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@sumanth_077

AI agents memorize fixed benchmarks, not real conditions

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@sumanth_077

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25 June 2026 20h31

AI agents trained on a fixed benchmark eventually just memorize it!

Once an agent learns to pass a fixed set of test scenarios, the benchmark stops teaching it anything new. It's also nothing like the real, messy, unpredictable conditions agents actually operate in.

Patronus… https://t.co/7gl7lDSvJu pic.twitter.com/ZE5ADOAV7U
— Sumanth (@Sumanth_077) 25 juin 2026

AI agents trained on a fixed benchmark eventually just memorize it! Once an agent learns to pass a fixed set of test scenarios, the benchmark stops teaching it anything new. It's also nothing like the real, messy, unpredictable conditions agents actually operate in. Patronus

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25 June 2026
Claude Code as document processing agent preserving structure and reading order

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@sumanth_077

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24 June 2026 16h02

Turn Claude Code into a document processing agent! Traditional OCR extracts text but loses critical information. Table structures with merged cells disappear. Relationships between charts and captions break. Multi-column reading order gets scrambled. That's why most document

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24 June 2026
Build a Large Language Model from Scratch with Code Examples

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@sumanth_077

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23 June 2026 15h29

Build a Large Language Model from scratch! This repository contains the code examples for developing, pretraining, and finetuning a LLM from scratch. It is the official codebase for the book Build a Large Language Model (From Scratch). Notebook examples are included for each

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23 June 2026
Firecrawl’s Prometheus Agent Writes Scraper Code from Requests

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@sumanth_077

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19 June 2026 16h45

Firecrawl launched a Forward Deployed Agent for web data!

Prometheus is an experimental agent that turns plain-English data requests into working scraper code. You describe what you want, it writes a TypeScript collector using the Firecrawl SDK, runs it against the live site to… https://t.co/Zz1OKvGplh pic.twitter.com/9HrDEk1xjt
— Sumanth (@Sumanth_077) 19 juin 2026

Firecrawl launched a Forward Deployed Agent for web data! Prometheus is an experimental agent that turns plain-English data requests into working scraper code. You describe what you want, it writes a TypeScript collector using the Firecrawl SDK, runs it against the live site to

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19 June 2026
Post sharing links to Deepeval and LangChain

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@sumanth_077

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18 June 2026 15h51

Docs: https://
deepeval.com/integrations/f
rameworks/langchain#in-cicd-pytest
… GitHub Repo: https://
github.com/confident-ai/d
eepeval
…

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18 June 2026
Pytest for AI Agents: Testing LangChain chains locally

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@sumanth_077

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18 June 2026 15h51

Pytest for AI Agents! (100% open-source and runs locally) Building agents with LangChain means chaining LLMs, tools, and retrieval steps together. Each component can fail differently. The output changes with every run. Traditional unit tests don't work here because there's no

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18 June 2026
The missing layer in AI agent pipelines: acting on data

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@sumanth_077

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17 June 2026 15h35

The missing layer in most AI agent pipelines!

AI agents are great at collecting data from the web. The gap shows up when they need to act on it – writing results to Notion, posting to Slack, updating a GitHub repo.

Apify is a platform where developers build and run Actors -… pic.twitter.com/YUI7TB2sJk
— Sumanth (@Sumanth_077) 17 juin 2026

The missing layer in most AI agent pipelines! AI agents are great at collecting data from the web. The gap shows up when they need to act on it – writing results to Notion, posting to Slack, updating a GitHub repo. Apify is a platform where developers build and run Actors –

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17 June 2026
Get a letter grade for your AI agent in 5 minutes

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@sumanth_077

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16 June 2026 16h18

Get a letter grade for your AI agent in under 5 minutes! iFixAi is an open-source diagnostic that catches AI operational misalignment before it damages your business. Actions your agent takes that don't match what you intended, designed, or expected. The dangerous part: these

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16 June 2026
LEANN: Index millions with 97% less storage via graph recomputation

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@sumanth_077

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15 June 2026 16h36

Turn your laptop into a powerful RAG system! LEANN can index and search through millions of documents while using 97% less storage than traditional solutions without accuracy loss. LEANN achieves this through graph-based selective recomputation with high-degree preserving

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15 June 2026
50+ free open-source AI Agent and RAG apps

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@sumanth_077

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11 June 2026 17h26

Also check out Hands on AI Engineering! 50+ AI Agent & RAG apps. 100% free and Open source.

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11 June 2026

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