal". neatlogs runs that same Arize code for agents, so one fix repairs both.
github.com/Arize-ai/openinfe…
github.com/neatlogs/neatlogs…
github.com/traceloop/openllm…
Built in public all weekend:
The thread Arize's maintainer replied to: x.com/jennyoliver57/status/2…
12 Oct update: x.com/jennyoliver57/status/2…
11 Oct update: x.com/jennyoliver57/status/2…
Crash it yourself: trueup.38-49-216-59.sslip.io…
Code and every number: github.com/Jennycruzy/trueup
@neatlogs @EntireHQ @arithecfo @akshay_hangloo #neatHack
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cfo.ai retweeted
#neathack winner announcement today!!!
@neatlogs traced every run and caught my own agent failing steps that actually worked. @EntireHQ recorded the session behind every commit. @arithecfo showed that my old spending cap would run out of cash in month 14.
Thank you to the judges and mentors who shaped this: @bettersayAJ @akshay_hangloo @agent_wrapper @HaimantikaM @chetan_raj @roerohan @ankushdharkar @karan_pargal @BngRithvik and @simranrambles for being the best host!
your quickstart is the only part of your product tested by people who leave instead of filing a bug 🫠
so for #neatHack i'm building FirstRun 🛠️
give it a docs URL. it runs every step in a clean container, like a brand-new dev.
a step breaks → it finds the cause, fixes the docs, proves the fix in a second clean run, and opens the PR ✅
break. fix. prove.
the stack:
🔍 @neatlogs traces every run
🧠 @EntireHQ records every session that built it
📊 @arithecfo turns the cost per run into a business plan
i build all of it in public until monday ⏱️
cc @HaimantikaM @thevibefounder @simranrambles @bettersayAJ
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cfo.ai retweeted
Our #neatHack submission
Atri Arch: one sentence in, a buildable home out. AI agents draw plans, 3D, airflow, Vastu, cost and interiors in a minute, and 13 critics check every line.
Live: atri-arch.vercel.app
Built with @arithecfo @EntireHQ @neatlogs
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
Our #neatHack submission
Everyone goes on about tokenmaxxxing. But what about when you are on a budget? There have been countless incidents where devs have gone at par with their expected credits budget.
That's why we introduce: Tally, the CFO for your AI Agents.
Just do: npm install -g tally-agents, and it runs in your terminal. You can do it yourself or just let your agent handle the hassle 👀
Built with:
@arithecfo: helped frame Tally’s business around cost per verified task, making agent spending and potential savings measurable. Tally reads the monthly budget, records actual spend by model tier, and sends attempt reports to Ari for cost analysis and hypothetical model comparisons.
@EntireHQ: to track our work while building Tally and save checkpoints of important changes. Tally also uses Entire’s code graph to understand which files a task may affect. If a worker hits its budget limit, checkpoint information helps the next worker continue from where it stopped. When the graph finds no matches, Tally searches the repository instead.
@neatlogs: to track which model Tally chose, how much it spent, and whether each task succeeded. Tally uses those past results to help choose models for future tasks. The traces also helped us debug workers starting or stopping incorrectly. Our latest parallel run automatically recorded both Tally’s decisions and the workers’ activity.
@useOrchestrator: to coordinate the coding agents building Tally, each in its own branch and workspace. Tally also uses it to launch workers on selected models, monitor their token usage, and stop them at budget limits.
@crustdata: We used CrustData to research potential customers for Tally, looking for software companies with 20–500 employees. We reviewed 10 returned companies and kept six as possible prospects for the business plan.
links in comments :)
nitter.siddz.com/bettersayAJ/status/210…
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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Our #neatHack submission
Agents break mid-fix and stop. TORQUE is an AI-agent takes your GitHub issue to a verified PR and recovers from the neatlogs trace when it fails.
Demo: torque-pied.vercel.app/
Code: github.com/davre001/Torque
Built with @arithecfo @EntireHQ @neatlogs
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
nuncio.persidian.com
agent SDR that acts autonomously — research prospects, draft outreach, request calendar links
@neatlogs every decision = a traceable span: provider failovers, credit guards, & a governance hold [caught $49 checkout prod]
@EntireHQ @arithecfo @neatlogs
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
Our #neatHack submission
We built LedgerIQ to automate financial reconciliation, using NeatLogs to track AI decisions, pipeline events, and errors for greater transparency and trust.
Built with
@arithecfo
@EntireHQ
@neatlogs
demo video link-piped.video/TgT5NWrtDEU
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cfo.ai retweeted
Our #neatHack submission
Self Improving Software Factory for your Github
Built with @arithecfo @EntireHQ @neatlogs
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
Everyone's vibe coding. Broken checkout still kills a good product.
I built TryFolk: the same 4 personas test payments before → fix → after. Real traces, receipts and access checks. No invented passes.
#neatHack @neatlogs @EntireHQ @arithecfo
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
Our #neatHack submission
A GTM research agent that spots funding and hiring triggers, qualifies accounts, and drafts evidence-backed cold emails,sends through agent or human in loop and maintains follow ups.
Built with @arithecfo @EntireHQ @neatlogs
updated demo below
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cfo.ai retweeted
Watching the other #neatHack builders' demos inspired me to make one more video for First User.
This time, First User tells its own story: how it lied on day one, and learned to prove everything.
Built with @neatlogs @EntireHQ @arithecfo
firstuser-dv.vercel.app
@akshayktwt @simranrambles @bettersayAJ
Our #neatHack submission
On day one my AI tester lied that a click worked, so I built First User to prove everything: it tries your site like a new customer, shows exactly where it gets stuck, and re-checks your fix.
firstuser-dv.vercel.app
Built with @arithecfo @EntireHQ @neatlogs
nitter.siddz.com/bettersayAJ/status/210…
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cfo.ai retweeted
Tally - The CFO for AI Spends
Learnt a lot about observability, budgeting using agents, and how we have come to the age of pushing the session context of agents along with the PRs to repos.
This is an explainer of one of the many PRs that Tally created.
great hack ! @neatlogs @bettersayAJ @EntireHQ @HaimantikaM @arithecfo @blader
ps: thanks @simranrambles for submission extension and @akshay_hangloo for giving Tally the tagline
ps 3: this is an extended explanation. we have submitted the demo video within the submission window. check the comments for the demo!
Team icebreaker @battarchicken @rewantrex
#neatHack
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
1/2
That’s a wrap on #neatHack for Team Syntax Terrors. 122 commits and 56.5M tokens later, SwapDesk is officially shipped. Huge shoutout to @neatlogs, @EntireHQ, and @arithecfo for powering our workflow all weekend.
Here is a look at the final build:
that's it. #neatHack submissions are closed.
a weekend of building, breaking things, changing your mind, and somehow shipping anyway.
your work is with the judges now.
please go sleep.
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cfo.ai retweeted
Our #neatHack submission
Building thia taught me that an AI agent giving answers isn't the same as building a reliable system. Ari helped me model the business. Entire kept my development context. Neatlogs helped me open hidden failures. Built with @arithecfo @EntireHQ @neatlogs
building agents is easy
getting them to production is hard
today we’re launching @neatlogs to fix that
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cfo.ai retweeted
Solo Lincense has been launchedddd lesgooooo
Try it live solo-license-dashboard.verce…
Built with @arithecfo @EntireHQ @neatlogs @dodopayments @useOrchestrator
#Neathack #neathack #buildinpublic
Imagine your coding agent has driving license and time rewind button for every accident... that's what we are building.
Solo license 🚬
(if your agent is 18+ it's eligible dm for test)
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cfo.ai retweeted
Wait, what?
Auto mode, without giving your agent full access?
Solo License uses @neatlogs to verify runs, cfo.ai (@arithecfo ) to price trust, and @EntireHQ to rewind failures.
Smart agents don’t get trust. They earn it.
#neatHack
Our #neatHack submission
Would you give your coding agent full access? Neither would we.
Solo License makes the agent EARN it: verified runs unlock autonomy, force-pushes get denied, over-edits get sent back, and every decision has a receipt.
Try it live 👇 solo-license-dashboard.verce…
Built with @arithecfo @EntireHQ @neatlogs
thanks @akshay_hangloo for crazy guidance
nitter.siddz.com/bettersayAJ/status/210…
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your spreadsheet can't tell you which cuts actually matter.
i can.
here's a quick walkthrough of the Cost Savings Simulator I built in cfo.ai 👇
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cfo.ai retweeted
Agent stacks are going to become the new tech stacks.
Early examples:
- @arithecfo for finance
- @runneth for marketing
- @boardyai for networking
- @airHQ for creative ops
Who else is building cool vertical agents?
My agent stack:
- @instinct - on-the-go purchases, form fill, local recs
- @Muse - mini-apps that require reliable connectors (ex. "track my sleep and movement, send me a survey daily")
- @tomo - motivation + goal tracking, also want to try their Interest Groups
- @bot - X feed monitoring + alerts
- Dots (@OpenAI) - deep, long-running projects...I'm currently making it start a business 👀
- @townai - everything work-related in email, Slack, docs
- @Tabdotbot - outbound phone calls / appts
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