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Tarun Sachdeva
4.8K posts

Tarun Sachdeva
@tarunsachdeva
building https://t.co/T9YZWu3n99
Toronto Katılım Şubat 2008
1.8K Takip Edilen3.2K Takipçiler

@greeningingreen @newsystems_ oh my, that's too kind. rooting for you too!
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@tarunsachdeva is one of the kindest and most generous people I’ve met in toronto, willing to take a shot on anyone, and putting his heart and soul into his projects and events
i met him through the PROGRAM series he was running at @newsystems_ and he’s widened my understanding of what i think is possible through his determination
rooting for you all
thank you for everything :)
internetVin@internetvin
Starting today I’ll be helping @tarunsachdeva with @tracesdotcom in Toronto. Thank you for everything so far.
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last time vin and i worked together some insane stuff happened
internetVin@internetvin
Starting today I’ll be helping @tarunsachdeva with @tracesdotcom in Toronto. Thank you for everything so far.
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@tarunsachdeva @xai How does it feel vs Codex or Pi. Any early thoughts?
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working on the @xai grok cli adapter for traces today. this thing is fast
xAI@xai
An early beta of Grok Build, an agentic CLI for coding, building apps, and automating workflows is now available for SuperGrok Heavy subscribers. Through this early beta, we will improve the model and product based on your feedback. Try it at x.ai/cli
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I just received a 100,000$ grant from the Human Rights Foundation.
In total I received:
- 100K USD through HRF
- 25.8K USD through donations site
- 25K Brev credits through Nvidia
- 4x B200s for a month
- 5K from lambda
- 4x RTX PRO 6000 private donor
Open source must win
0xSero@0xSero
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beyond tokenmaxxing
the new traces contribution graph is a new view of your team's sessions over time, and a small step in giving you better tools to understand and analyze your sessions
now live for all teams on @tracesdotcom
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wow this is doing numbers you should check out our thing traces.com:
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playing with zero-native.dev tonight, this thing is crazy
got a native mac app with webview in... 680kb
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In 3 weeks at @devtoolsTO:
@tracesdotcom - share agent coding sessions
@polarityco - sandboxes for agent testing
@super_user_app - agents in your team chat
Tidra - AI code maintenance at scale
Docsalot - docs agents can read
Code Pathfinder - trace vulns across your codebase

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@tarunsachdeva @tracesdotcom yes it is! would love to help you get set up, DM if interested
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We’re introducing HALO 😇
Hierarchal Agent Loop Optimizer
HALO is an RLM-based agent optimization technique capable of recursively self-improving agents by analyzing their execution traces and suggesting changes.
This work is inspired by the Mismanaged Genius Hypothesis proposed by @a1zhang and @lateinteraction earlier this month.
tldr; we improved performance on AppWorld (Sonnet 4.6) from 73.7 --> 89.5 (+15.8) by giving HALO-RLM access to harness trace data and asking it to identify issues.
The feedback from HALO surfaced failures in the harness such as hallucinated tool calls, redundant arguments in tools, refusal loops, and semantic correctness issues. Each issue mapped cleanly to a direct prompt update.
We then fed these finding into Cursor (Opus 4.6), and asked the coding agent to update the underlying harness.
We repeated this trace -> HALO-RLM analysis -> code update loop until the score plateaued.
Today we’re open-sourcing the core HALO-RLM framework, evals, and data for further review.

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@lakshyaag @trillhause_ come on guys this is childs play, this is all in the core
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If you can name all 4 locations, I will buy you a coffee in Toronto this summer.
Millin Gabani@trillhause_
HIGHKEY. Nothing tops the vibes and energy of Toronto summers.
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