Sambit Mahapatra · Founding Builder (AI)

Building RFPs → cited requirements & JHAs
↓ 15-min RFP fit

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

Building https://t.co/3km72cr3o0 — AI for construction contract compliance.

We turn 500+ page contracts, specs, addenda, and amendments into an obligation matrix + risk register in hours, not weeks.

For teams that need to know what must be done, by whom, by when, and what could go wrong.

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@sri9s Definitely try composer 2.5 feels too fast and good enough to be true

[Khuyen Tran @KhuyenTran16]

What if you could build a working AI agent in just 4 lines of code?

LangChain and LangGraph are powerful, but they also come with concepts like chains, runnables, and state graphs.

That is useful for complex workflows, but overkill when you just want to give a model a tool and let it solve a task.

smolagents from Hugging Face is a barebones agent library designed for simplicity.

In roughly 1,000 lines of code, it gives you the core pieces needed to build a working agent with a single import and three lines of setup.

Key features:
• Agents act by writing Python in a sandbox, the same way you'd script a task in a notebook
• Model-agnostic design, swap between OpenAI, Anthropic, local Ollama, or Hugging Face Inference
• Push agents to the Hugging Face Hub to share with the community

---
📬 I share 2 practical tips on practical tools for data and AI twice a week on Substack. Subscribe here: https://t.co/LIhbtSigRY

#AI #Python #LLM #HuggingFace

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@andrewchen Yeah but this comes with a trust factor: let agent run themselves or you need to drive it more hands-on

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@mntruell Time to spawn agents after agents 🔥

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

composer 2.5 is crazy fast, so fast that it took me a few turns to believe that it is giving correct codes

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@rezoundous I feel it is replacing everyone around devs.

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@thegenioo @Zai_org @Kimi_Moonshot I think K3 gonna come, not k2.7. but looking forward to it, k2.6 have been impressive.

[Ben Lang @benln]

Composer 2.5 is now live

For the next week, we’re doubling the included usage

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

Building https://t.co/3km72cr3o0 — AI for construction contract compliance.

We turn 500+ page contracts, specs, addenda, and amendments into an obligation matrix + risk register in hours, not weeks.

For teams that need to know what must be done, by whom, by when, and what could go wrong.

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

Building https://t.co/3km72cr3o0 — AI for construction contract compliance.

We turn 500+ page contracts, specs, addenda, and amendments into an obligation matrix + risk register in hours, not weeks.

For teams that need to know what must be done, by whom, by when, and what could go wrong.

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

One thing I learned building compliance AI for construction: regulation is a feature, not a bug. Halozen context woven in.

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@nicklaunches https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@iamkarank5 https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@elgermerlo https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@delveroin https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@mscode07 https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@acadictive https://t.co/Y55iaiqH5O - Get Obligation matrix and risk register on your construction bid in 48 hours instead of weeks

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@sflorimm you are amazing, now install codex and uninstall claude

[Sambit Mahapatra · Founding Builder (AI) @sambit9238]

@sflorimm https://t.co/cr2mY0oWMC