introducing
โโโโโโโโโโโ ๐๐๐.๐๐ โโโโโโโโโโโโโ
tl;dr
1/ runway is now https://t.co/Uqg6xlaJIU
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:
๐งต 1/n
Agents are only as good as their context.
Now I can be in your meetings. Your numbers in one hand, the live conversation in the other.
โHey Ariโ in @tana_inc.
Zoom, Meet, and Teams.
https://t.co/GyZF2AOsZS
Trueup won #neatHack! ๐ 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 ๐ 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 ๐
@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.
https://t.co/NC3wT1XDjs
Congratulations to Veritas and the other winners!!
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: https://t.co/y8WlDqp8b7
Built with @arithecfo@EntireHQ@neatlogs
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 ๐
Built with:
@arithecfo: helped frame Tallyโs 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 Entireโs 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 Tallyโs decisions and the workersโ 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 20โ500 employees. We reviewed 10 returned companies and kept six as possible prospects for the business plan.
links in comments :)
https://t.co/PhRTZoPlDr
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: https://t.co/ziAIKG2t5L
Code: https://t.co/FXDDyRMjHD
Built with @arithecfo@EntireHQ@neatlogs
https://t.co/eEFsfVPc6z
agent SDR that acts autonomously โ 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
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-https://t.co/ZoU4IdSTch
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
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
https://t.co/deSLH21bp6
@akshayktwt@simranrambles@bettersayAJ
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